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.mktoForm .mktoFieldWrap input[type=text],#marketo-fe-form .mktoForm .mktoFieldWrap input[type=email],#marketo-fe-form .mktoForm .mktoFieldWrap input[type=number],#marketo-fe-form .mktoForm .mktoFieldWrap input[type=tel],#marketo-fe-form .mktoForm .mktoFieldWrap input[type=url],#marketo-fe-form .mktoForm .mktoFieldWrap select{width:100% !important;color:var(--color-ink);height:50px;line-height:40px !important;min-width:190px;padding:8px !important;font-size:14px;font-weight:400;border:1px solid var(--color-dark-gray);border-radius:0;position:relative;z-index:1;}#marketo-fe-form .mktoForm .mktoFieldWrap input[type=text]:focus,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=email]:focus,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=number]:focus,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=tel]:focus,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=url]:focus,#marketo-fe-form .mktoForm .mktoFieldWrap select:focus{border-bottom:2px solid 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.mktoCheckboxList>label{font-size:14px;margin-bottom:8px;margin-left:32px;min-height:25px;margin-top:-2px;}#marketo-fe-form .mktoForm .mktoFieldWrap .mktoHtmlText{width:100% !important;}#marketo-fe-form .mktoForm .mktoFieldWrap .mktoGutter.mktoHasWidth{display:none;}#marketo-fe-form .mktoForm .mktoFieldWrap .mktoError{left:0;right:unset !important;bottom:unset !important;position:relative !important;z-index:0;}#marketo-fe-form .mktoForm .mktoFieldWrap .mktoError .mktoErrorArrowWrap{display:none;}#marketo-fe-form .mktoForm .mktoFieldWrap .mktoError .mktoErrorMsg{background-image:none !important;background-color:transparent !important;border:none !important;max-width:unset !important;box-shadow:none !important;text-shadow:none !important;color:var(--color-dark-orange) !important;font-size:14px !important;line-height:24px !important;margin-top:4px !important;padding-left:0;clear:both;}#marketo-fe-form .mktoForm .mktoFieldWrap .mktoError .mktoErrorMsg .mktoErrorDetail{display:inline 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ease-in;-webkit-transition:all 200ms ease-in;-o-transition:all 200ms ease-in;-ms-transition:all 200ms ease-in;transition:all 200ms ease-in;}#marketo-fe-form .mktoForm .mktoButtonRow .mktoButtonWrap .mktoButton:hover{background:var(--color-dark-blue);border-color:var(--color-dark-blue);outline:none !important;}#marketo-fe-form .mktoForm .mktoButtonRow .mktoButtonWrap .mktoButton:active,#marketo-fe-form .mktoForm .mktoButtonRow .mktoButtonWrap .mktoButton:focus,#marketo-fe-form .mktoForm .mktoButtonRow .mktoButtonWrap .mktoButton:active:focus{border-color:var(--color-light-blue);outline:none !important;}.error-message{color:var(--color-dark-orange);font-size:14px;}#fallback-form{position:relative;}#fallback-form .fallback-form-title{font-weight:600;padding-bottom:10px;}#fallback-form .debug{border:1px solid red;color:red;position:absolute;top:-20px;display:none;}#fallback-form .input-wrapper p{font-size:12px;line-height:18px;}#fallback-form form.fallback{position:relative;text-align:left;max-width:100%;}#fallback-form form.fallback .input-wrapper input{width:100%;outline:none;}#fallback-form form.fallback .input-wrapper input[type=text],#fallback-form form.fallback .input-wrapper input[type=email],#fallback-form form.fallback .input-wrapper input[type=number],#fallback-form form.fallback .input-wrapper input[type=tel],#fallback-form form.fallback .input-wrapper input[type=url],#fallback-form form.fallback .input-wrapper select{width:100% !important;color:var(--color-ink);height:50px;max-height:50px;line-height:40px !important;min-width:190px;padding-left:8px !important;padding-right:8px !important;font-size:14px;font-weight:400;border-radius:0;border:1px solid var(--color-dark-gray);}#fallback-form form.fallback .input-wrapper input[type=text]:focus,#fallback-form form.fallback .input-wrapper input[type=email]:focus,#fallback-form form.fallback .input-wrapper input[type=number]:focus,#fallback-form form.fallback .input-wrapper input[type=tel]:focus,#fallback-form form.fallback .input-wrapper input[type=url]:focus,#fallback-form form.fallback .input-wrapper select:focus{border-bottom:2px solid var(--color-elastic-blue);outline:none !important;}#fallback-form form.fallback .input-wrapper input[type=text].mktoInvalid,#fallback-form form.fallback .input-wrapper input[type=email].mktoInvalid,#fallback-form form.fallback .input-wrapper input[type=number].mktoInvalid,#fallback-form form.fallback .input-wrapper input[type=tel].mktoInvalid,#fallback-form form.fallback .input-wrapper input[type=url].mktoInvalid,#fallback-form form.fallback .input-wrapper select.mktoInvalid{border-bottom:2px solid var(--color-dark-orange);}#fallback-form form.fallback .input-wrapper input[type=text].mktoInvalid:focus,#fallback-form form.fallback .input-wrapper input[type=email].mktoInvalid:focus,#fallback-form form.fallback .input-wrapper input[type=number].mktoInvalid:focus,#fallback-form form.fallback .input-wrapper input[type=tel].mktoInvalid:focus,#fallback-form form.fallback .input-wrapper input[type=url].mktoInvalid:focus,#fallback-form form.fallback .input-wrapper select.mktoInvalid:focus{border-bottom:2px solid var(--color-elastic-blue);}#fallback-form form.fallback .input-wrapper textarea{border:1px solid var(--color-dark-gray);height:4.5em;width:100% !important;margin-bottom:32px;}#fallback-form form.fallback .input-wrapper textarea:focus{outline:none;border-bottom:2px solid var(--color-elastic-blue);}#fallback-form form.fallback .input-wrapper textarea.mktoInvalid{border-bottom:2px solid var(--color-dark-orange);}#fallback-form form.fallback .input-wrapper textarea.mktoInvalid:focus{border-bottom:2px solid var(--color-elastic-blue);}#fallback-form form.fallback .input-wrapper input[type=checkbox]{height:auto !important;position:relative;width:16px !important;}#fallback-form form.fallback .input-wrapper 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.input-wrapper::-moz-placeholder{font-size:14px;line-height:24px;}#fallback-form form.fallback .input-wrapper:-ms-input-placeholder{font-size:14px;line-height:24px;}#fallback-form form.fallback .input-wrapper:-moz-placeholder{font-size:14px;line-height:24px;}#fallback-form form.fallback label{font-size:14px;font-weight:600;line-height:24px !important;text-align:left;width:100% !important;margin-bottom:0;margin-top:24px;}#fallback-form form.fallback .asterix{font-weight:700;color:var(--color-dark-orange);}#fallback-form form.fallback .submit-form{cursor:pointer;min-width:140px;width:max-content;padding-right:16px;padding-left:16px;-webkit-transition:all 200ms ease-in;transition:all 200ms ease-in;background-color:var(--color-elastic-blue);color:var(--color-white);height:50px;font-weight:700;text-align:center;letter-spacing:0.025em;margin:0;border:1px solid var(--color-elastic-blue);border-radius:4px;cursor:pointer;}#fallback-form form.fallback .submit-form:hover{background:var(--color-dark-blue);border-color:var(--color-dark-blue);}#fallback-form form.fallback .submit-form:active{border-color:var(--color-light-blue);}#fallback-form form.fallback .submit-form:focus{box-shadow:none;}.mkto-form-wrapper.long-form #marketo-fe-form .mktoForm .mktoFieldWrap,.marketo-form.long-form #marketo-fe-form .mktoForm .mktoFieldWrap{margin-bottom:24px;}.mkto-form-wrapper.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=text],.mkto-form-wrapper.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=email],.mkto-form-wrapper.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=number],.mkto-form-wrapper.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=tel],.mkto-form-wrapper.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=url],.marketo-form.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=text],.marketo-form.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=email],.marketo-form.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=number],.marketo-form.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=tel],.marketo-form.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=url]{height:40px !important;}.mkto-form-wrapper.long-form #marketo-fe-form .mktoForm .mktoFieldWrap select,.marketo-form.long-form #marketo-fe-form .mktoForm .mktoFieldWrap select{height:auto !important;}.mkto-form-wrapper.inline #marketo-fe-form{position:relative;width:100%;}.mkto-form-wrapper.inline #marketo-fe-form .mktoForm{width:100% !important;padding:0px;position:relative;display:inline-flex;}.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoOffset,.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoAsterix{display:none;}.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoFormCol{margin-bottom:0 !important;float:none;}.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoFormCol .mktoFieldWrap{width:100%;}.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoFormCol .mktoFieldWrap .mktoHtmlText{display:none !important;}.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoFormCol .mktoFieldWrap .mktoHtmlText p{margin:0 !important;line-height:0 !important;}.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoFormCol .mktoFieldWrap input[type=email],.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoFormCol .mktoFieldWrap select{min-width:289px;width:100% !important;max-width:350px !important;margin-top:4px;}.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoFormCol .mktoFieldWrap .mktoError{position:absolute !important;padding-bottom:unset;bottom:-52px !important;width:max-content;z-index:99 !important;}.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoFormCol .mktoFieldWrap .mktoError .mktoErrorArrowWrap{display:block;}.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoFormCol .mktoFieldWrap .mktoError 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auto;text-align:left;text-indent:-1.5rem;}.serverless-pricing-table .list li{font-weight:normal;margin-bottom:0.75rem;}.serverless-pricing-table .list li:before{content:"✓";position:relative;top:-2px;left:0;display:inline-block;background-color:var(--bullet-color,black);border-radius:50%;border-style:none;height:16px;width:16px;font-size:0.75rem;line-height:normal;color:#fff;padding-top:0;padding-left:3px;margin-right:0.5rem;text-indent:0;}.mobile-container{border-top:1px solid var(--color-dark-gray);margin:2rem 0 0;padding:1rem 0 0;}@media (min-width:767px){.mobile-container{display:none;visibility:hidden;}}.mobile-container__item{margin:1rem 0;}.mobile-container .topic-heading{padding-bottom:0.25rem;}.mobile-container__price-heading{font-weight:normal;}.mobile-container__price{font-weight:700;}.card-content--stretch .card-content__includes{min-height:373px;}.feature .pricing{margin:0 0 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control</p></a><a class="NavSection_nav-section-cta__GtqtQ" href="https://cloud.elastic.co/registration?pg=global&amp;plcmt=nav&amp;cta=205352-hosted" data-location="top-nav">Start free trial</a></li><li class="NavSection_nav-section-card__B5R3D"><a href="/downloads/elasticsearch?pg=global&amp;plcmt=nav&amp;cta=205352-title" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">Self-managed Elasticsearch</h6><p class="NavSection_nav-section-description__BJJEx">Run locally, via Kubernetes, or your own orchestration</p></a><a class="NavSection_nav-section-cta__GtqtQ" href="/downloads/elasticsearch?pg=global&amp;plcmt=nav&amp;cta=205352" data-location="top-nav">Download</a></li></ul></div></div></li><li><button id="radix-:R6kkl6:-trigger-Solutions" data-state="closed" aria-expanded="false" aria-controls="radix-:R6kkl6:-content-Solutions" class="NavDropdown_nav-dropdown-trigger__VzR18" data-location="top-nav" data-nav-trigger-value="Solutions" data-radix-collection-item=""><span>Solutions</span><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" data-slot="icon"><path fill-rule="evenodd" d="M4.22 6.22a.75.75 0 0 1 1.06 0L8 8.94l2.72-2.72a.75.75 0 1 1 1.06 1.06l-3.25 3.25a.75.75 0 0 1-1.06 0L4.22 7.28a.75.75 0 0 1 0-1.06Z" clip-rule="evenodd"></path></svg></button><div id="radix-:R6kkl6:-content-Solutions" aria-labelledby="radix-:R6kkl6:-trigger-Solutions" data-orientation="horizontal" data-state="closed" class="NavDropdown_nav-dropdown-solutions__0VdN4 nav-dropdown-container" style="pointer-events:none" dir="ltr"><div class="NavSection_nav-section__xqslV NavSection_nav-section-fixed-link__Fm4sR"><h5 class="NavSection_nav-section-title__sxDjV">Search</h5><ul class="NavSection_nav-section-cards__c0XRx"><li><a href="/enterprise-search/ecommerce" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">Ecommerce search</h6><p class="NavSection_nav-section-description__BJJEx">Improve customers&#x27; search experience and drive conversion</p></a></li><li><a href="/enterprise-search/customer-support" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">Customer support search</h6><p class="NavSection_nav-section-description__BJJEx">Help customers find support information quickly and easily</p></a></li><li><a href="/enterprise-search/site-search" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">Search-driven apps</h6><p class="NavSection_nav-section-description__BJJEx">Create engaging apps quickly and easily with Elasticsearch</p></a></li></ul><a class="NavSection_nav-section-link__bzBqb" href="/enterprise-search" data-location="top-nav" data-radix-collection-item="">Overview</a></div><div class="NavSection_nav-section__xqslV NavSection_nav-section-fixed-link__Fm4sR"><h5 class="NavSection_nav-section-title__sxDjV">Observability</h5><ul class="NavSection_nav-section-cards__c0XRx NavSection_nav-section-cards-twin-column__xh7r9"><li><a href="/observability/log-monitoring" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">Log analytics</h6><p class="NavSection_nav-section-description__BJJEx">Centralize and analyze logs using Search AI to detect, investigate, and remediate incidents</p></a></li><li><a href="/observability/infrastructure-monitoring" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">Infrastructure monitoring</h6><p class="NavSection_nav-section-description__BJJEx">Monitor, visualize, and analyze the health of your on-premises and cloud infrastructure</p></a></li><li><a href="/observability/digital-experience-monitoring" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">Digital experience monitoring</h6><p class="NavSection_nav-section-description__BJJEx">Improve users&#x27; experience with real user monitoring (RUM), synthetic testing, and uptime monitoring</p></a></li><li><a href="/observability/application-performance-monitoring" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">App performance monitoring</h6><p class="NavSection_nav-section-description__BJJEx">Monitor, visualize, and analyze the performance and availability of your applications</p></a></li><li><a href="/observability/aiops" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">AIOps</h6><p class="NavSection_nav-section-description__BJJEx">Automatically detect, diagnose, and resolve issues faster with GenAl and ML</p></a></li><li><a href="/observability/llm-monitoring" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">LLM observability</h6><p class="NavSection_nav-section-description__BJJEx">Monitor and optimize LLM performance, cost, safety, and reliability</p></a></li></ul><a class="NavSection_nav-section-link__bzBqb" href="/observability" data-location="top-nav" data-radix-collection-item="">Overview</a></div><div class="NavSection_nav-section__xqslV NavSection_nav-section-fixed-link__Fm4sR"><h5 class="NavSection_nav-section-title__sxDjV">Security</h5><ul class="NavSection_nav-section-cards__c0XRx NavSection_nav-section-cards-twin-column__xh7r9"><li><a href="/security/siem" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">Next-gen SIEM</h6><p class="NavSection_nav-section-description__BJJEx">Detect, investigate, and respond to evolving threats with Al-driven security analytics</p></a></li><li><a href="/security/soar" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">Agentic SOAR</h6><p class="NavSection_nav-section-description__BJJEx">Automate alert triage, enrichment, and response natively with Elastic Workflows, no separate SOAR required</p></a></li><li><a href="/security/xdr" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">XDR and endpoint security</h6><p class="NavSection_nav-section-description__BJJEx">Secure your endpoints, clouds, and containers with AI-driven insights</p></a></li><li><a href="/security/ai" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">AI for security</h6><p class="NavSection_nav-section-description__BJJEx">Automate your triage, investigation, and response workflows with Search AI</p></a></li></ul><a class="NavSection_nav-section-link__bzBqb" href="/security" data-location="top-nav" data-radix-collection-item="">Overview</a></div></div></li><li><button id="radix-:R6kkl6:-trigger-Enterprise" data-state="closed" aria-expanded="false" aria-controls="radix-:R6kkl6:-content-Enterprise" class="NavDropdown_nav-dropdown-trigger__VzR18" data-location="top-nav" data-nav-trigger-value="Enterprise" data-radix-collection-item=""><span>Enterprise</span><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" data-slot="icon"><path fill-rule="evenodd" d="M4.22 6.22a.75.75 0 0 1 1.06 0L8 8.94l2.72-2.72a.75.75 0 1 1 1.06 1.06l-3.25 3.25a.75.75 0 0 1-1.06 0L4.22 7.28a.75.75 0 0 1 0-1.06Z" clip-rule="evenodd"></path></svg></button><div id="radix-:R6kkl6:-content-Enterprise" aria-labelledby="radix-:R6kkl6:-trigger-Enterprise" data-orientation="horizontal" data-state="closed" class="NavDropdown_nav-dropdown-company__F2vop nav-dropdown-container" style="pointer-events:none" dir="ltr"><div class="NavSection_nav-section__xqslV"><h5 class="NavSection_nav-section-title__sxDjV">Why Elastic?</h5><ul class="NavSection_nav-section-cards__c0XRx"><li><a href="/search-ai?plcmt=nav&amp;cta=205352" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">10x your data&#x27;s value</h6><p class="NavSection_nav-section-description__BJJEx">Learn how you can tap into your underutilized data with Search AI</p></a></li></ul><a class="NavSection_nav-section-link__bzBqb" href="/what-is" data-location="top-nav" data-radix-collection-item="">Knowledge Hub</a></div><div class="NavSection_nav-section__xqslV"><h5 class="NavSection_nav-section-title__sxDjV">Industry</h5><a class="NavSection_nav-section-link__bzBqb" href="/industries/financial-services" data-location="top-nav" data-radix-collection-item="">Financial services</a><a class="NavSection_nav-section-link__bzBqb" href="/industries/manufacturing" data-location="top-nav" data-radix-collection-item="">Manufacturing</a><a class="NavSection_nav-section-link__bzBqb" href="/industries/public-sector" data-location="top-nav" data-radix-collection-item="">Public sector</a><a class="NavSection_nav-section-link__bzBqb" href="/industries/retail-ecommerce" data-location="top-nav" data-radix-collection-item="">Retail</a><a class="NavSection_nav-section-link__bzBqb" href="/industries/telecommunications" data-location="top-nav" data-radix-collection-item="">Telecommunications</a><a class="NavSection_nav-section-link__bzBqb" href="/industries" data-location="top-nav" data-radix-collection-item="">View all industries</a></div><div class="NavSection_nav-section__xqslV"><h5 class="NavSection_nav-section-title__sxDjV">Better together</h5><ul class="NavSection_nav-section-cards__c0XRx"><li><a href="/partners/cloud-marketplace" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">Cloud providers</h6><p class="NavSection_nav-section-description__BJJEx">Deploy with your favorite cloud marketplace: AWS, Azure, or Google Cloud</p></a></li><li><a href="/partners/ai-ecosystem" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">Elastic AI Ecosystem</h6><p class="NavSection_nav-section-description__BJJEx">Use Elastic with built-in integrations with leading Al technology providers</p></a></li><li><a href="/partners" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">Search AI Partner Program</h6><p class="NavSection_nav-section-description__BJJEx">Partner with Elastic so we can find the answers, together</p></a></li></ul></div><div class="NavSection_nav-section__xqslV"><h5 class="NavSection_nav-section-title__sxDjV">Accolades</h5><ul class="NavSection_nav-section-cards__c0XRx NavSection_nav-section-cards-twin-column__xh7r9"><li><a href="/resources/security/av-comparatives-business-security-test" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">AV-Comparatives</h6><p class="NavSection_nav-section-description__BJJEx">Elastic successfully blocks 100% of malware encountered in AV-Comparatives testing</p></a></li><li><a href="/resources/security/report/forrester-xdr-wave" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">Forrester Wave™ XDR</h6><p class="NavSection_nav-section-description__BJJEx">Strong Performer in The Forrester Wave™: XDR Platforms, Q2 2026</p></a></li><li><a href="/resources/observability/analyst-report/gartner-magic-quadrant-observability-platforms?plcmt=en-nav&amp;cta=261204" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">Gartner Magic Quadrant Leader</h6><p class="NavSection_nav-section-description__BJJEx">A Leader in 2026 Gartner® Magic Quadrant™ for Observability Platforms</p></a></li><li><a href="/resources/security/report/idc-analyst-siem-marketspace-report" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h6 class="NavSection_nav-section-subtitle__fMMCy">IDC MarketScape</h6><p class="NavSection_nav-section-description__BJJEx">Leader in the 2026 SIEM Assessment</p></a></li></ul></div><div class="NavSection_nav-section__xqslV"><div><h5 class="NavSection_nav-section-title__sxDjV">Customers</h5><a href="/customers" data-location="top-nav">View all customers stories</a></div><div><div class="NavSection_nav-section-customer__rNJOr"><img alt="logo for Docusign" src="https://elastic-global-nav-assets.s3.us-west-2.amazonaws.com/logo-docusign.svg"/></div><div class="NavSection_nav-section-cards__c0XRx"><a href="/customers/docusign" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h3 class="NavSection_nav-section-subheading__EqBEg">Search</h3><p class="NavSection_nav-section-description__BJJEx">Docusign powers millions of e-signature searches daily with Elasticsearch</p></a></div></div><div><div class="NavSection_nav-section-customer__rNJOr"><img alt="logo for UOL" src="https://elastic-global-nav-assets.s3.us-west-2.amazonaws.com/logo-uol.svg"/></div><div class="NavSection_nav-section-cards__c0XRx"><a href="/customers/uol" class="NavSection_nav-section-card__B5R3D" data-location="top-nav"><h3 class="NavSection_nav-section-subheading__EqBEg">Security</h3><p class="NavSection_nav-section-description__BJJEx">UOL slashes incident resolution time by 80% with Elastic Security</p></a></div></div><div><div class="NavSection_nav-section-customer__rNJOr"><img alt="logo for PepsiCo" src="https://elastic-global-nav-assets.s3.us-west-2.amazonaws.com/logo-pepsico.svg"/></div><div class="NavSection_nav-section-cards__c0XRx"><a href="/customers/pepsico" 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Elastic’s CEO Ash Kulkarni will be appearing at stops across the tour, opening keynotes with a candid conversation about why your data has never been more valuable.</p></div><div class="layout layout-01"></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/dan-courcy">Dan Courcy</a></div></div></div></div></div><div class="jsx-3587641865 col-md-6 column-spacing"><div class="jsx-3587641865 header-section"><div class="jsx-3587641865 title"><div class="title-wrapper"><h4 class="" id="top-stories">Top stories</h4></div></div></div><div class="jsx-3587641865 right-column"><div class="jsx-3587641865 molecule-wrapper"><div class="layout layout-03"></div><div class="jsx-3650727419 editorial-molecule default"><div class="jsx-3650727419 molecule d-md-flex reverse-layout"><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><a class="stretched-link" href="/blog/elasticon-mumbai-2026"></a><div class="title-wrapper"><h6 class="" id="forging-indias-digital-future-elastic{on}-comes-to-mumbai">Forging India&#x27;s Digital Future: Elastic{ON} Comes to Mumbai</h6></div></div></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/atul-ahuja">Atul Ahuja</a></div></div></div><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/elasticon-mumbai-2026"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blteb5734b59f6dab13/6a8de836b74e9d0b7244a84e/web-elasticon-event-thumbnail.png" alt="" class="jsx-3650727419 img-fluid"/></a></div></div></div></div><div class="jsx-3587641865 molecule-wrapper"><div class="layout layout-03"></div><div class="jsx-3650727419 editorial-molecule default"><div class="jsx-3650727419 molecule d-md-flex reverse-layout"><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><a class="stretched-link" href="/blog/elastic-openai-partnership"></a><div class="title-wrapper"><h6 class="" id="elastic-and-openai-collaborate-to-bring-frontier-intelligence-to-unstructured-enterprise-data">Elastic and OpenAI collaborate to bring frontier intelligence to unstructured enterprise data</h6></div></div></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/gregory-tademoto">Gregory Tademoto</a><a href="/blog/author/hemant-malik">Hemant Malik</a></div></div></div><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/elastic-openai-partnership"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt91d3f9b077793afb/6a6b32848b9d524c2c1f3ab7/partners-OpenAI_(1)_(1).png" alt="" class="jsx-3650727419 img-fluid"/></a></div></div></div></div><div class="jsx-3587641865 molecule-wrapper"><div class="layout layout-03"></div><div class="jsx-3650727419 editorial-molecule default"><div class="jsx-3650727419 molecule d-md-flex reverse-layout"><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><a class="stretched-link" href="/blog/elastic-nvidia-inaugural-partner-osaia"></a><div class="title-wrapper"><h6 class="" id="elastic-joins-nvidia-and-industry-leaders-as-inaugural-member-of-the-open-secure-ai-alliance-for-ai-safety-and-security">Elastic joins NVIDIA and industry leaders as inaugural member of the Open Secure AI Alliance for AI safety and security</h6></div></div></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/brian-bergholm">Brian Bergholm</a><a href="/blog/author/rachael-wade">Rachael Wade</a></div></div></div><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/elastic-nvidia-inaugural-partner-osaia"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt7e4753993d9dd51b/6a67136675300abfb4e1d011/elastic-white-background.png" alt="" class="jsx-3650727419 img-fluid"/></a></div></div></div></div><div class="jsx-3587641865 molecule-wrapper"><div class="layout layout-03"></div><div class="jsx-3650727419 editorial-molecule default"><div class="jsx-3650727419 molecule d-md-flex reverse-layout"><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><a class="stretched-link" href="/blog/whats-new-elastic-9-5-0"></a><div class="title-wrapper"><h6 class="" id="elastic-9.5-columnar-vectordb-index-mode-and-auto-calibration-and-ai-driven-alert-triage">Elastic 9.5: Columnar, VectorDB index mode &amp; auto-calibration, and AI-driven alert triage</h6></div></div></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/sarah-leslie">Sarah Leslie</a></div></div></div><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/whats-new-elastic-9-5-0"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt06b80eb6b39592e6/6a68e60caacc0d215b0b13f9/9.5-blog.png" alt="" class="jsx-3650727419 img-fluid"/></a></div></div></div></div></div></div></div></div></div><section id="solutions" aria-labelledby="Solutions" class="jsx-511848689 gallery-thumbnail-category"><div class="layout layout-06"></div><div class="jsx-3131220481 editorial-heading"><div class="jsx-3131220481 editorial-heading-section pb-2 d-flex flex-row align-items-center justify-content-between"><div class="title-wrapper"><h2 class="h4" id="solutions">Solutions</h2></div><a class="button btn-tertiary" href="/blog/category/solutions"><span class="jsx-1695224489 btn-copy">See all in solutions</span><svg class="icon-embed" width="27" height="15" aria-hidden="true"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div><div class="jsx-511848689 row mt-8"><div class="jsx-511848689 col-md d-flex"><div class="jsx-374976425 blog-ghost-card card"><a class="stretched-link card-link" href="/blog/context-engineering-agentic-ai"></a><div class="jsx-374976425 card-header"><div class="jsx-374976425 card-icon-heading mb-4"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/bltfd50cc17d6fa3667/601002db96de49101cfb4c30/enterprise-search-logo-color-32px.svg" alt="enterprise-search-logo-color-32px.svg" class="jsx-374976425"/><h2 class="topic-heading pb-0">Search</h2></div><div class="jsx-374976425 vid-url"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt6f0dcbf444da0368/6a84581a06e3dd7205fe2323/idc-foundry-blog.jpg" alt="Videos" class="jsx-374976425 img-fluid video-thumb"/></div></div><div class="jsx-374976425 card-body mt-6"><a class="stretched-link card-link h4 pb-0" href="/blog/context-engineering-agentic-ai"></a><div class="title-wrapper"><h4 class="h6" id="from-retrieval-to-agents-5-takeaways-on-production-architecture-for-ai-agents">From retrieval to agents: 5 takeaways on production architecture for AI agents</h4></div><p class="jsx-374976425 paragraph-medium">As enterprises transition from search-driven experiences to agentic AI, requirements are shifting. Learn how context engineering and retrieval layers are now more critical for building trustworthy, production-ready AI agents. </p></div><div class="jsx-374976425 card-footer mt-4"><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/sri-desikan">Sri Desikan</a></div></div></div></div></div><div class="jsx-511848689 col-md d-flex"><div class="jsx-374976425 blog-ghost-card card"><a class="stretched-link card-link" href="/blog/security-attack-hiding-in-observability-data"></a><div class="jsx-374976425 card-header"><div class="jsx-374976425 card-icon-heading mb-4"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blta89419c24b753828/60f531ff3f40e5481e85a752/observability-color.svg" alt="observability-color.svg" class="jsx-374976425"/><h2 class="topic-heading pb-0">Observability</h2></div><div class="jsx-374976425 vid-url"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt3d34bd589a40f2bd/6a99844dd29b4e29381d864e/kevin-horvat-Pyjp2zmxuLk-unsplash.jpg" alt="Videos" class="jsx-374976425 img-fluid video-thumb"/></div></div><div class="jsx-374976425 card-body mt-6"><a class="stretched-link card-link h4 pb-0" href="/blog/security-attack-hiding-in-observability-data"></a><div class="title-wrapper"><h4 class="h6" id="the-security-attack-that-hid-inside-your-observability-data">The security attack that hid inside your observability data</h4></div><p class="jsx-374976425 paragraph-medium">Your ops team sees a CPU spike. Your security team sees nothing. The cryptominer runs for six hours. Avoid duplication of cost and time and see how a unified observability and security platform with grounded AI closes the gap.</p></div><div class="jsx-374976425 card-footer mt-4"><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/roberto-arico">Roberto Arico</a></div></div></div></div></div><div class="jsx-511848689 col-md d-flex"><div class="jsx-374976425 blog-ghost-card card"><a class="stretched-link card-link" href="/blog/defending-against-ai-fueled-social-engineering"></a><div class="jsx-374976425 card-header"><div class="jsx-374976425 card-icon-heading mb-4"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blte046ae7d78156afb/601081790839e910126d7653/security-logo-color-32px.svg" alt="security-logo-color-32px.svg" class="jsx-374976425"/><h2 class="topic-heading pb-0">Security</h2></div><div class="jsx-374976425 vid-url"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blta106b56a59898f4c/6a95e111ecbe18e3881e2014/levi-loot-1l0dOhOPeyQ-unsplash.jpg" alt="Videos" class="jsx-374976425 img-fluid video-thumb"/></div></div><div class="jsx-374976425 card-body mt-6"><a class="stretched-link card-link h4 pb-0" href="/blog/defending-against-ai-fueled-social-engineering"></a><div class="title-wrapper"><h4 class="h6" id="defending-against-ai-fueled-social-engineering">Defending against AI-fueled social engineering</h4></div><p class="jsx-374976425 paragraph-medium">AI is supercharging social engineering. Learn how SOC teams can detect deepfakes, spear phishing, and smishing before they cause real damage.</p></div><div class="jsx-374976425 card-footer mt-4"><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/joe-defever">Joe DeFever</a></div></div></div></div></div></div></section><div class="layout layout-06"></div><section aria-labelledby="find-information-gain-insights-fast" class="Banner_banner__jid0L container" data-component-theme="light"><div class="Banner_layoutColumnTwo__yCQ7m Banner_layoutColumnTwoOneCta__063Tk border-radius-medium bg-white border-2px-gray" data-component-theme="light"><div class="Banner_content__EKH5J"><div class="Banner_copy__M56tO"><div class="title-wrapper"><h4 class="h5" id="find-information-gain-insights-fast">Find information, gain insights fast</h4></div><div class="paragraph-medium"><p>Try Elastic Cloud for free for 14 days - no credit card required.</p></div></div><div class="Banner_cta__ytjvZ"><a class="button btn-secondary" href="https://cloud.elastic.co" aria-label="Start free trial - Find information, gain insights fast"><span class="jsx-1695224489 btn-copy">Start free trial</span></a></div></div></div></section><div class="layout layout-06"></div><section aria-labelledby="Elastic Stack + Cloud" class="jsx-2879358767 gallery-thumbnail type-undefined"><div class="jsx-3131220481 editorial-heading"><div class="jsx-3131220481 editorial-heading-section pb-2 d-flex flex-row align-items-center justify-content-between"><div class="title-wrapper"><h2 class="h4" id="elastic-stack-cloud">Elastic Stack + Cloud</h2></div><a class="button btn-tertiary" href="/blog/category/stack-cloud"><span class="jsx-1695224489 btn-copy">See all in Elastic Stack + Cloud</span><svg class="icon-embed" width="27" height="15" aria-hidden="true"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div><div class="jsx-2879358767 row"><div class="jsx-2879358767 col-lg-6 mt-8"><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/smart-city-it-ot-data-convergence-security"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt1205b85411e3989b/6a8f2b3a0a3bbe4d6959dd07/pedro-lastra-Nyvq2juw4_o-unsplash.jpg" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="how-can-agencies-unify-smart-city-data-to-improve-public-services">How can agencies unify smart city data to improve public services?</h3></div><a class="stretched-link" href="/blog/smart-city-it-ot-data-convergence-security"></a></div><p class="jsx-3650727419 paragraph-medium">Learn how can smart cities unify operational data, improve visibility, detect anomalies, and secure connected infrastructure.</p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/brixton-pizzuti">Brixton Pizzuti</a></div></div></div></div></div></div><div class="jsx-2879358767 col-lg-6 mt-8"><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/azure-private-link-elastic-cloud-serverless"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blta15262f936172268/6a714ea20c5aa94fbdf8672a/azure-privatelink.png" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="azure-private-link-for-elastic-cloud-serverless-is-now-generally-available">Azure Private Link for Elastic Cloud Serverless is now generally available</h3></div><a class="stretched-link" href="/blog/azure-private-link-elastic-cloud-serverless"></a></div><p class="jsx-3650727419 paragraph-medium">Azure Private Link for Elastic Cloud Serverless is generally available. Your traffic stays inside Azure&#x27;s private backbone — no public internet exposure required.</p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/alex-chalkias">Alex Chalkias</a><a href="/blog/author/jordi-mon-companys">Jordi Mon Companys</a></div></div></div></div></div></div><div class="jsx-2879358767 col-lg-6 mt-8"><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/elastic-cloud-now-available-madrid-tokyo-sweden-sao-paulo"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/bltf72c6b638b40d122/6a678277b08d724f54bb7c90/Blog_image_Elastic_Cloud_Serverless_Region_Expansion_V1_(1).png" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="elastic-cloud-serverless-ongoing-multicontinent-expansion">Elastic Cloud Serverless: Ongoing multicontinent expansion</h3></div><a class="stretched-link" href="/blog/elastic-cloud-now-available-madrid-tokyo-sweden-sao-paulo"></a></div><p class="jsx-3650727419 paragraph-medium">Elastic announces the availability of Elastic Cloud Serverless in two additional Azure regions and two additional Google Cloud regions. Elastic meets customers where their data is — all around the globe.</p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/brian-bergholm">Brian Bergholm</a></div></div></div></div></div></div><div class="jsx-2879358767 col-lg-6 mt-8"><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/elastic-security-migration-with-underdefense"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blta416df1cbcf21634/6a3aea7243be6af15dc5f829/underdefense-partner-blog_(1).png" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="how-migrating-to-elastic-security-helped-a-digital-safety-software-company-cut-incidents-by-85%-with-underdefense">How migrating to Elastic Security helped a digital safety software company cut incidents by 85% with UnderDefense</h3></div><a class="stretched-link" href="/blog/elastic-security-migration-with-underdefense"></a></div><p class="jsx-3650727419 paragraph-medium">UnderDefense, an Elastic partner, migrated a two-person security team from a noisy legacy QRadar to Elastic Security on AWS, cutting incident volume 85%, reducing MTTR 61%, and delivering audit-ready retention with 25 purpose-built dashboards.</p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/emily-chioconi">Emily Chioconi</a></div></div></div></div></div></div></div></section><div class="layout layout-06"></div><section aria-labelledby="News" class="jsx-2372332131 gallery-thumbnail-sidebar"><div class="jsx-2372332131 row"><div class="jsx-2372332131 col-lg-8 order-md-1 order-2 listing-wrapper"><div class="jsx-3131220481 editorial-heading"><div class="jsx-3131220481 editorial-heading-section pb-2 d-flex flex-row align-items-center justify-content-between"><div class="title-wrapper"><h2 class="h4" id="news">News</h2></div><a class="button btn-tertiary" href="/blog/category/company-news"><span class="jsx-1695224489 btn-copy">See all in company news</span><svg class="icon-embed" width="27" height="15" aria-hidden="true"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div><div class="layout layout-05"></div><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/devrel-newsletter-august-2026"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/bltc83b061cbcc253e2/6a7e1d7c89eb5cd090ab512d/Blog_Header_Templates_(3).png" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="elastic-community-newsletter-—-august-2026">Elastic community newsletter — August 2026</h3></div><a class="stretched-link" href="/blog/devrel-newsletter-august-2026"></a></div><p class="jsx-3650727419 paragraph-medium">In this newsletter, we cover version 9.5 of Elasticsearch, the latest blogs and videos, and upcoming events.</p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/elastic-devrel-team">Elastic DevRel team</a></div></div></div></div></div><div class="layout layout-05"></div><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/elastic-deductive-ai"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt24bb9f76ca333e02/6a5fd73108c1744e665ad40c/blog-1.png" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="elastic-and-deductive-ai-join-forces-to-accelerate-agentic-incident-investigation-for-engineering-teams">Elastic and Deductive AI join forces to accelerate agentic incident investigation for engineering teams</h3></div><a class="stretched-link" href="/blog/elastic-deductive-ai"></a></div><p class="jsx-3650727419 paragraph-medium">Today, Elastic announced that it has entered into an agreement to acquire Deductive AI, an AI-powered investigation platform that helps engineering teams identify and resolve production issues faster.</p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/baha-azarmi">Baha Azarmi</a></div></div></div></div></div><div class="layout layout-05"></div><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/aws-ai-security-distinction"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/bltc74c0126da02d256/6a58361610be6869dde84d3d/aws-ai-distinction-blog.jpg" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="elastic-achieves-the-aws-ai-security-distinction-securing-ai-specific-risks">Elastic achieves the AWS AI Security Distinction, securing AI-specific risks</h3></div><a class="stretched-link" href="/blog/aws-ai-security-distinction"></a></div><p class="jsx-3650727419 paragraph-medium">Elastic has achieved the AWS AI Security Distinction, awarded to partners with tech depth and real customer outcomes in AI and security. Elastic Security includes an AI agent, Elastic Workflows, LLM security detections, and agentic SOC capabilities.</p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/udayasimha-theepireddy">Udayasimha Theepireddy</a><a href="/blog/author/brian-bergholm">Brian Bergholm</a></div></div></div></div></div></div><div class="jsx-2372332131 col-lg-4 order-md-2 order-1"><div class="jsx-2186316539 sidebar-listing"><div class="jsx-2186316539 sidebar shadow-light p-6"><div class="jsx-2186316539 sidebar-header mb-6"><div class="title-wrapper"><h2 class="h4" id="releases">Releases</h2></div></div><div class="jsx-2186316539 content-wrapper"><div class="jsx-2186316539 title position-relative"><a class="stretched-link" href="/blog/elastic-stack-9-5-3-released"><div class="title-wrapper"><h6 class="text-elastic-blue" id="elastic-stack-9.5.3-released">Elastic Stack 9.5.3 released </h6></div></a></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/vincent-deuschle">Vincent Deuschle</a></div></div><div class="jsx-2186316539 publish-date"><time dateTime="1788393600000">September 3, 2026</time></div></div><div class="jsx-2186316539 content-wrapper"><div class="jsx-2186316539 title position-relative"><a class="stretched-link" href="/blog/elastic-stack-8-19-21-released"><div class="title-wrapper"><h6 class="text-elastic-blue" id="elastic-stack-8.19.21-released">Elastic Stack 8.19.21 released</h6></div></a></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/julien-mailleret">Julien Mailleret</a></div></div><div class="jsx-2186316539 publish-date"><time dateTime="1788307200000">September 2, 2026</time></div></div><div class="jsx-2186316539 content-wrapper"><div class="jsx-2186316539 title position-relative"><a class="stretched-link" href="/blog/elastic-stack-9-4-6-released"><div class="title-wrapper"><h6 class="text-elastic-blue" id="elastic-stack-9.4.6-released">Elastic Stack 9.4.6 released</h6></div></a></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/julien-mailleret">Julien Mailleret</a></div></div><div class="jsx-2186316539 publish-date"><time dateTime="1788307200000">September 2, 2026</time></div></div><div class="jsx-2186316539 content-wrapper"><div class="jsx-2186316539 title position-relative"><a class="stretched-link" href="/blog/elastic-stack-9-5-2-released"><div class="title-wrapper"><h6 class="text-elastic-blue" id="elastic-stack-9.5.2-released">Elastic Stack 9.5.2 released </h6></div></a></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/navya-uppalapati">Navya Uppalapati</a></div></div><div class="jsx-2186316539 publish-date"><time dateTime="1787184000000">August 20, 2026</time></div></div><div class="jsx-2186316539 content-wrapper"><div class="jsx-2186316539 title position-relative"><a class="stretched-link" href="/blog/elastic-stack-8-19-20-released"><div class="title-wrapper"><h6 class="text-elastic-blue" id="elastic-stack-8.19.20-released">Elastic Stack 8.19.20 released</h6></div></a></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/navya-uppalapati">Navya Uppalapati</a></div></div><div class="jsx-2186316539 publish-date"><time dateTime="1786406400000">August 11, 2026</time></div></div><a class="button btn-tertiary" href="/blog/category/releases"><span class="jsx-1695224489 btn-copy">See all in releases</span><svg class="icon-embed" width="27" height="15" aria-hidden="true"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></div></section><div class="layout layout-06"></div><section aria-labelledby="Customers" class="jsx-2879358767 gallery-thumbnail type-undefined"><div class="jsx-3131220481 editorial-heading"><div class="jsx-3131220481 editorial-heading-section pb-2 d-flex flex-row align-items-center justify-content-between"><div class="title-wrapper"><h2 class="h4" id="customers">Customers</h2></div><a class="button btn-tertiary" href="/blog/category/customers"><span class="jsx-1695224489 btn-copy">See all in customers</span><svg class="icon-embed" width="27" height="15" aria-hidden="true"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div><div class="jsx-2879358767 row"><div class="jsx-2879358767 col-lg-6 mt-8"><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/the-search-multiplier"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blta2b6d0b4202545c1/6a8706babed19d9473af9d00/towfiqu-barbhuiya-nApaSgkzaxg-unsplash.jpg" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="the-search-multiplier-driving-revenue-productivity-and-ai-at-scale">The search multiplier: Driving revenue, productivity, and AI at scale</h3></div><a class="stretched-link" href="/blog/the-search-multiplier"></a></div><p class="jsx-3650727419 paragraph-medium">An independent IDC study found organizations deploying the Elasticsearch Platform for enterprise search and agentic AI deliver AI products faster, drive higher revenue, boost productivity, and strengthen operational resilience across the business.</p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/nicole-volk">Nicole Volk</a></div></div></div></div></div></div><div class="jsx-2879358767 col-lg-6 mt-8"><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/liveperson-observability"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt47aebed2068f2022/6a1f215838ecc5c4cfe3e9cf/Elastic_Observability_-_Image_2.2.png" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="how-liveperson-optimized-logstash-and-kafka-performance-on-google-cloud-through-benchmarking">How LivePerson optimized Logstash and Kafka performance on Google Cloud through benchmarking</h3></div><a class="stretched-link" href="/blog/liveperson-observability"></a></div><p class="jsx-3650727419 paragraph-medium">LivePerson found that benchmarking Google Cloud machine types cut Logstash costs by over half using AMD Milan instances, while Kafka compression codec selection significantly boosted throughput. </p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/emily-chioconi">Emily Chioconi</a><a href="/blog/author/kiril-karamanolev">Kiril Karamanolev</a></div></div></div></div></div></div><div class="jsx-2879358767 col-lg-6 mt-8"><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/ai-index-report-insights-2026"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt5df4af6669051200/6a0db926c9bda14c59ca0299/photo-1480944657103-7fed22359e1d.avif" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="stanfords-ai-index-report-2026-meets-the-security-reality-in-financial-services">Stanford’s AI Index Report 2026 meets the security reality in financial services</h3></div><a class="stretched-link" href="/blog/ai-index-report-insights-2026"></a></div><p class="jsx-3650727419 paragraph-medium">AI is becoming core to financial services. But as adoption scales, so does risk. Without secure, real-time data, strong governance, and cyber resilience, AI can amplify threats as quickly as it drives innovation.</p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/karen-mcdermott">Karen Mcdermott</a></div></div></div></div></div></div><div class="jsx-2879358767 col-lg-6 mt-8"><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/unihack-2026"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt3372178bb75f8832/69c16cd4d2164c4776658001/UNIHACK-blog_(1)_(1).png" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="the-future-of-tech-is-here-reflecting-on-unihack-2026">The future of tech is here: Reflecting on UNIHACK 2026</h3></div><a class="stretched-link" href="/blog/unihack-2026"></a></div><p class="jsx-3650727419 paragraph-medium">Elastic sponsored UNIHACK 2026, where over 50 teams used Elasticsearch and vector databases to move beyond basic LLMs into professional AI workflows. Projects used hybrid search and geospatial data to deliver scalable solutions for complex problems.</p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/grant-dorahy">Grant Dorahy</a></div></div></div></div></div></div></div></section><div class="layout layout-06"></div><section aria-labelledby="Culture" class="jsx-2879358767 gallery-thumbnail type-undefined"><div class="jsx-3131220481 editorial-heading"><div class="jsx-3131220481 editorial-heading-section pb-2 d-flex flex-row align-items-center justify-content-between"><div class="title-wrapper"><h2 class="h4" id="culture">Culture</h2></div><a class="button btn-tertiary" href="/blog/category/culture"><span class="jsx-1695224489 btn-copy">See all in culture</span><svg class="icon-embed" width="27" height="15" aria-hidden="true"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div><div class="jsx-2879358767 row"><div class="jsx-2879358767 col-lg-6 mt-8"><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/ai-guidelines-interview-process"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/bltafe75c12a90c4563/6a58ed2442ffaa6a5dbecd9d/header-blog-Elastic’s-guide-to-AI-in-the-interview-process-Blog-r2_(1).png" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="elastics-guide-to-ai-in-the-interview-process">Elastic’s guide to AI in the interview process</h3></div><a class="stretched-link" href="/blog/ai-guidelines-interview-process"></a></div><p class="jsx-3650727419 paragraph-medium">As the Search AI Company, we understand the value of AI. We use it. We build with it. We believe in its power to augment human potential. But when you’re applying to join Elastic, we’re searching for you. </p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/elastic-culture">Elastic Culture</a></div></div></div></div></div></div><div class="jsx-2879358767 col-lg-6 mt-8"><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/onboarding-at-elastic"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt96dacecec4a58cc0/6a2853a4a4973e4fa445a318/x-school-image-new_(1).png" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="onboarding-at-elastic-what-to-expect">Onboarding at Elastic: What to expect</h3></div><a class="stretched-link" href="/blog/onboarding-at-elastic"></a></div><p class="jsx-3650727419 paragraph-medium">As a distributed company, we’re experts in remote onboarding. Learn how we onboard new hires at Elastic, and dive into X-School, our new hire orientation experience. </p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/elastic-culture">Elastic Culture</a></div></div></div></div></div></div><div class="jsx-2879358767 col-lg-6 mt-8"><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/culture-meet-our-7-ergs-who-are-building-communities-at-elastic"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/bltb9d5e53fd0242d26/6a285bac431e1803bcc4b298/ERGs-blog_(1).png" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="meet-elastics-ergs">Meet Elastic&#x27;s ERGs</h3></div><a class="stretched-link" href="/blog/culture-meet-our-7-ergs-who-are-building-communities-at-elastic"></a></div><p class="jsx-3650727419 paragraph-medium">Employee resource groups build a sense of community and belonging, provide an inclusive space for people with similar experiences, empower employees to share their voice, and amplify our DEI initiatives. Here’s a bit about each one.</p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/elastic-culture">Elastic Culture</a></div></div></div></div></div></div><div class="jsx-2879358767 col-lg-6 mt-8"><div class="jsx-3650727419 editorial-molecule medium"><div class="jsx-3650727419 molecule d-md-flex"><div class="jsx-3650727419 thumbnail"><a class="stretched-link" href="/blog/top-down-with-susan-chang"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/bltdbbd58cb60b196c7/69f24db85ab0e424f13bcbd3/image3.jpg" alt="" class="jsx-3650727419 img-fluid"/></a></div><div class="jsx-3650727419 title-link"><div class="jsx-3650727419 position-relative"><div class="jsx-3650727419 title"><div class="title-wrapper"><h3 class="h6" id="built-on-patterns-how-susan-changs-econometrics-roots-drive-machine-learning-for-security-and-her-minimalist-workspace">Built on patterns: How Susan Chang’s econometrics roots drive machine learning for security and her minimalist workspace</h3></div><a class="stretched-link" href="/blog/top-down-with-susan-chang"></a></div><p class="jsx-3650727419 paragraph-medium">How econometrics and machine learning come together to secure modern systems</p></div><div class="jsx-2544197701 blog-byline"><div class="jsx-2544197701">By</div><div class="jsx-2544197701 d-flex flex-wrap"><a href="/blog/author/elastic-culture">Elastic Culture</a></div></div></div></div></div></div></div></section></div><div class="layout layout-07"></div><section aria-labelledby="sign-up-for-elastic-cloud-free-trial" class="FooterCTA_footerCta__6hrIu" data-component-theme="color" id="footer-cta"><div class="FooterCTA_footerCtaWrapper__KK9fA py-9 container-border-radius-top bg-dark-ink" data-component-theme="dark"><div class="container"><div class="row"><div class="FooterCTA_titleTextSection__07Ht8 col-md-8 offset-md-2 text-center"><div class="title-wrapper"><h3 class="" id="sign-up-for-elastic-cloud-free-trial">Sign up for Elastic Cloud free trial</h3></div><div class="paragraph-medium"><p>Spin up a fully loaded deployment on the cloud provider you choose. 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Elastic 9.0/8.18 includes faster BBQ, Elastic Distributions of OTel (EDOT) and LLM observability, Attack Discovery, Automatic Import, and enhancements in ES|QL like JOIN.","author":["blt39dee51344f15656"],"category":["bltfaae4466058cc7d6"],"created_at":"2025-04-07T03:34:27.476Z","created_by":"blte369ea3bcd6ac892","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cse90546f886bb8e3a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eToday, we are pleased to announce the general availability of\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003eboth\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Elastic 9.0 and 8.18!\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIf you thought the 8.x stream of releases was impressive given features like\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/introducing-approximate-nearest-neighbor-search-in-elasticsearch-8-0\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eANN\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/time-series-data-elasticsearch-storage-wins\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eTSDB\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/guide/en/machine-learning/current/ml-nlp-elser.html\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eELSER\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/esql-elasticsearch-piped-query-language\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eES|QL\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-learning-to-rank-introduction\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLTR\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-search-8-16-0\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBBQ\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-logsdb-index-mode\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003elogsdb index mode\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, and more, just wait until you see what we have lined up for the 9.x series (starting today).\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.0, built on Lucene 10, marks a major upgrade for Elasticsearch, the Elasticsearch Platform, and its core solutions — Elastic Observability and Elastic Security. This release brings faster performance and greater efficiency thanks to\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/apache-lucene-10-release-highlights\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLucene 10’s built-in improvements\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, like better parallelism, smarter indexing, and hardware optimizations. These enhancements make a noticeable impact on resource optimizations and what Elastic 9.0 can do.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAnd for those of you who aren't ready to let go (of a good thing), we have some great news. We brought many of the new features from 9.0 into version 8.18. Features like Better Binary Quantization, Elastic Distributions of OpenTelemetry, and ES|QL LOOKUP JOIN are available in 8.18 today. Additionally, be sure to take advantage of Elastic Cloud Serverless — the fastest way to start and scale security, observability, and search solutions without managing infrastructure — which includes all the features below.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What’s new?","_metadata":{"uid":"cs0fbd3599c1753914"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLet’s dig in. The 9.0 and 8.18 releases include many high-impact capabilities across our portfolio:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eBetter Binary Quantization\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, now generally available, is 5x faster than OpenSearch.\u0026nbsp;\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Distributions of OpenTelemetry (EDOT)\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e is now generally available along with \u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eLLM observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e providing visibility into the performance, cost, safety, and reliability of GenAI-enabled applications.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAttack Discovery \u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eand\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e Automatic Import\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e are now generally available, advancing AI-driven security analytics.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWe made major enhancements in \u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElasticsearch Query Language (ES|QL) \u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003ethat add powerful functions to join data in real time, KQL filtering, and expanded semantic search with reduced memory.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead about the highlights by solution below.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elasticsearch","_metadata":{"uid":"cse3f3329f7425622f"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/enterprise-search\"\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e helps developers build AI-powered search experiences on the industry's most used vector database with out-of-the-box semantic search and generative AI capabilities.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eHighlights in 9.0/8.18:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA cutting edge quantization technique designed at Elastic that was first introduced in 8.16 as a technical preview, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eBetter Binary Quantization (BBQ)\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, is now generally available for large production workloads with an updated algorithm that provides even better performance and relevance gains.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe general availability of expanded open inference API capabilities allows users to utilize \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eJinaAI embeddings \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eand \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ereranking capabilities\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e in Elasticsearch.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFind more details in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-search-9-0-0\"\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch 9.0/8.18 highlights blog\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-bbq-vs-opensearch-faiss\"\u003e\u003cspan style='font-size: 12pt;'\u003eBBQ blog\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, or in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/guide/en/welcome-to-elastic/current/new.html\"\u003e\u003cspan style='font-size: 12pt;'\u003e9.0/8.18 release notes\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Observability ","_metadata":{"uid":"cs999486bf6f16d513"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/observability\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Observability\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e prevents outages with search-based relevance, no-compromise data retention, improved operational efficiency and cost, and an open and future-proofed investment.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eHighlights in 9.0/8.18:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic Distributions of OpenTelemetry (EDOT)\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e is now generally available (for 9.0 only), using OpenTelemetry-native schemas across all signals for enhanced correlation and analysis and enterprise-grade support without proprietary add-ons.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe general availability of \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLLM observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e provides comprehensive insights into LLM performance, errors, prompts, responses, usage and costs for models hosted in Amazon Bedrock (including Guardrails for Bedrock), Google Vertex AI, as well as Azure OpenAI and OpenAI.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFind more details in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-observability-9-0-0\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.0/8.18 Observability highlights blog\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e or in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/guide/en/welcome-to-elastic/current/new.html\"\u003e\u003cspan style='font-size: 12pt;'\u003e9.0/8.18 release notes\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Security ","_metadata":{"uid":"csfce52d85e1e0acad"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e future-proofs SecOps with AI-driven security analytics, accelerating threat detection, investigation, and response.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eHighlights in 9.0/8.18:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAttack Discovery \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eand\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e Automatic Import \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eare now generally available, empowering SecOps teams with AI-driven security analytics.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe technical preview of \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAutomatic Migration\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e for detection rules streamlines migration from legacy SIEMs by slashing the time and expertise needed to convert detection rules.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe general availability of \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ecustomizable prebuilt rules \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003emakes it easy to customize and maintain prebuilt detection rules, expediting detection engineering workflows and enabling greater use case coverage.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFind more details in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-security-9-0-0\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security 9.0/8.18 highlights blog\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e or in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/guide/en/welcome-to-elastic/current/new.html\"\u003e\u003cspan style='font-size: 12pt;'\u003e9.0/8.18 release notes\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The Elasticsearch Platform","_metadata":{"uid":"cscc726636dec78da0"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/products/\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe Elasticsearch Platform\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;combines the precision of search and the intelligence of AI. All users — regardless of use case — can benefit from core enhancements.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eHighlights in 9.0/8.18:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe technical preview of\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u003cstrong\u003eES|QL LOOKUP JOIN\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u0026nbsp;introduces a join capability in ES|QL that solves many data enrichment use cases common to security analysts and detection engineers who need to gain context from their security data.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe technical preview of\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u003cstrong\u003eKQL function in ES|QL\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u0026nbsp;allows users to employ the familiar KQL query language inside an ES|QL query. Users also benefit from scoring, Match, semantic search, and more.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eWith the expansion of Elastic open inference API capabilities now generally available, users can now utilize\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u003cstrong\u003eJinaAI embeddings\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u0026nbsp;and\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u003cstrong\u003ereranking capabilities\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u0026nbsp;in Elasticsearch.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFind more details in the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-platform-9-0-0\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElasticsearch Platform 9.0/8.18 highlights blog\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, in the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/esql-lookup-join-elasticsearch\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eES|QL JOIN blog\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, or in the\u003c/span\u003e\u003ca href=\"https://www.elastic.co/guide/en/welcome-to-elastic/current/new.html\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e9.0/8.18 release notes\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Start today","_metadata":{"uid":"cs00892b3b66038e3f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eReady to get started? Elastic 9.0/8.18 is\u003c/span\u003e\u003cspan style='color:rgb(52, 55, 65);font-size: 12pt;'\u003e \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/registration?elektra=whats-new-elastic-8-7-0-blog\"\u003e\u003cspan style='font-size: 12pt;'\u003enow available on Elastic Cloud\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e — the hosted Elasticsearch service that includes all of the new features in this latest release.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"","_metadata":{"uid":"csc14116fb367dc7e2"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, ESRE, Elasticsearch Relevance Engine and associated marks are trademarks, logos or registered trademarks of Elasticsearch N.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs61d3107e38705073"}}}],"publish_date":"2025-04-15","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic 9.0/8.18: BBQ, EDOT \u0026 LLM observability, Attack Discovery, Auto Import, and ES|QL JOIN","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":["blt4ce45bbfeeff0638"],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":["blt9f3033eaacd184dd","blt8a7a5ea52ac5d888","bltdeb5e512cabf0e10","blt6f00e40aaa5c6f0e","blt10eb11313dc454f1","blt569b48df66a9ba5d","blt38a6c014d6bd5ecb"],"thumbnail_image":{"uid":"blt88a7d7eff8d5daef","_version":1,"title":"combined-blog.png","created_by":"blte369ea3bcd6ac892","updated_by":"blte369ea3bcd6ac892","created_at":"2025-04-07T03:32:26.468Z","updated_at":"2025-04-07T03:32:26.468Z","content_type":"image/png","file_size":"51566","filename":"combined-blog.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-04-15T18:23:26.338Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt88a7d7eff8d5daef/67f3474ad32f6859feef2112/combined-blog.png"},"title":"Elastic 9.0/8.18: BBQ, EDOT \u0026 LLM observability, Attack Discovery, Auto Import, and ES|QL JOIN","title_l10n":"Elastic 9.0/8.18: BBQ, EDOT \u0026 LLM observability, Attack Discovery, Auto Import, and ES|QL JOIN","updated_at":"2026-03-30T18:31:20.440Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/whats-new-elastic-9-0-0","publish_details":{"time":"2026-03-30T18:31:28.869Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"footer_cta_reference":[{"uid":"bltb02649945991225b","_version":6,"locale":"en-us","ACL":{},"created_at":"2021-09-16T18:47:06.607Z","created_by":"blt3044324473ef223b70bc674c","cta":{"cta_title_l10n":"","url":""},"cta_group":[{"title_l10n":"Start free trial","url":"https://cloud.elastic.co/registration","_metadata":{"uid":"csd06fb2a856adee86"}}],"icon_text_card":[],"paragraph_l10n":"\u003cp\u003eSpin up a fully loaded deployment on the cloud provider you choose. As the company behind \u003ca href=\"/elasticsearch\"\u003eElasticsearch\u003c/a\u003e, we bring our features and support to your Elastic clusters in the cloud.\u003c/p\u003e","tags":[],"title":"Blog Footer CTA","title_l10n":"Sign up for Elastic Cloud free trial","updated_at":"2025-03-17T09:05:02.976Z","updated_by":"blt3e52848e0cb3c394","publish_details":{"time":"2025-03-17T09:05:05.600Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"hide_elastic_updates_section":true,"localized_read_more":"","modular_blocks":[{"hero_grid":{"hero_grid_reference":[{"uid":"blt5dd02ee1284fcbbb","_version":439,"locale":"en-us","ACL":{},"created_at":"2021-09-21T18:22:56.503Z","created_by":"blt3044324473ef223b70bc674c","cta":{"cta_title_l10n":"","url":""},"display_latest_blog_posts":true,"featured_post":[{"_content_type_uid":"blog_v2","uid":"blt4e5b6739128f8209","locale":"en-us","_version":4,"ACL":{},"abstract_l10n":"Elastic{ON} kicks off this September with seven stops in cities around the world. Elastic’s CEO Ash Kulkarni will be appearing at stops across the tour, opening keynotes with a candid conversation about why your data has never been more valuable.","author":[{"uid":"blt50c7dc7ebe247328","_version":6,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2019-09-06T20:54:09.688Z","created_by":"blt3044324473ef223b70bc674c","email_id":"","facebook_id":"","first_name":"Dan","image":{"uid":"blt76e7dbef6af58b16","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2019-09-06T20:54:08.837Z","updated_at":"2019-09-06T20:54:08.837Z","content_type":"image/jpeg","file_size":"64096","filename":"headshot-daniel-courcy-300x300.jpg","title":"headshot-daniel-courcy-300x300.jpg","ACL":{},"_version":1,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2019-09-06T22:26:42.958Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt76e7dbef6af58b16/5d72c7706b141a30e6ef1a6b/headshot-daniel-courcy-300x300.jpg"},"job_title_l10n":"Director, Product Marketing","key":"","last_name":"Courcy","linkedin_id":"","paragraph_l10n":"\n\u003cp\u003eWorking at Elastic since May of 2019, Dan is the product marketing manager for Elasticsearch.\u0026nbsp;His hobbies include spending time with friends and family, playing card games, starting new home improvement projects, and enjoying the great outdoors (fishing, hiking, and camping).\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Dan Courcy","twitter_id":"","updated_at":"2025-06-02T20:05:41.690Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2025-06-02T20:05:44.961Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":["blt0c9f31df4f2a7a2b"],"created_at":"2026-09-08T16:41:47.123Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs1e080fa8f779c166"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/events/elasticon\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic{ON}\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;kicks off this September with seven stops in cities around the world, running through March 2027:\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMumbai\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/new-york-city\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eNew York\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/amsterdam\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAmsterdam\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/san-francisco-ai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSan Francisco\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, London, Washington, DC, Singapore, and a final digital event. The annual tour has been a fixture of the Elastic community since the early days back when the platform was more commonly known as the ELK Stack, growing from grassroots developer meetups into the global practitioner event series it is today.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Forge the future: Make all your data an AI advantage","_metadata":{"uid":"csc0db3da012e2ee7c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe more powerful AI gets, the more your data is worth. That’s true whether you're a developer building something that needs to understand the world around it, an SRE diagnosing what broke and why, or a security analyst chasing a threat through millions of events. Elastic’s CEO Ash Kulkarni will be appearing at stops across the tour, opening keynotes with a candid conversation about why your data has never been more valuable and how an evolved Elasticsearch will make your observability, security, and AI applications smarter, faster, and more efficient.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For builders and developers","_metadata":{"uid":"cs77ac0384b40002b5"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you've shipped an AI application that worked and then watched it fall apart in production, the problem is likely context. Getting reliable, accurate context into an AI agent at scale is harder than it looks, and the gap between a working prototype and a production-ready app is where most teams get stuck.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis year's search track will show you how Elasticsearch helps you scale agents in production with context that's reliable, token efficient, and current. Agent responses stay accurate, and the AI experiences you ship stay reliable as workloads grow. This year's Elastic{ON} is where developers can figure out how to give production the context the demo took for granted.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For SREs and platform engineers","_metadata":{"uid":"cs4ace7e66c385b5b0"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost SREs have a story about a night when everything went sideways at once. The question isn't whether incidents will happen; it's whether your tooling can handle them before they wake up the entire team.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis year’s observability track will spotlight how significant investments in both logging and metrics can help you keep more of the signals you need (while spending less) and will give you a sneak peek into how Elastic's forthcoming AI SRE will autonomously detect, investigate, and resolve incidents. A future devoid of 3:00 a.m. alerts is closer than it sounds after all. This year's Elastic{ON} is where SREs can figure out what to do when their observability data is growing faster than their team can manage it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For security analysts and SOC teams","_metadata":{"uid":"csce2fb8f1c6ac69b3"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery SOC analyst knows the feeling where the queue never stops growing. Attacks land in minutes, and the alert that matters is buried under a thousand that don't.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe Elastic{ON} security track shows how your team can shift from working the queue to deciding on the work. It starts with the opening keynote, where agents run continuous detection, investigation, and correlation and then deliver evidence-backed proposals for humans to act on. The track also covers continuous threat hunting that surfaces what analysts would have missed; expanded Attack Discovery and alert analysis workflows that hand analysts pre-triaged findings; agentic endpoint operations that retire manual tool-chaining; and native security intelligence that turns research into customer protections. All of it is built to augment your SOC, not replace it. A day spent making decisions instead of chasing alerts is closer than most teams expect.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What to expect","_metadata":{"uid":"cs4b148668301fd261"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery stop will have:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eA keynote\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThree practitioner-focused breakout tracks across search, security, and observability\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHands-on workshops\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCustomer stories\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLive demonstrations\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eA look at what's arriving in Elastic's next release\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAn evening networking reception\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"What's not on the agenda","_metadata":{"uid":"cs5c6ca339f7e80e30"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSome of the best things about Elastic{ON} don't show up on the agenda. It's the hallway conversations and the chance meetings with a former colleague or a peer from across the industry. The \"small world\" moments where you realize that despite how many winding roads there are in tech, Elasticsearch keeps bringing like-minded people back into the same room. These meetings and conversations are always worth the trip.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What you’ll walk away with","_metadata":{"uid":"csd1bf624572555b34"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAttendees tend to leave Elastic{ON} thinking differently about data — not just the structured kind in an old-school database, but the stuff being generated everywhere constantly, like call transcripts, observability streams, security telemetry, and agent traces. It’s the data that's already there and mostly going unused.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhat if your sales team's call recordings could actually shape what your CRM tells you about a deal? What if those unused logs weren't just a storage cost but a critical signal? With Elasticsearch, there's no hard ceiling on how data can be put to work. And Elastic{ON} is where you learn how to do it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Find your stop","_metadata":{"uid":"csd6d873e0cfa02aca"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCity\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDate\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRegistration link\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eMumbai\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSep. 30, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/3e3e2636-dca7-41f8-85e4-352ee829675e/register?_gl=1*jmrd5f*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTAxMTkkajU5JGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eNew York\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eOct. 8, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/22fae7b1-f70c-4d2f-aaf9-69ec393fbe6f/register?_gl=1*z0de0p*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTAyNDckajYwJGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eAmsterdam\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eOct. 20, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/4398e21f-47a1-49cf-ac9e-a82a4ccc2584/register?_gl=1*pefaca*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTA2NTMkajckbDAkaDExODYxMzk4MDA.\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSan Francisco\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eNov. 4, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/691836f9-1321-4760-9413-c1b490531842/register?_gl=1*18eqatj*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTA2MjEkajM5JGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eLondon\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eFeb. 25, 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSingapore\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eMar. 23, 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eWashington, DC\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eTBC 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e"}],"_metadata":{"uid":"cs0c8bad0a81386ddc"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs3bccd2869482379f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 11pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs511423bd4bf47b3d"}}}],"publish_date":"2026-09-08","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":["bltdeb5e512cabf0e10","blt8a7a5ea52ac5d888","blt10eb11313dc454f1","blt569b48df66a9ba5d"],"thumbnail_image":{"uid":"blt092b27ada9dd7903","_version":1,"title":"Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-09-08T16:33:49.371Z","updated_at":"2026-09-08T16:33:49.371Z","content_type":"image/png","file_size":"101253","filename":"Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-09-08T16:44:54.304Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt092b27ada9dd7903/6aa038ed37d7f37eb38eb219/Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png"},"title":"See you at Elastic{ON} 2026","title_l10n":"See you at Elastic{ON} 2026","updated_at":"2026-09-08T20:13:16.948Z","updated_by":"bltd9765be97bbed20c","url":"/blog/elasticon-2026","publish_details":{"time":"2026-09-08T20:13:22.796Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"hide_date":true,"latest_blog_posts":{"featured_post":[],"post":[]},"posts":[{"_content_type_uid":"blog_v2","uid":"bltacf81020c698dd9b","locale":"en-us","_version":4,"ACL":{},"abstract_l10n":"Join us at Elastic{ON} Mumbai to explore search, full-stack observability, and security, and how Elastic acts as the context engine that grounds agentic AI in your enterprise data, transforming regulatory mandates and data into an AI advantage.","author":[{"uid":"blt9c58c47fd772bd4e","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-08-25T19:04:53.764Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Atul","image":null,"job_title_l10n":"Area Vice President and General Manager, India","key":"","last_name":"Ahuja","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Atul Ahuja","twitter_id":"","updated_at":"2026-08-25T19:05:01.085Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-25T19:05:06.069Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":["blt0c9f31df4f2a7a2b"],"created_at":"2026-08-26T02:46:04.632Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs528fc0c8b00cb153"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIndia’s digital ecosystem is undergoing a monumental shift, and it is happening in more places at once than ever before. That’s why we are bringing \u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic{ON} to Mumbai\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e for the very first time on 30 September 2026.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs the financial capital of India, Mumbai is where technology meets scale, governance, and business impact. From public sector organisations and massive diversified conglomerates to premier financial institutions, digital leaders across the country are navigating a rapidly evolving operational landscape.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhether you are managing complex hybrid infrastructures or driving customer-facing digital innovations, one message is becoming undeniably clear: In order to build resilient, reliable, and secure systems, you need full-stack observability, modern security, and the ability to retrieve the right context from your own data the moment someone or \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003esomething\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e asks for it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat last requirement is the one that has changed most. Search used to be how people found information; it is now how AI agents ground their reasoning before they act, which means observability, security, and AI all rest on the same foundation. There are three things converging on Indian enterprises at once, so let me take each in turn.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The new mandate: Why full-stack observability matters now ","_metadata":{"uid":"csc4d7d310ab26b7a0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLast month, the Reserve Bank of India replaced its supervisory rulebook, retiring hundreds of circulars in favour of consolidated \u003c/span\u003e\u003ca href=\"https://www.rbi.org.in/Scripts/BS_ViewMasterDirections.aspx?did=402\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMaster Directions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e on cybersecurity, technology risk, resilience, and assurance. This is not a financial services story. SEBI and IRDAI have moved the same way, and regulators well beyond India are converging on the same expectations. That is, the board owns technology and cyber risk, business continuity and disaster recovery have to be formally tested rather than asserted, and evidence has to be produced on demand. The message is clear: Siloed visibility is no longer enough. Institutions need a unified, end-to-end view across every layer of technology in real time.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLast year, the Reserve Bank of India consolidated its supervisory rulebook into the RBI Information Technology Governance, Risk, Controls and Assurance Practices \u003c/span\u003e\u003ca href=\"https://www.rbi.org.in/Scripts/BS_ViewMasterDirections.aspx?did=402\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMaster Directions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (effective April 2024) — a signal that enterprise regulation is shifting across sectors. SEBI, IRDAI, and regulators globally are raising the same aforementioned expectations. Again, siloed visibility is no longer enough, and organisations that treat this as someone else's problem today will find themselves behind the curve sooner than they expect.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost organisations aren't starting from zero. They have logs here, APM there, and metrics somewhere else. The challenge is bringing them all together, and that's exactly where Elastic can help. Getting that foundation right is also the precondition for agentic AIOps. An agent can only triage an incident if it can retrieve the right logs, traces, and metrics with the right context in seconds.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFull-stack observability will be a key part of the conversation at Elastic{ON} Mumbai with practical advice and support on how to make it achievable.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Strengthening security and digital resilience","_metadata":{"uid":"csa32faa74e17d489b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCybersecurity remains a top priority across every boardroom in India. And the regulatory picture is tightening in step. SEBI's mandate for formal SOC audits is one example of a broader sweep of reforms across financial services, insurance, and beyond, pushing organisations to move from asserting security to proving it. India has also introduced a mandatory six-hour incident reporting window, turning detect-and-respond from an aspiration into a hard deadline.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs enterprise attack surfaces expand with rapid cloud adoption, security teams face the challenge of analysing massive volumes of data without introducing operational silos or skyrocketing costs.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMeeting a clock like that is a data problem before it is a security problem. Security and observability share a foundational requirement: clean, structured data at scale. By unifying SIEM, endpoint security, and cloud security, organisations can eliminate data silos between SOC analysts and DevOps engineers.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic{ON} Mumbai, we will showcase how search-powered AI accelerates threat detection, automates incident response, and helps security teams protect critical operations. We will also look at what agentic AI \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eactually\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e changes in the SOC, including analysts investigating in natural language instead of query syntax and agents that are only as trustworthy as the context they can retrieve and cite.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Search and agentic AI: Moving from AI hype to practical enterprise context","_metadata":{"uid":"cs52027716b63d5d5a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBeyond security and observability, the conversation dominating C-suites across India today is agentic AI. India's scale and diversity place unique demands on AI systems with hundreds of millions of digitally connected citizens, dozens of languages, and urban and regional markets with very different needs. And with the Digital Personal Data Protection Act now moving into phased compliance, every enterprise handling personal data faces real constraints around consent, breach notification, and data transfers. For agentic AI to be viable at scale in India, it has to be built on a foundation that is not just capable, but provably safe and auditable.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis shifts the conversation from what AI can do to whether your data infrastructure can support it responsibly. That's where proprietary data integration and context become the real differentiator between an experimental AI project and something production-ready.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic{ON} Mumbai, we will demonstrate how the Elasticsearch Platform serves as the context engine for agentic AI. We bring together semantic search, context engineering, and modern search so that organisations can implement AI that is safe, accurate, and scalable across search, security, and observability.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What to expect at Elastic{ON} Mumbai","_metadata":{"uid":"cs9c482b219efce123"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eHeld at the JW Marriott Mumbai Sahar on 30 September 2026, Elastic{ON} Mumbai brings together tech leaders, developers, SREs, DevSecOps professionals, and CXOs for a full day of innovation, technical deep dives, and real-world collaboration.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eHere is how you can make the most of the agenda:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eKeynotes and product updates:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Hear directly from Elastic executive leadership and global product experts as they showcase features, roadmap innovations, and strategies for leveraging agentic AI across enterprise workflows.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eFull-stack observability deep dives:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Learn how to modernise data platforms, unify telemetry, and meet complex regulatory and data sovereignty standards while maintaining peak performance. We will also walk through what your deployment options actually look like under data localisation rules: Elastic Cloud in the Mumbai region, self-managed, or fully air-gapped.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eSecurity breakouts:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Meet the SOC that never sleeps. Agentic triage, Attack Discovery, and autonomous forensic investigation close the gap between alert and action. We'll get into what Alert Zero actually looks like when you're working against reporting windows like CERT-In's six-hour deadline — the kind of clocks regulators are increasingly setting across industries.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eSearch and AI breakouts:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Learn about using Elasticsearch as the context infrastructure for AI to combine hybrid retrieval, a vector database you can deploy in minutes and scale to billions, Jina models, and more accurate agent results at lower cost.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eHands-on workshops and\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003e\u003cstrong\u003eCapture the Flag\u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003e:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Join three 90-minute labs run alongside the main stage:\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eSmarter Agents\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eSharper Search\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eObservability in the Age of AI\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e, and an Agentic SOC workshop. We close with a\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eCapture the Flag\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;competition.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eCustomer and partner insights:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Hear practical advice and real-world lessons from leading Indian enterprises, hyperscalers, and global system integrators.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Innovating for local impact: NASSCOM hackathon","_metadata":{"uid":"cse8499779219d77b3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eIndia’s strength lies in its immense talent pool and its unique capability to build solutions for real-world complexity.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eA key highlight leading up to our main event is the \u003c/span\u003e\u003ca href=\"https://elastic.hackculture.io/\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eForge the Future Hackathon\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003e,\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e organised in close collaboration with Nasscom, Sarvam, and Hack Culture. Through this hackathon partnership, we are bringing together top developers, engineers, and innovators to solve critical challenges across AI, digital access, and technological innovation.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eWe encourage our local developer and tech community to step forward, build on Elastic, and tackle real-world challenges ahead of the conference. Learn more and register your team \u003c/span\u003e\u003ca href=\"https://elastic.hackculture.io/\"\u003e\u003cspan style='font-size: 12pt;'\u003ehere\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e. The winners will be announced on the main stage in Mumbai.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Final thoughts","_metadata":{"uid":"csb13c6315d000c362"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI've been in technology leadership in India for a long time. I've seen cycles of hype come and go. I've also seen the moments when real transformation actually happens.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhat's different now is the convergence. The RBI mandate creates urgency for observability. The threat landscape creates urgency for security. And agentic AI creates an opportunity but only for organisations that have their data infrastructure in order. All three rest on the same foundation: the ability to search your own data and hand the right context to whoever or\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003ewhatever\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is asking. Those three things are arriving at the same time, and the organisations that navigate them well in the next 18 months will be in a fundamentally different position from those that don't.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThat's what we'll be talking about in Mumbai, not theory but practical paths forward.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI look forward to seeing you there.\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRegister now for\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic{ON} Mumbai\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs589145ca9a0536bd"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs974c148356ebc10e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs29b2eb062e8d14a7"}}}],"publish_date":"2026-08-26","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic{ON} Mumbai: Scaling innovation with search, agentic AI, and full-stack observability","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Join us on 30 September as we explore search, full-stack observability, and security, and how Elastic acts as the context engine that grounds agentic AI in your enterprise data, transforming regulatory mandates and data into an AI advantage.","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"}],"tags_use_case":["blt8a7a5ea52ac5d888","blt569b48df66a9ba5d","blt10eb11313dc454f1"],"thumbnail_image":{"uid":"blteb5734b59f6dab13","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-25T19:08:38.908Z","created_by":"bltb6c155cd84fc0c1a","file_size":"43270","filename":"web-elasticon-event-thumbnail.png","parent_uid":null,"tags":[],"title":"web-elasticon-event-thumbnail.png","updated_at":"2026-08-25T19:08:38.908Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-26T04:30:00.384Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blteb5734b59f6dab13/6a8de836b74e9d0b7244a84e/web-elasticon-event-thumbnail.png"},"title":"Forging India's Digital Future: Elastic{ON} Comes to Mumbai","title_l10n":"Forging India's Digital Future: Elastic{ON} Comes to Mumbai","updated_at":"2026-08-27T01:41:02.098Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elasticon-mumbai-2026","publish_details":{"time":"2026-08-27T01:41:17.440Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_content_type_uid":"blog_v2","uid":"blt99b26de75141aee2","locale":"en-us","_version":8,"ACL":{},"abstract_l10n":"Today, we announced an expanded collaboration to bridge the gap between AI agents and the enterprise context they need, helping organizations build production-ready AI applications and agents using OpenAI models with Elasticsearch.","author":[{"uid":"blt5bc7f3664a21b98a","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-07-30T01:31:11.092Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Gregory","image":null,"job_title_l10n":"GVP, Chief of Staff to the CEO and Head of Corporate Development","key":"","last_name":"Tademoto","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Gregory Tademoto","twitter_id":"","updated_at":"2026-07-30T01:31:11.092Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-30T01:31:20.076Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt9d6e81ff1a69cdfa","locale":"en-us","ACL":{},"_version":11,"company_l10n":"Elastic","created_at":"2019-08-17T02:13:56.787Z","created_by":"blt33089e376a9b1ed3","email_id":"","facebook_id":"","first_name":"Hemant","image":{"uid":"blt1c351be4275ea93c","_version":1,"title":"Hemant Malik","created_by":"blt03b12f5a6591ef8c","updated_by":"blt03b12f5a6591ef8c","created_at":"2026-05-27T12:57:48.143Z","updated_at":"2026-05-27T12:57:48.143Z","content_type":"image/png","file_size":"313490","filename":"4607974220058016275ee9eef1854aa7d3203592-512x512.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-23T09:19:18.474Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt1c351be4275ea93c/6a16ea4c5091682b5ee1b766/4607974220058016275ee9eef1854aa7d3203592-512x512.png"},"job_title_l10n":"AI Ecosystem Architect","key":"","last_name":"Malik","linkedin_id":"","paragraph_l10n":"\u003cp\u003eHemant AI Ecosystem Architect at Elastic. He works with AI technology providers to forge product integrations with Elastic technologies to supercharge AI Developers' experience when building with Elasticsearch.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Hemant Malik","twitter_id":"","updated_at":"2026-07-13T13:52:26.715Z","updated_by":"blt03b12f5a6591ef8c","publish_details":{"time":"2026-07-23T09:19:18.376Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":["blt0c9f31df4f2a7a2b"],"created_at":"2026-07-30T01:45:01.730Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs50ac0b53c9108a5a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAI agents are only as useful as the enterprise context they reason over. Much of what organizations know and need for AI agents to deliver is spread across unstructured data, such as documents, tickets, logs, metrics, traces, and security alerts that change continuously and are governed by different permissions.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eToday, we announced an expanded collaboration to close that gap, helping organizations build production-ready AI applications and agents using OpenAI models with Elasticsearch. OpenAI brings advanced reasoning; Elastic is purpose-built for unstructured data and brings the retrieval, governance, and operational data layer that helps models find relevant, real-time context and use it in production.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe collaboration will focus on three customer outcomes:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eContext-aware AI agents\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;that retrieve accurate, permission-aware enterprise knowledge at scale with fewer tokens\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgentic observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;that correlates telemetry and accelerates root cause investigation for SRE teams\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgentic security operations\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003ethat accelerate detections, help triage alerts, enable faster response, and proactively recommend detection rules to close security gaps\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic has supported OpenAI models through its AI assistants and connectors since 2023. This announcement expands that foundation across product collaboration and joint customer value.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elasticsearch: The context layer for agentic AI","_metadata":{"uid":"csbca961ab55cea82c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIn the agentic AI era, an enterprise’s value lies in its context — its data, history, decisions, and institutional knowledge spread across unstructured data. OpenAI’s\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://openai.com/index/inside-our-in-house-data-agent/\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003ein-house data agent\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;shows that reliable outcomes depend on bringing together multiple layers of context. Elasticsearch as a\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/agent-memory-elasticsearch\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003econtext layer\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;gives agents persistent, governed memory to retrieve what matters as well as the ability to retain useful knowledge across interactions and ground every response and action in the enterprise.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe practical challenge in context is a retrieval problem: selecting the right information at the right time with the right permissions. Elasticsearch combines lexical and vector search, semantic reranking, filters, and access controls in one platform. In recent\u003c/span\u003e\u003cspan style=\"color: rgb(68, 71, 70);font-size: 12pt;\"\u003e\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/agent-memory-elasticsearch\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic internal retrieval tests\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(68, 71, 70);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic was used for organizational memory and delivered 0.89 recall and complete protection of data across users.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elastic-agent-builder-ai-agents-context-management\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEconomics\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;matters as much as accuracy. In a constrained experiment using the BrowseComp-Plus dataset, our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/pre-computed-context-llm-agent-costs\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eprecomputed Knowledge Indicators\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;reduced input-token use by up to 75% compared with the experiment's standard retrieval augmented generation (RAG) baseline while answer accuracy increased from 60% to 92%. Results will vary by workload, but the direction is clear: Better retrieval can improve both reliability and cost.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Agent Builder can be used with OpenAI models and agents for improving context and delivering higher relevance and greater efficiency. Agent Builder tools can be exposed to OpenAI agents over MCP, Skills are available to Codex, and Agent Builder supports GPT models for reasoning and tools.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAs models advance, context is what enables enterprises to derive real ROI and maintain unique knowledge and advantage in the world of agentic AI. Together, OpenAI and Elasticsearch give developers a practical foundation for agents that can create, manage, and retrieve context over governed enterprise data.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Observability: Agentic investigations powered by unstructured telemetry","_metadata":{"uid":"cs091358c365a36008"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOperational context lives in unstructured telemetry data. Agentic applications introduce additional data like prompts, tool calls, model responses, token usage, traces, and retrieval steps. Elastic Observability brings those AI application signals together with logs, metrics, traces, and digital experience data in a single observability platform. With Elastic Workflows, Agent Builder, and Skills, teams automate investigations and remediation using telemetry data, past incidents, design docs, runbooks, and guidelines — applying repeatable practices.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s agentic investigation experiences begin when an alert fires, correlating evidence across signals, identifying a likely root cause, and surfacing recommended next steps as the SRE investigation begins. The outcome is less time gathering evidence, less tool switching, and faster resolution.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe same platform can help teams operating OpenAI-powered applications. Elastic’s \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/integrations/openai\"\u003e\u003cspan style='font-size: 12pt;'\u003eOpenAI integration\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e collects API usage metrics and organization audit logs. Teams can correlate token consumption, model activity, API calls, and administrative changes with application latency, errors, deployments, and infrastructure health, using one data platform and one query language from the application layer through the model layer.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Security: Agentic security operations platform","_metadata":{"uid":"cs236da1d6678e715b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSecurity teams face a similar context problem with too many alerts spread across a steadily increasing number of endpoints, networks, cloud providers, identities, and application data. Elastic Security is an agentic security operations platform that unifies SIEM, XDR, and native automation around an agentic operating model. The platform investigates, correlates evidence, and prepares a response plan, while analysts retain judgment, verification, and approval. These capabilities are available in Elastic Security today, and this new operational model is already helping our customers streamline investigations and improve outcomes.\u0026nbsp;\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAttack Discovery works with OpenAI's latest frontier models to correlate disparate alerts into coherent attack chains, mapping activity to MITRE ATT\u0026amp;CK, identifying affected users and hosts, and attaching findings to cases and response workflows, so analysts triage a handful of evidence-backed attacks instead of thousands of raw alerts.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Builder ships with a native agent that comes ready-made with skills, such as threat hunting and alert analysis, controlled tool access, and full reasoning traces for auditability. Teams have the option of building custom agents and workflows on top of Agent Builder. Meanwhile, Automatic Import builds custom data integrations in minutes, Automatic Migration translates Splunk and QRadar detection rules into Elastic Security, and the Elastic Security MCP App brings alert triage, threat hunting, and case management into the AI tools analysts already use.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith these capabilities, our customers are already seeing measurable value. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/visa\"\u003e\u003cspan style='font-size: 12pt;'\u003eVisa\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, as part of its migration from a legacy SIEM to Elastic Security, built its first agentic SOC workflow with a constrained, human-on-the-loop AI validation step. This cut triage on a high-stakes mainframe detection from 10–20 minutes to seconds while keeping every AI decision auditable. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/ai-driven-analytics\"\u003e\u003cspan style='font-size: 12pt;'\u003eAirtel\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e's managed security team reports up to 40% faster triage and analysis and 30% faster investigations using Attack Discovery, Agent Builder, and Automatic Import.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic also helps security and compliance teams monitor the OpenAI platform itself. The existing integration ingests organization audit events, such as login attempts, API key lifecycle changes, role assignments, and configuration updates. These events can be analyzed alongside endpoint and network activity to identify suspicious behavior across the broader AI environment. Elastic’s upcoming support for OpenAI's Compliance Logs Platform will give enterprise teams a more complete, auditable view of activity across OpenAI workspaces and services.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What comes next","_metadata":{"uid":"cs57ca251c6c0f1022"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFor developers, Elastic\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://github.com/elastic/agent-skills\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eagent-skills\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;give OpenAI Codex repeatable, Elastic-specific guidance, while Elasticsearch and connected tools provide governed, real-time access to the unstructured enterprise data agents need to reason accurately and act with precision. We will continue working on deeper integration points to help serve as the context layer.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFor security defenders, as an\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://openai.com/index/daybreak-securing-the-world/\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eOpenAI Daybreak Cyber Partner Program\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;member, we will work to bring GPT-5.5 Cyber specific models reasoning capabilities into Elastic Security’s agentic workflows, helping teams correlate alerts, recommend response actions, and generate detection rules to close confirmed gaps. Combined with Elastic Security Labs threat research, this can turn adversary behavior into faster, more precise protection with responsible deployment and abuse-prevention controls.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFor SRE teams, we plan to deepen agentic investigation capabilities with frontier AI. As Elastic\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/elastic-knowledge-indicators-log-extraction\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eKnowledge Indicators\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;become generally available, they can help precompute operational context from raw telemetry and unstructured operational knowledge, giving agents more precise context for dashboards, topology maps, rules, investigations, and remediation workflows.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhether you are looking for answers stored in documents, operational telemetry, or security events, OpenAI and Elastic are partnering to bring frontier intelligence to your unstructured data.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Ready to get started?","_metadata":{"uid":"cs7a3f62eb63e5434b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eConnect OpenAI models and Codex to Elastic to build grounded agents with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/explore-analyze/ai-features/agent-builder/get-started\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAgent Builder\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;and\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/explore-analyze/ai-features/agent-skills\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAgent Skills\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, observe OpenAI usage with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/integrations/openai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic LLM observability\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, and investigate production issues and threats with Elastic AI Assistant\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/explore-analyze/ai-features/llm-guides/connect-to-openai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003ewith OpenAI models\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e. Start building today.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs2593e313a8169802"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs688c9591f3907094"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs0fb41071fa0b799e"}}}],"publish_date":"2026-07-30","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"blt91d3f9b077793afb","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-07-30T11:16:20.899Z","created_by":"bltb6c155cd84fc0c1a","file_size":"36909","filename":"partners-OpenAI_(1)_(1).png","parent_uid":null,"tags":[],"title":"partners-OpenAI (1) (1).png","updated_at":"2026-07-30T11:16:20.899Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-30T12:00:00.385Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt91d3f9b077793afb/6a6b32848b9d524c2c1f3ab7/partners-OpenAI_(1)_(1).png"},"title":"Elastic and OpenAI collaborate to bring Frontier Intelligence to unstructured enterprise data","title_l10n":"Elastic and OpenAI collaborate to bring frontier intelligence to unstructured enterprise data","updated_at":"2026-07-30T14:31:16.102Z","updated_by":"bltd9765be97bbed20c","url":"/blog/elastic-openai-partnership","publish_details":{"time":"2026-07-30T14:31:21.525Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_content_type_uid":"blog_v2","uid":"blt98d0a4ad6f0afacc","locale":"en-us","_version":6,"ACL":{},"abstract_l10n":"NVIDIA, Elastic, and other industry leaders are founding members of an innovative movement building tools to advance open innovation, shared progress, and trust in AI.","author":[{"uid":"blt39dee51344f15656","_version":5,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2022-05-11T19:58:45.575Z","created_by":"blt1e57c6588ae1816e","email_id":"","facebook_id":"","first_name":"Brian","image":{"uid":"blta836c61e70ff8c61","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2022-10-12T23:56:23.454Z","updated_at":"2022-10-12T23:56:23.454Z","content_type":"image/jpeg","file_size":"37804","filename":"headshot-brian-bergholm-300x300.jpg","title":"headshot-brian-bergholm-300x300.jpg","ACL":{},"_version":1,"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2022-10-12T23:56:29.933Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta836c61e70ff8c61/634754278c820a10568ba8f0/headshot-brian-bergholm-300x300.jpg"},"job_title_l10n":"Principal Product Marketing Manager","key":"","last_name":"Bergholm","linkedin_id":"","paragraph_l10n":"\u003cp\u003eBrian Bergholm is a principal product marketing manager in the Go-To-Market team at Elastic. He’s a specialist in Elastic Cloud, partner marketing, and hyperscaler marketplaces.\u003c/p\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003eHe has spent over 20 years in the tech industry across telecoms, software, and professional services. He most recently spent 15 years at Microsoft in a variety of roles, including global product marketing, sales enablement, launch management, and integrated marketing. During his tenure, he supported numerous launches including Office 365, Windows 10, and Azure Marketplace. He joined Elastic because of the power of search to find the answers that matter.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Brian Bergholm","twitter_id":"","updated_at":"2023-12-14T01:55:58.500Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2023-12-14T01:56:01.829Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltb6b21e8c32a7bae7","_version":2,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2026-03-16T16:58:47.372Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Rachael","image":{"uid":"blt344971a463e59f4d","_version":1,"title":"headshot-rachel-wade-300x300.jpg","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2026-07-01T14:58:59.187Z","updated_at":"2026-07-01T14:58:59.187Z","content_type":"image/jpeg","file_size":"21238","filename":"headshot-rachel-wade-300x300.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-01T14:59:06.262Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt344971a463e59f4d/6a452b33852f8509d8af90ee/headshot-rachel-wade-300x300.jpg"},"job_title_l10n":"Global Tech Alliances Manager","key":"","last_name":"Wade","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Rachael Wade","twitter_id":"","updated_at":"2026-07-01T14:59:01.646Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2026-07-01T14:59:06.112Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":["blt0c9f31df4f2a7a2b"],"created_at":"2026-07-27T08:22:56.843Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"cs04ae885bf2592da9"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic joins NVIDIA and other industry leaders as an inaugural member of the Open Secure AI Alliance.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eOpen Secure AI Alliance is a movement to build new tools to advance open innovation, shared progress, and trust in AI across industries.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic has consistently contributed to the advancement of security through open source software, published threat research, and detection innovation.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eAs an Open Secure AI Alliance member, Elastic will contribute research, tools, and architectural knowledge to a shared body of work.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs08e6fbea0dfe0267"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAI is accelerating innovation, unlocking new frameworks, workflows, and applications, but also raising the stakes on security. Adversaries can exploit vulnerabilities faster than ever, and AI agents add another layer of speed and scale. Capitalizing on AI's potential requires an open security approach, where sharing research, tooling, and intelligence broadly lets more defenders identify, understand, and respond to emerging threats. This approach also removes the friction of relying solely on proprietary threat intelligence because in the age of adversarial AI, every barrier is a liability.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eToday, Elastic is joining NVIDIA and other industry leaders as an inaugural member of the \u003ca href=\"https://blogs.nvidia.com/blog/open-secure-ai-alliance?ncid=partn-84075\" target=\"_blank\"\u003eOpen Secure AI Alliance\u003c/a\u003e. As part of the alliance, Elastic will contribute its expertise in open security, large-scale search, and AI-powered detection to help make AI systems more transparent, observable, and secure.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The Open Secure AI Alliance","_metadata":{"uid":"cs1996361f41731ad5"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith a mission to accelerate innovation while strengthening AI security, Open Secure AI Alliance members will focus on expanding AI safety and security through open research and shared tooling. The alliance reflects a shared belief that security improves when defenders can collaborate openly rather than relying on isolated intelligence. As AI evolves rapidly, the goal is to develop methodologies and tools that identify and patch vulnerabilities as fast as they emerge — something Elastic has championed for years. This creates a defensive capability where critical intelligence is shared, not locked inside a small number of closed systems.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Open is in our DNA","_metadata":{"uid":"cs7d899dc2f008fc97"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic has embodied an open source philosophy from the start, contributing to the advancement of open source software. Our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/jina-search-models\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eJina AI models\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;are open weight, enabling developers to inspect, deploy, and build on the same models that power AI search and retrieval. That same commitment extends to our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003epublished threat research\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;and security innovation, turning world-class research into world-class protection through enhancements to detection, triage, and response in our tools. Our strengths in cybersecurity, observability, generative AI (GenAI), and agentic AI align directly with the Open Secure AI Alliance mission to serve the security needs of enterprises and agencies pursuing AI today.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic brings capabilities that directly support the Open Secure AI Alliance mission, including:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eModernizing SecOps with AI-driven security analytics to detect, investigate, and respond before threats have a chance\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003ePrioritizing trust, transparency, and explainability in agentic operations by providing open, inspectable agentic frameworks where analysts can see the prompts, inspect the queries, and verify every AI decision\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic is proud to join the Open Secure AI Alliance and help close the gap between emerging vulnerabilities and the defenders working to stop their exploitation. Elastic Security brings the open, barrier-free platform built to enable organizations to scale security operations and quickly adapt to evolving threats through shared knowledge.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"See how Elastic works in the open","_metadata":{"uid":"cs6de7e1d2034a0c49"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLearn more about our commitment to \u003c/span\u003e\u003ca href=\"https://www.elastic.co/about/open-source\"\u003e\u003cspan style='font-size: 12pt;'\u003eopen source\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e development and our ongoing contributions to the community.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csa4d4e8004f8615b4"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs553df315a317aefa"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos, or registered trademarks of Elasticsearch N.V. in the United States and other countries. All other company and product names are trademarks, logos, or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs879dec37979a80a9"}}}],"publish_date":"2026-07-27","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic joins NVIDIA and industry leaders as inaugural member in the Open Secure AI Alliance","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Open Secure AI Alliance for AI safety and security is a movement to build new tools to advance open innovation, shared progress, and trust in AI","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltd11e6308b4dbe770","_content_type_uid":"tags_topic"}],"tags_use_case":["blt569b48df66a9ba5d"],"thumbnail_image":{"uid":"blt7e4753993d9dd51b","_version":1,"title":"elastic-white-background.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-27T08:14:30.970Z","updated_at":"2026-07-27T08:14:30.970Z","content_type":"image/png","file_size":"89272","filename":"elastic-white-background.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-27T09:00:36.570Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt7e4753993d9dd51b/6a67136675300abfb4e1d011/elastic-white-background.png"},"title":"Elastic joins NVIDIA and industry leaders as inaugural member of the Open Secure AI Alliance for AI safety and security","title_l10n":"Elastic joins NVIDIA and industry leaders as inaugural member of the Open Secure AI Alliance for AI safety and security","updated_at":"2026-07-27T09:19:00.925Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-nvidia-inaugural-partner-osaia","publish_details":{"time":"2026-07-27T09:19:07.721Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_content_type_uid":"blog_v2","uid":"blt6c52353bcd8fc374","_version":31,"locale":"en-us","ACL":{},"abstract_l10n":"Today, we are pleased to announce the GA of Elastic 9.5 as the latest version of the Elasticsearch Platform. This release includes a range of new features, including Columnar Mode, VectorDB index mode, and Agent Builder enhancements. Learn more.","author":[{"uid":"blte77e3a1094542909","locale":"en-us","_version":1,"ACL":{},"company_l10n":"","created_at":"2026-07-28T17:27:44.483Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Sarah","image":null,"job_title_l10n":"Principal Product Marketing Launch Ops \u0026 Programs Manager","key":"","last_name":"Leslie","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Sarah Leslie","twitter_id":"","updated_at":"2026-07-28T17:27:44.483Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-28T17:27:49.094Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":["bltfaae4466058cc7d6"],"created_at":"2026-07-28T17:53:04.947Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs4c5e0687f589e416"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eToday, we are pleased to announce the general availability (GA) of Elastic 9.5 as the latest version of the Elasticsearch Platform. This release includes a range of new features aimed to help developers do more with their data, build AI agents more confidently, and sharpen security operations with the introduction of new capabilities across \u003c/span\u003e\u003ca href=\"https://www.elastic.co/enterprise-search\"\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Observability\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csca5b585cb5c0ef33"}}},{"image":{"image":{"uid":"blt4bfd681c46dae24a","_version":1,"title":"image3.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-28T17:47:44.688Z","updated_at":"2026-07-28T17:47:44.688Z","content_type":"image/png","file_size":"346736","filename":"image3.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-04T14:39:49.770Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt4bfd681c46dae24a/6a68eb4078b5fe9c668ef24c/image3.png"},"_metadata":{"uid":"cs465a89ddec2615e6"},"caption_l10n":"The Elasticsearch Platform","alt_text_l10n":"The Elasticsearch Platform","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"What’s new in Elastic 9.5? ","_metadata":{"uid":"cs76e3fb426b498b81"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 continues the advancement of Elasticsearch in efficiency, visibility, and performance to help make enterprise data more accessible and useful. With Elastic 9.5, users can:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eStore more, query faster, and retain longer with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#the-multi-signal-datastore-for-any-workload \" target=\"_self\"\u003e\u003cstrong\u003eColumnar Mode\u003c/strong\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e— Elasticsearch as a native columnar database\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSkip the setup and index tuning with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#vector-database\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eVectorDB index mode and auto-calibration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;—\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003evector search that works out of the box\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMigrate Prometheus workloads to Elasticsearch with the GA of\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#native-prometheus-and-promql-support,-now-ga\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003enative Prometheus and PromQL support\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHelp reach\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#alert-zero:-from-alert-queue-to-validated-threats\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003eAlert Zero\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e;\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003ethe SOC's version of inbox zero — a queue worked down to what actually matters, reached by agents and analysts together\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBuild smarter AI agents with the latest Elastic\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#more-agent-builder-enhancements!\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgent Builder enhancements\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, including Agent Observability and Monitoring and advanced human-in-the-loop approvals\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead more about these and additional feature highlights below.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elasticsearch","_metadata":{"uid":"cs2ea8ab005b55062c"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 brings advancements designed to help every user move faster, operate with greater confidence, and get more value from their data with less friction. This release innovates on\u0026nbsp; multiple aspects of the Elasticsearch Platform from storing and querying data to building and governing AI agents alongside Kibana dashboard enhancements. Read on for details.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The multi-signal datastore for any workload","_metadata":{"uid":"cse1bf1f06f9d8ece1"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic is pleased to announce the technical preview of \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-storage\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eColumnar Mode\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, an opt-in indexing mode that stores each field once in a column store with no inverted index by default, delivering meaningfully smaller storage footprints and a foundation for faster indexing, analytical queries, and longer data retention. It ships alongside existing index modes with zero changes to APIs, dashboards, or integrations. Building on that foundation, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eColumnar Logs\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e is the first specialized profile purpose-built for log data; it keeps a single inverted index on the message field, so full-text search stays fast while storing everything else fully columnar. The result is significantly less storage than logs use today without changing the search experience teams rely on. Both modes are opt-in and existing indices are untouched.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Vector database","_metadata":{"uid":"cs9e643a96ff6d08c7"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eTeams building retrieval for retrieval augmented generation (RAG) applications and agentic AI usually have to make many configuration decisions at index time, and that work grows at production scale. We're introducing these capabilities to take the setup and index tuning off your plate, so vector search works out of the box.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eVectorDB index mode\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;delivers high-performance vector search with a single setting; there’s no manual configuration required. It applies defaults already optimized for vectors, tuning quantization, merge policy, and cache loading for you, so vector search is simpler to stand up and performs out of the box.\u003c/span\u003e\u003c/p\u003e\u003cimg 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\" width=\"331\"/\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/vector-quantization-auto-calibration-diskbbq\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAuto-calibration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;for DiskBBQ vector search\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;automatically configures quantization depth, preconditioning, and oversampling based on statistical analysis of the vectors in the index. The tuning that normally takes expertise and experimentation now happens on its own, using unique algorithms developed at Elastic.\u003c/span\u003e\u003c/p\u003e\u003cimg 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\" width=\"264\"/\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/semantic-field-multimodal-search-elasticsearch\" target=\"_self\"\u003e\u003cstrong\u003eMultimodal semantic\u003c/strong\u003e\u003c/a\u003e\u003cstrong\u003e search makes image search easier for developers.\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Searching images normally means setting up embeddings, ingesting and embedding images, and embedding the query. The new\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cspan data-type='inlineCode'\u003esemantic\u003c/span\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;field simplifies these steps, so users can search images as easily as they search text with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-semantic-text-ga\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cspan data-type='inlineCode'\u003esemantic_text\u003c/span\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"More Agent Builder enhancements!","_metadata":{"uid":"csd8ffa3f7bfa46cf6"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 gives developers greater visibility and control when building AI agents for production.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/opentelemetry-tracing-agent-builder\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgent Observability and Monitoring\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, now available in technical preview, traces large language model (LLM) calls, tool invocations, and reasoning steps as OpenTelemetry (OTel) in Elasticsearch while\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ehuman-in-the-loop approvals\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;gate sensitive actions and record each decision in an audit trail. Developers can also\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ecreate skills, queries, and workflows directly from chat\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eby describing the capability they need, such as a workflow to generate a dashboard. Agent Builder then drafts, names, and saves the configuration without requiring them to leave the conversation, reducing setup time and the need to understand the underlying configuration model.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"AI-native Kibana","_metadata":{"uid":"csd144332ce7f2a528"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith 9.5, our\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e Dashboards \u0026amp; Visualizations API \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ebecomes generally available, providing platform teams with a stable and supported way to create, update, and manage dashboards and visualizations in code. Additionally, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003edashboards in chat \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eis now GA with improved chat quality as well as controls creation and delivers higher speed. These advancements dramatically reduce time-to-insight and eliminate the need for users to build dashboards manually, expediting incident investigation, where speed to a clear visual directly shortens time-to-resolution. And, for use cases where speed is paramount, toggle-on \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eFast Mode UI \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eallows STATS-based queries in Dashboards and Discover to run on a sampled dataset instead of scanning full data, extrapolating results back to real scale while keeping accuracy very close to exact.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced automation where your data lives","_metadata":{"uid":"cs277953e85fdb7bba"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows in 9.5 makes automations faster to build and shows exactly what a workflow will do before it runs. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/ai-workflow-automation-natural-language\"\u003e\u003cspan style='font-size: 12pt;'\u003eNatural language authoring\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now generally available and on by default, so teams can describe the automation they want in plain language that’s generated automatically. Versioning is built in, tracking every change, letting teams compare any two versions, and rolling back to a working one in a click, so there’s always a record of who changed what and when. Visual mode shows a workflow as a graph with its triggers, steps, branches, and logic visible at a glance alongside the YAML; drag-and-drop editing is coming next. And human-in-the-loop now reaches outside Kibana. When a workflow needs a person to approve or weigh in, it pauses and sends the request to tools like Slack. Automation handles the routine while teams stay on top of the decisions that need judgment. These are Elasticsearch Platform capabilities, available across Search, Observability, and Security.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Observability ","_metadata":{"uid":"csa681ccb301d2b360"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 delivers observability upgrades designed to make unified monitoring faster to adopt and easier to scale. Whether you're migrating from Prometheus, onboarding Kubernetes, or connecting cloud and SaaS data, it's easier to get started with less operational overhead. Improved SRE workflows, managed integrations, and AI-ready context help teams move from detection to diagnosis faster.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Native Prometheus and PromQL support, now GA","_metadata":{"uid":"cs5438d5e469fd523b"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith 9.5, it is easier than ever to consolidate observability with best-in-class metrics. With the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/prometheus-metrics-elasticsearch-getting-started\"\u003e\u003cspan style='font-size: 12pt;'\u003ePrometheus remote-write endpoint and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003enative PromQL\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esupport\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e embedded directly in ES|QL, teams can point existing Grafana dashboards and queries at Elastic with minimal migration effort — no need to abandon the query language and workflows they've spent years building. A new \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/migrate-datadog-grafana-dashboards-alerts-to-kibana\"\u003e\u003cspan style='font-size: 12pt;'\u003emigration tool\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is also now GA, helping bring Grafana and Datadog dashboards and alerts into Elastic automatically and making it easier for users to benefit from Elasticsearch's storage efficiency (up to 2.5x better than Prometheus) and faster query performance (up to 30x faster than Prometheus) without starting from scratch. In 9.5, a new codec (ES95) builds on \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElasticsearch's\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e already substantial efficiency gains \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-metrics-engine-30x-faster-prometheus\"\u003e\u003cspan style='font-size: 12pt;'\u003ewith columnar metrics\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to push storage costs down a further ~20% to roughly 3 bytes per sample, so users can monitor more services and retain metrics longer without ballooning the bill. Along with \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0?#ai-native-kibana\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003edashboards-as-code\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and dashboards in chat, these updates let users unify metrics, logs, and traces on a single platform and correlate across all three for faster root cause analysis while keeping the workflows and standards they already rely on.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Complete integrations fully loaded with AI","_metadata":{"uid":"cs64b6c39f41752ca5"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic's latest out-of-the-box integrations for Kubernetes and AWS (tech preview) mean you can go from zero to fully monitored in minutes. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/kubernetes-dashboards-alerts-anomaly-detection\"\u003e\u003cspan style='font-size: 12pt;'\u003eKubernetes monitoring\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now GA and ships complete with preconfigured dashboards, alerts, SLOs, and machine learning jobs. Plus, \u003c/span\u003e\u003ca href=\"https://github.com/elastic/agent-skills\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Skills\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and an \u003c/span\u003e\u003ca href=\"https://github.com/elastic/example-mcp-app-observability\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eObservability MCP app\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e make health monitoring, anomaly detection, incident investigation, and remediation available through any MCP-enabled AI tool where SREs already work. These comprehensive integration packages enable teams to get immediate value from metrics from the moment they connect.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Easier onboarding of cloud native data","_metadata":{"uid":"cs567c718fc3a455e0"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/reference/integrations/managed_integrations\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic managed integrations\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e eliminate the operational burden of ingesting cloud data sources. With just a few clicks, users can now ingest and start getting value without deploying or maintaining on-prem agents. In the spirit of the “easy button,” we’ve also \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esimplified Kubernetes and AWS\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e onboarding by streamlining both setup flows to default to the recommended OTel path, meaning platform engineers and SREs can get up and running without navigating multiple screens and decisions.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced APM and LLM observability","_metadata":{"uid":"cs7c18830d2b60cfa5"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e9.5 delivers a major quality of life improvement for SREs and developers investigating service incidents. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/service-map-apm-dependency-analysis\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDependency analysis in alerts and dashboards\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eintroduces\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ea faster route to triage, eliminating context-switching by surfacing service maps directly in an alert or custom dashboard. Better \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/red-metrics-trace-breakdown-discover\"\u003e\u003cspan style='font-size: 12pt;'\u003esurfacing of anomalies\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e in APM service health views makes ML-based degradation signals easier to spot.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s new \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/anthropic-claude-api-monitoring\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAnthropic integration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e for LLM observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e polls Anthropic's Admin APIs to ingest organization-wide telemetry from the Claude API platform, token usage, cost, and rate limit configuration into Elasticsearch with prebuilt Kibana dashboards and out-of-the-box alerts.\u003c/span\u003e\u003c/p\u003e\u003cfigure style=\"text-align: center\"\u003e\u003cdiv data-img-caption-container=\"true\" style=\"display: inline-block; text-align: center;\"\u003e\u003cimg alt=\"Identify dependencies directly on your alert detail pages.\" src=\"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt067e8b4fb11c577d/6a68fe5e4a8634f3338e86b7/image.png\" style=\"text-align: center;\" /\u003e\u003cfigcaption style=\"text-align: center;\" \u003eIdentify dependencies directly on your alert detail pages.\u003c/figcaption\u003e\u003c/div\u003e\u003c/figure\u003e"},{"title_l10n":"Elastic Security","_metadata":{"uid":"cs8f784c22a169b3e0"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Security 9.5 gives analysts more time to decide and fewer alerts to sort. Stronger endpoint protection stops more threats before they ever raise an alert. Attack Discovery works the alerts that do fire the way an analyst would, surfacing the real attacks so that teams don't start their day buried in raw alerts. And automation runs underneath it all, triggering those investigations and handling the mechanical work, so the decisions stay with analysts.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Alert Zero: From alert queue to validated threats","_metadata":{"uid":"csd47364aa92a03d2e"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/security-labs/agentic-soc-alert-triage-alertzero\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAlert Zero\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is the SOC's version of inbox zero, a queue worked down to what actually matters, reached by agents and analysts together. It’s a goal teams move toward. It doesn't mean zero alerts, and it doesn't mean replacing the analysts. Attack Discovery is what gets a SOC closer to Alert Zero. It now investigates like an analyst by threat-hunting raw events, checking entity risk, and corroborating beyond the alerts that first fired before it calls anything an attack, so teams open a short list of validated attacks instead of a wall of raw alerts. When it finds something the rules missed, it drafts an ES|QL rule to close the gap with an analyst approving before anything is saved.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery run goes through the same investigation now, whether kicked off manually, set on a recurring cadence, or triggered from an Elastic Workflow. A separate alert analysis workflow works the noise from the other side, classifying alerts as true or false positives so that analysts stop losing hours to low-fidelity ones, leaving Attack Discovery a cleaner set to investigate.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced endpoint protection","_metadata":{"uid":"cs7d2ac3456975a485"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWith Elastic Security 9.5, new\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/vulnerable-driver-detection-elastic-defend-byovd\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eendpoint capabilities\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;make protection stronger and extend coverage across more devices. For vulnerable drivers, which attackers bring in already signed and trusted to reach the kernel, our threat research team monitors public disclosure sources like VirusTotal, loldrivers.io and Microsoft's blocklist. Through an always-on process, Elastic automatically generates and instantly deploys YARA rules as new drivers are disclosured, so protection keeps pace instead of waiting on a release cycle. That speed matters when AI-driven attacks can move from one machine to the next in under a minute, faster than any response workflow can react. Windows on ARM is now fully covered in Elastic Defend, bringing Surface and other ARM-based laptops into full coverage. And a new endpoint troubleshooting skill in Agent Builder flags policy and performance issues, so teams spend less time chasing endpoint problems.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Automation across your SOC","_metadata":{"uid":"cs72ef596968bff27e"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0?#enhanced-automation-where-your-data-lives\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e brings native automation to the SOC, so a detection can trigger enrichment, case creation, and response automatically with no separate SOAR to buy, integrate, or maintain. Humans stay on the decisions that need judgment.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"In case you missed it …","_metadata":{"uid":"cs557c07c970d1a14a"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn between stack releases, we’re not just resting on our laurels. The time between Elastic 9.4 and 9.5 was anything but quiet. Here's a roundup of some key announcements ICYMI:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eJina AI updates:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/jina-embeddings-v5-omni-all-media-one-index\"\u003e\u003cspan style='font-size: 12pt;'\u003ejina-embeddings-v5-omni\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e extends the v5-text model family with native image, audio, and video support, carrying nearly 100 languages across all four modalities in a single embedding space with no reindexing required.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/on-prem-ai-jina-embedding-models\"\u003e\u003cspan style='font-size: 12pt;'\u003eJina On-Prem\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now available for teams with strict data residency requirements. It packages the full Jina AI model lineup (e.g., reader, embedding, and reranking) to run entirely on your own hardware, fully air-gapped with zero outbound calls once deployed. Costs are fixed and predictable, not metered per token. The embedding models search text, images, audio, and video across nearly 100 languages in a single embedding space with accuracy that rivals much larger models on commodity hardware.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe've released\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/jina-reranker-35-legal-medical-structured-data\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;jina-reranker-v3.5\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, a drop-in successor to jina-reranker-v3. \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003ejina-reranker-v3.5\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, at just 600M parameters, beats its predecessor by 50%+ on case law with further gains on medical and financial reranking and runs up to 56% faster on long documents. Against Qwen3-Reranker-4B, a widely used open source reranker more than seven times its size, it wins outright on general-purpose search and one structured-data benchmark and closes most of the remaining gap everywhere else.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-reindex-node-relocation-pit-serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eReindex from remote\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now generally available in Elastic Cloud Serverless, giving teams a seamless way to migrate indices from any Elastic Cloud Hosted deployment or Serverless project, regardless of region, directly into their Serverless environment. The operation is built for the realities of Serverless infrastructure; it automatically resumes through node shutdowns triggered by scaling events or software deployments, so your migration keeps moving without manual intervention.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Start here now","_metadata":{"uid":"csf05711966cecbdb6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 is packed to the brim with new and enhanced features ready to help organizations get the most out of their data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 is \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/registration\"\u003e\u003cspan style='font-size: 12pt;'\u003enow available on Elastic Cloud\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, the hosted Elasticsearch service that includes all of the new features in this latest release.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs0bc9d90f7703644f"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs2bd7c587737f0ffb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs509895f2c59a88c6"}}}],"publish_date":"2026-08-04","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":["blt8a7a5ea52ac5d888","bltdeb5e512cabf0e10","blt10eb11313dc454f1","blt569b48df66a9ba5d"],"thumbnail_image":{"uid":"blt06b80eb6b39592e6","_version":1,"title":"9.5-blog.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-28T17:25:32.582Z","updated_at":"2026-07-28T17:25:32.582Z","content_type":"image/png","file_size":"36207","filename":"9.5-blog.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-04T14:39:49.790Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt06b80eb6b39592e6/6a68e60caacc0d215b0b13f9/9.5-blog.png"},"title":"Elastic 9.5: Columnar, VectorDB index mode \u0026 auto-calibration, and AI-driven alert triage","title_l10n":"Elastic 9.5: Columnar, VectorDB index mode \u0026 auto-calibration, and AI-driven alert triage","updated_at":"2026-08-04T17:26:58.687Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/whats-new-elastic-9-5-0","publish_details":{"time":"2026-08-04T17:27:06.980Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"tags":[],"title":"Blog - Top stories","title_l10n":"Top 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platform","updated_at":"2026-08-27T22:14:25.840Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2026-09-01T17:40:28.161Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blta7fd642c96f37dd5","_version":1,"locale":"en-us","ACL":{},"created_at":"2026-06-30T20:05:48.380Z","created_by":"blt36e890d06c5ec32c","english_content":"Blog","tags":[],"title":"Blog","translate_content_l10n":"Blog","updated_at":"2026-06-30T20:05:48.380Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2026-06-30T20:08:07.669Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt08f827f8ab3f3267","locale":"en-us","_version":1,"ACL":{},"created_at":"2026-06-12T16:54:31.465Z","created_by":"blt36e890d06c5ec32c","english_content":"Back to top","tags":[],"title":"Back to top","translate_content_l10n":"Back to top","updated_at":"2026-06-12T16:54:31.465Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2026-06-12T16:55:37.586Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltd778a9bdcafbbc41","_version":2,"locale":"en-us","ACL":{},"created_at":"2023-01-26T21:09:00.219Z","created_by":"blt36e890d06c5ec32c","english_content":"Register to attend","tags":[],"title":"Register to Attend","translate_content_l10n":"Register to attend","updated_at":"2026-01-10T00:12:01.455Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2026-01-10T00:12:05.133Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltd24b268000310a17","locale":"en-us","_version":2,"ACL":{},"created_at":"2023-01-26T21:09:00.572Z","created_by":"blt36e890d06c5ec32c","english_content":"Register to watch","tags":[],"title":"Register to Watch","translate_content_l10n":"Register to watch","updated_at":"2026-01-10T00:11:41.846Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2026-01-10T00:11:55.429Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blte7c957bdd2f9d274","_version":3,"locale":"en-us","ACL":{},"created_at":"2025-06-16T20:13:08.132Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003eНадсилаючи цю форму ви погоджуєтеся з \u003ca href=\"/legal/terms-of-use\"\u003eУмовами надання послуг Elastic\u003c/a\u003e. Ваші особисті дані будуть опрацьовані відповідно з \u003ca href=\"/legal/privacy-statement\"\u003eПоложеннями про конфіденційність Elastic\u003c/a\u003e.\u003c/p\u003e","tags":[],"title":"Newsletter GDPR Text - Ukrainian","translate_content_l10n":"\u003cp\u003eНадсилаючи цю форму ви погоджуєтеся з \u003ca href=\"/legal/terms-of-use\"\u003eУмовами надання послуг Elastic\u003c/a\u003e. Ваші особисті дані будуть опрацьовані відповідно з \u003ca href=\"/legal/privacy-statement\"\u003eПоложеннями про конфіденційність Elastic\u003c/a\u003e.\u003c/p\u003e","updated_at":"2025-06-24T19:53:53.712Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:53:56.498Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blte5476b32cc2787a6","_version":3,"locale":"en-us","ACL":{},"created_at":"2025-06-16T20:13:08.428Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003eBy submitting you acknowledge that you've read and agree to our \u003ca href=\"/legal/elastic-cloud-account-terms\" target=\"_self\"\u003eTerms of Service\u003c/a\u003e, and you agree to receive the \u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_self\"\u003eselected communications\u003c/a\u003e at the contact details you provided above. See \u003ca href=\"/legal/privacy-statement/\" target=\"_self\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e","tags":[],"title":"Communication Preferences - ONLY for /communication-preferences","translate_content_l10n":"\u003cp\u003eBy submitting you acknowledge that you've read and agree to our \u003ca href=\"/legal/elastic-cloud-account-terms\" target=\"_self\"\u003eTerms of Service\u003c/a\u003e, and you agree to receive the \u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_self\"\u003eselected communications\u003c/a\u003e at the contact details you provided above. See \u003ca href=\"/legal/privacy-statement/\" target=\"_self\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e","updated_at":"2025-06-24T19:53:46.697Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:53:49.938Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blta7581500a69a4c45","_version":3,"locale":"en-us","ACL":{},"created_at":"2025-06-16T20:13:08.289Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003eBy submitting you agree to \u003ca href=\"/agreements/global/cloud-services-monthly\" rel=\"nofollow\"\u003eElastic Cloud Terms of Service\u003c/a\u003e. Your personal data will be processed in accordance with \u003ca href=\"/legal/privacy-statement\"\u003eElastic's Privacy Statement\u003c/a\u003e.\u003c/p\u003e","tags":[],"title":"Cloud Trial GDPR Text","translate_content_l10n":"\u003cp\u003eBy submitting you agree to \u003ca href=\"/agreements/global/cloud-services-monthly\" rel=\"nofollow\"\u003eElastic Cloud Terms of Service\u003c/a\u003e. Your personal data will be processed in accordance with \u003ca href=\"/legal/privacy-statement\"\u003eElastic's Privacy Statement\u003c/a\u003e.\u003c/p\u003e","updated_at":"2025-06-24T19:53:40.287Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:53:43.287Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltee9f06f3bdf85181","_version":3,"locale":"en-us","ACL":{},"created_at":"2025-06-16T20:13:08.592Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003e\u0026nbsp;\u003c/p\u003e","tags":[],"title":"Intentionally Blank","translate_content_l10n":"\u003cp\u003e\u0026nbsp;\u003c/p\u003e","updated_at":"2025-06-24T19:53:33.384Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:53:36.841Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt7c097c8d194d83d6","_version":3,"locale":"en-us","ACL":{},"created_at":"2025-06-16T20:13:08.735Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003eBy submitting you acknowledge that you've read and agree to our \u003ca href=\"/legal/serverless-preview-terms\" target=\"_blank\"\u003eTerms of Service\u003c/a\u003e, and that Elastic may \u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003econtact you\u003c/a\u003e about our related products and services, using the details you provide above. See \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e","tags":[],"title":"Serverless GDPR Text","translate_content_l10n":"\u003cp\u003eBy submitting you acknowledge that you've read and agree to our \u003ca href=\"/legal/serverless-preview-terms\" target=\"_blank\"\u003eTerms of Service\u003c/a\u003e, and that Elastic may \u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003econtact you\u003c/a\u003e about our related products and services, using the details you provide above. See \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e","updated_at":"2025-06-24T19:53:23.399Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:53:26.258Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt9753de504a18d32d","_version":3,"locale":"en-us","ACL":{},"created_at":"2025-06-16T20:13:08.868Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003e提交即表示您確認已詳閱並同意我們的\u003ca href=\"/legal/elastic-cloud-account-terms\" target=\"_blank\"\u003e服務條款\u003c/a\u003e,且同意 Elastic 使用您在上方提供的個人資料\u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003e與您聯絡\u003c/a\u003e,為您提供相關產品和服務的資訊。如需詳細說明或隨時想停止收到產品和服務資訊,請參閱 \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic 的隱私聲明\u003c/a\u003e。\u003c/p\u003e","tags":[],"title":"Newsletter GDPR Text - TW","translate_content_l10n":"\u003cp\u003e提交即表示您確認已詳閱並同意我們的\u003ca href=\"/legal/elastic-cloud-account-terms\" target=\"_blank\"\u003e服務條款\u003c/a\u003e,且同意 Elastic 使用您在上方提供的個人資料\u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003e與您聯絡\u003c/a\u003e,為您提供相關產品和服務的資訊。如需詳細說明或隨時想停止收到產品和服務資訊,請參閱 \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic 的隱私聲明\u003c/a\u003e。\u003c/p\u003e","updated_at":"2025-06-24T19:53:16.878Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:53:19.746Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt024b3968b373917d","_version":3,"locale":"en-us","ACL":{},"created_at":"2025-06-16T20:13:09.020Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003eBy submitting you acknowledge that you've read and agree to our \u003ca href=\"/legal/elastic-cloud-account-terms\" target=\"_blank\"\u003eTerms of Service\u003c/a\u003e, and that Elastic may \u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003econtact you\u003c/a\u003e about our related products and services, using the details you provide above. See \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e\u003cp\u003eBy submitting this form, I agree to Elastic sharing my contact information with Google Cloud. I also agree to Elastic giving my information to the vendor for the purpose of shipping my food package.\u003c/p\u003e","tags":[],"title":"GDPR Text + Google Cloud","translate_content_l10n":"\u003cp\u003eBy submitting you acknowledge that you've read and agree to our \u003ca href=\"/legal/elastic-cloud-account-terms\" target=\"_blank\"\u003eTerms of Service\u003c/a\u003e, and that Elastic may \u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003econtact you\u003c/a\u003e about our related products and services, using the details you provide above. See \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e\u003cp\u003eBy submitting this form, I agree to Elastic sharing my contact information with Google Cloud. I also agree to Elastic giving my information to the vendor for the purpose of shipping my food package.\u003c/p\u003e","updated_at":"2025-06-24T19:51:55.303Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:51:59.872Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt3c74c1ef8d1dd442","_version":3,"locale":"en-us","ACL":{},"created_at":"2025-06-16T20:13:09.166Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003eInviando la registrazione (1) esprimi il consenso ai \u003ca href=\"/legal/terms-of-use\"\u003etermini e condizioni di Elastic\u003c/a\u003e e \u003ca href=\"/legal/privacy-statement\"\u003eall’informativa sulla privacy\u003c/a\u003e, nonché (2) a ricevere saltuarie e-mail.\u003c/p\u003e","tags":[],"title":"Newsletter GDPR Text - Italian","translate_content_l10n":"\u003cp\u003eInviando la registrazione (1) esprimi il consenso ai \u003ca href=\"/legal/terms-of-use\"\u003etermini e condizioni di Elastic\u003c/a\u003e e \u003ca href=\"/legal/privacy-statement\"\u003eall’informativa sulla privacy\u003c/a\u003e, nonché (2) a ricevere saltuarie e-mail.\u003c/p\u003e","updated_at":"2025-06-24T19:51:48.710Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:51:51.625Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt7a2ecc87e95e0fed","_version":2,"locale":"en-us","ACL":{},"created_at":"2023-08-23T22:51:28.540Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003eBy submitting you acknowledge that you've read and agree to our \u003ca href=\"/legal/terms-of-use\" target=\"_blank\"\u003eTerms of Service\u003c/a\u003e, and that Elastic may \u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003econtact you\u003c/a\u003e about our related products and services, using the details you provide above. See \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e","tags":[],"title":"Newsletter GDPR Text","translate_content_l10n":"\u003cp\u003eBy submitting you acknowledge that you've read and agree to our \u003ca href=\"/legal/terms-of-use\" target=\"_blank\"\u003eTerms of Service\u003c/a\u003e, and that Elastic may \u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003econtact you\u003c/a\u003e about our related products and services, using the details you provide above. See \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e","updated_at":"2025-02-12T23:46:08.342Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2025-06-13T22:09:23.647Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltfb44eb6e899331a4","_version":1,"locale":"en-us","ACL":{},"created_at":"2024-11-13T23:43:06.196Z","created_by":"blt36e890d06c5ec32c","english_content":"Or","tags":[],"title":"Or","translate_content_l10n":"Or","updated_at":"2024-11-13T23:43:06.196Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2024-11-13T23:44:21.198Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt2aeecde6c1729945","_version":4,"locale":"en-us","ACL":{},"created_at":"2023-01-26T21:09:02.610Z","created_by":"blt36e890d06c5ec32c","english_content":"Load more","tags":[],"title":"Load more","translate_content_l10n":"Load more","updated_at":"2024-09-03T16:41:46.744Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2024-09-03T16:42:00.289Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":1,"locale":"en-us","uid":"blt6f3ad4a078adc611","ACL":{},"created_at":"2024-05-28T12:47:25.539Z","created_by":"blt3e52848e0cb3c394","english_content":"Overview","tags":[],"title":"Overview","translate_content_l10n":"Overview","updated_at":"2024-05-28T12:47:25.539Z","updated_by":"blt3e52848e0cb3c394","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-05-28T12:47:29.022Z","user":"blt3e52848e0cb3c394"}},{"_version":4,"locale":"en-us","uid":"blt3b08c089ffd331e6","ACL":{},"created_at":"2023-01-26T21:09:09.267Z","created_by":"blt36e890d06c5ec32c","english_content":"Can't make it? Register and we'll send you the recording. You'll also receive an email with related content","tags":[],"title":"Can't make it? Register and we'll send you the recording. You'll also receive an email with related content","translate_content_l10n":"Can't make it? Register and we'll send you the recording. 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Elastic’s CEO Ash Kulkarni will be appearing at stops across the tour, opening keynotes with a candid conversation about why your data has never been more valuable.","author":[{"uid":"blt50c7dc7ebe247328","_version":6,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2019-09-06T20:54:09.688Z","created_by":"blt3044324473ef223b70bc674c","email_id":"","facebook_id":"","first_name":"Dan","image":{"uid":"blt76e7dbef6af58b16","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2019-09-06T20:54:08.837Z","updated_at":"2019-09-06T20:54:08.837Z","content_type":"image/jpeg","file_size":"64096","filename":"headshot-daniel-courcy-300x300.jpg","title":"headshot-daniel-courcy-300x300.jpg","ACL":{},"_version":1,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2019-09-06T22:26:42.958Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt76e7dbef6af58b16/5d72c7706b141a30e6ef1a6b/headshot-daniel-courcy-300x300.jpg"},"job_title_l10n":"Director, Product Marketing","key":"","last_name":"Courcy","linkedin_id":"","paragraph_l10n":"\n\u003cp\u003eWorking at Elastic since May of 2019, Dan is the product marketing manager for Elasticsearch.\u0026nbsp;His hobbies include spending time with friends and family, playing card games, starting new home improvement projects, and enjoying the great outdoors (fishing, hiking, and camping).\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Dan Courcy","twitter_id":"","updated_at":"2025-06-02T20:05:41.690Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2025-06-02T20:05:44.961Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":["blt0c9f31df4f2a7a2b"],"created_at":"2026-09-08T16:41:47.123Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs1e080fa8f779c166"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/events/elasticon\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic{ON}\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;kicks off this September with seven stops in cities around the world, running through March 2027:\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMumbai\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/new-york-city\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eNew York\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/amsterdam\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAmsterdam\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/san-francisco-ai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSan Francisco\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, London, Washington, DC, Singapore, and a final digital event. The annual tour has been a fixture of the Elastic community since the early days back when the platform was more commonly known as the ELK Stack, growing from grassroots developer meetups into the global practitioner event series it is today.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Forge the future: Make all your data an AI advantage","_metadata":{"uid":"csc0db3da012e2ee7c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe more powerful AI gets, the more your data is worth. That’s true whether you're a developer building something that needs to understand the world around it, an SRE diagnosing what broke and why, or a security analyst chasing a threat through millions of events. Elastic’s CEO Ash Kulkarni will be appearing at stops across the tour, opening keynotes with a candid conversation about why your data has never been more valuable and how an evolved Elasticsearch will make your observability, security, and AI applications smarter, faster, and more efficient.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For builders and developers","_metadata":{"uid":"cs77ac0384b40002b5"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you've shipped an AI application that worked and then watched it fall apart in production, the problem is likely context. Getting reliable, accurate context into an AI agent at scale is harder than it looks, and the gap between a working prototype and a production-ready app is where most teams get stuck.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis year's search track will show you how Elasticsearch helps you scale agents in production with context that's reliable, token efficient, and current. Agent responses stay accurate, and the AI experiences you ship stay reliable as workloads grow. This year's Elastic{ON} is where developers can figure out how to give production the context the demo took for granted.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For SREs and platform engineers","_metadata":{"uid":"cs4ace7e66c385b5b0"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost SREs have a story about a night when everything went sideways at once. The question isn't whether incidents will happen; it's whether your tooling can handle them before they wake up the entire team.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis year’s observability track will spotlight how significant investments in both logging and metrics can help you keep more of the signals you need (while spending less) and will give you a sneak peek into how Elastic's forthcoming AI SRE will autonomously detect, investigate, and resolve incidents. A future devoid of 3:00 a.m. alerts is closer than it sounds after all. This year's Elastic{ON} is where SREs can figure out what to do when their observability data is growing faster than their team can manage it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For security analysts and SOC teams","_metadata":{"uid":"csce2fb8f1c6ac69b3"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery SOC analyst knows the feeling where the queue never stops growing. Attacks land in minutes, and the alert that matters is buried under a thousand that don't.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe Elastic{ON} security track shows how your team can shift from working the queue to deciding on the work. It starts with the opening keynote, where agents run continuous detection, investigation, and correlation and then deliver evidence-backed proposals for humans to act on. The track also covers continuous threat hunting that surfaces what analysts would have missed; expanded Attack Discovery and alert analysis workflows that hand analysts pre-triaged findings; agentic endpoint operations that retire manual tool-chaining; and native security intelligence that turns research into customer protections. All of it is built to augment your SOC, not replace it. A day spent making decisions instead of chasing alerts is closer than most teams expect.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What to expect","_metadata":{"uid":"cs4b148668301fd261"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery stop will have:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eA keynote\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThree practitioner-focused breakout tracks across search, security, and observability\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHands-on workshops\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCustomer stories\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLive demonstrations\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eA look at what's arriving in Elastic's next release\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAn evening networking reception\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"What's not on the agenda","_metadata":{"uid":"cs5c6ca339f7e80e30"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSome of the best things about Elastic{ON} don't show up on the agenda. It's the hallway conversations and the chance meetings with a former colleague or a peer from across the industry. The \"small world\" moments where you realize that despite how many winding roads there are in tech, Elasticsearch keeps bringing like-minded people back into the same room. These meetings and conversations are always worth the trip.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What you’ll walk away with","_metadata":{"uid":"csd1bf624572555b34"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAttendees tend to leave Elastic{ON} thinking differently about data — not just the structured kind in an old-school database, but the stuff being generated everywhere constantly, like call transcripts, observability streams, security telemetry, and agent traces. It’s the data that's already there and mostly going unused.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhat if your sales team's call recordings could actually shape what your CRM tells you about a deal? What if those unused logs weren't just a storage cost but a critical signal? With Elasticsearch, there's no hard ceiling on how data can be put to work. And Elastic{ON} is where you learn how to do it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Find your stop","_metadata":{"uid":"csd6d873e0cfa02aca"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCity\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDate\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRegistration link\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eMumbai\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSep. 30, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/3e3e2636-dca7-41f8-85e4-352ee829675e/register?_gl=1*jmrd5f*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTAxMTkkajU5JGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eNew York\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eOct. 8, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/22fae7b1-f70c-4d2f-aaf9-69ec393fbe6f/register?_gl=1*z0de0p*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTAyNDckajYwJGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eAmsterdam\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eOct. 20, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/4398e21f-47a1-49cf-ac9e-a82a4ccc2584/register?_gl=1*pefaca*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTA2NTMkajckbDAkaDExODYxMzk4MDA.\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSan Francisco\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eNov. 4, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/691836f9-1321-4760-9413-c1b490531842/register?_gl=1*18eqatj*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTA2MjEkajM5JGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eLondon\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eFeb. 25, 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSingapore\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eMar. 23, 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eWashington, DC\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eTBC 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e"}],"_metadata":{"uid":"cs0c8bad0a81386ddc"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs3bccd2869482379f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 11pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs511423bd4bf47b3d"}}}],"publish_date":"2026-09-08","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":["bltdeb5e512cabf0e10","blt8a7a5ea52ac5d888","blt10eb11313dc454f1","blt569b48df66a9ba5d"],"thumbnail_image":{"uid":"blt092b27ada9dd7903","_version":1,"title":"Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-09-08T16:33:49.371Z","updated_at":"2026-09-08T16:33:49.371Z","content_type":"image/png","file_size":"101253","filename":"Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-09-08T16:44:54.304Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt092b27ada9dd7903/6aa038ed37d7f37eb38eb219/Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png"},"title":"See you at Elastic{ON} 2026","title_l10n":"See you at Elastic{ON} 2026","updated_at":"2026-09-08T20:13:16.948Z","updated_by":"bltd9765be97bbed20c","url":"/blog/elasticon-2026","publish_details":{"time":"2026-09-08T20:13:22.796Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},"heroPost":[{"_content_type_uid":"blog_v2","uid":"bltacf81020c698dd9b","locale":"en-us","_version":4,"ACL":{},"abstract_l10n":"Join us at Elastic{ON} Mumbai to explore search, full-stack observability, and security, and how Elastic acts as the context engine that grounds agentic AI in your enterprise data, transforming regulatory mandates and data into an AI advantage.","author":[{"uid":"blt9c58c47fd772bd4e","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-08-25T19:04:53.764Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Atul","image":null,"job_title_l10n":"Area Vice President and General Manager, India","key":"","last_name":"Ahuja","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Atul Ahuja","twitter_id":"","updated_at":"2026-08-25T19:05:01.085Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-25T19:05:06.069Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":["blt0c9f31df4f2a7a2b"],"created_at":"2026-08-26T02:46:04.632Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs528fc0c8b00cb153"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIndia’s digital ecosystem is undergoing a monumental shift, and it is happening in more places at once than ever before. That’s why we are bringing \u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic{ON} to Mumbai\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e for the very first time on 30 September 2026.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs the financial capital of India, Mumbai is where technology meets scale, governance, and business impact. From public sector organisations and massive diversified conglomerates to premier financial institutions, digital leaders across the country are navigating a rapidly evolving operational landscape.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhether you are managing complex hybrid infrastructures or driving customer-facing digital innovations, one message is becoming undeniably clear: In order to build resilient, reliable, and secure systems, you need full-stack observability, modern security, and the ability to retrieve the right context from your own data the moment someone or \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003esomething\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e asks for it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat last requirement is the one that has changed most. Search used to be how people found information; it is now how AI agents ground their reasoning before they act, which means observability, security, and AI all rest on the same foundation. There are three things converging on Indian enterprises at once, so let me take each in turn.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The new mandate: Why full-stack observability matters now ","_metadata":{"uid":"csc4d7d310ab26b7a0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLast month, the Reserve Bank of India replaced its supervisory rulebook, retiring hundreds of circulars in favour of consolidated \u003c/span\u003e\u003ca href=\"https://www.rbi.org.in/Scripts/BS_ViewMasterDirections.aspx?did=402\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMaster Directions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e on cybersecurity, technology risk, resilience, and assurance. This is not a financial services story. SEBI and IRDAI have moved the same way, and regulators well beyond India are converging on the same expectations. That is, the board owns technology and cyber risk, business continuity and disaster recovery have to be formally tested rather than asserted, and evidence has to be produced on demand. The message is clear: Siloed visibility is no longer enough. Institutions need a unified, end-to-end view across every layer of technology in real time.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLast year, the Reserve Bank of India consolidated its supervisory rulebook into the RBI Information Technology Governance, Risk, Controls and Assurance Practices \u003c/span\u003e\u003ca href=\"https://www.rbi.org.in/Scripts/BS_ViewMasterDirections.aspx?did=402\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMaster Directions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (effective April 2024) — a signal that enterprise regulation is shifting across sectors. SEBI, IRDAI, and regulators globally are raising the same aforementioned expectations. Again, siloed visibility is no longer enough, and organisations that treat this as someone else's problem today will find themselves behind the curve sooner than they expect.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost organisations aren't starting from zero. They have logs here, APM there, and metrics somewhere else. The challenge is bringing them all together, and that's exactly where Elastic can help. Getting that foundation right is also the precondition for agentic AIOps. An agent can only triage an incident if it can retrieve the right logs, traces, and metrics with the right context in seconds.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFull-stack observability will be a key part of the conversation at Elastic{ON} Mumbai with practical advice and support on how to make it achievable.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Strengthening security and digital resilience","_metadata":{"uid":"csa32faa74e17d489b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCybersecurity remains a top priority across every boardroom in India. And the regulatory picture is tightening in step. SEBI's mandate for formal SOC audits is one example of a broader sweep of reforms across financial services, insurance, and beyond, pushing organisations to move from asserting security to proving it. India has also introduced a mandatory six-hour incident reporting window, turning detect-and-respond from an aspiration into a hard deadline.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs enterprise attack surfaces expand with rapid cloud adoption, security teams face the challenge of analysing massive volumes of data without introducing operational silos or skyrocketing costs.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMeeting a clock like that is a data problem before it is a security problem. Security and observability share a foundational requirement: clean, structured data at scale. By unifying SIEM, endpoint security, and cloud security, organisations can eliminate data silos between SOC analysts and DevOps engineers.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic{ON} Mumbai, we will showcase how search-powered AI accelerates threat detection, automates incident response, and helps security teams protect critical operations. We will also look at what agentic AI \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eactually\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e changes in the SOC, including analysts investigating in natural language instead of query syntax and agents that are only as trustworthy as the context they can retrieve and cite.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Search and agentic AI: Moving from AI hype to practical enterprise context","_metadata":{"uid":"cs52027716b63d5d5a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBeyond security and observability, the conversation dominating C-suites across India today is agentic AI. India's scale and diversity place unique demands on AI systems with hundreds of millions of digitally connected citizens, dozens of languages, and urban and regional markets with very different needs. And with the Digital Personal Data Protection Act now moving into phased compliance, every enterprise handling personal data faces real constraints around consent, breach notification, and data transfers. For agentic AI to be viable at scale in India, it has to be built on a foundation that is not just capable, but provably safe and auditable.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis shifts the conversation from what AI can do to whether your data infrastructure can support it responsibly. That's where proprietary data integration and context become the real differentiator between an experimental AI project and something production-ready.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic{ON} Mumbai, we will demonstrate how the Elasticsearch Platform serves as the context engine for agentic AI. We bring together semantic search, context engineering, and modern search so that organisations can implement AI that is safe, accurate, and scalable across search, security, and observability.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What to expect at Elastic{ON} Mumbai","_metadata":{"uid":"cs9c482b219efce123"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eHeld at the JW Marriott Mumbai Sahar on 30 September 2026, Elastic{ON} Mumbai brings together tech leaders, developers, SREs, DevSecOps professionals, and CXOs for a full day of innovation, technical deep dives, and real-world collaboration.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eHere is how you can make the most of the agenda:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eKeynotes and product updates:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Hear directly from Elastic executive leadership and global product experts as they showcase features, roadmap innovations, and strategies for leveraging agentic AI across enterprise workflows.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eFull-stack observability deep dives:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Learn how to modernise data platforms, unify telemetry, and meet complex regulatory and data sovereignty standards while maintaining peak performance. We will also walk through what your deployment options actually look like under data localisation rules: Elastic Cloud in the Mumbai region, self-managed, or fully air-gapped.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eSecurity breakouts:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Meet the SOC that never sleeps. Agentic triage, Attack Discovery, and autonomous forensic investigation close the gap between alert and action. We'll get into what Alert Zero actually looks like when you're working against reporting windows like CERT-In's six-hour deadline — the kind of clocks regulators are increasingly setting across industries.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eSearch and AI breakouts:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Learn about using Elasticsearch as the context infrastructure for AI to combine hybrid retrieval, a vector database you can deploy in minutes and scale to billions, Jina models, and more accurate agent results at lower cost.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eHands-on workshops and\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003e\u003cstrong\u003eCapture the Flag\u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003e:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Join three 90-minute labs run alongside the main stage:\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eSmarter Agents\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eSharper Search\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eObservability in the Age of AI\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e, and an Agentic SOC workshop. We close with a\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eCapture the Flag\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;competition.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eCustomer and partner insights:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Hear practical advice and real-world lessons from leading Indian enterprises, hyperscalers, and global system integrators.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Innovating for local impact: NASSCOM hackathon","_metadata":{"uid":"cse8499779219d77b3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eIndia’s strength lies in its immense talent pool and its unique capability to build solutions for real-world complexity.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eA key highlight leading up to our main event is the \u003c/span\u003e\u003ca href=\"https://elastic.hackculture.io/\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eForge the Future Hackathon\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003e,\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e organised in close collaboration with Nasscom, Sarvam, and Hack Culture. Through this hackathon partnership, we are bringing together top developers, engineers, and innovators to solve critical challenges across AI, digital access, and technological innovation.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eWe encourage our local developer and tech community to step forward, build on Elastic, and tackle real-world challenges ahead of the conference. Learn more and register your team \u003c/span\u003e\u003ca href=\"https://elastic.hackculture.io/\"\u003e\u003cspan style='font-size: 12pt;'\u003ehere\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e. The winners will be announced on the main stage in Mumbai.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Final thoughts","_metadata":{"uid":"csb13c6315d000c362"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI've been in technology leadership in India for a long time. I've seen cycles of hype come and go. I've also seen the moments when real transformation actually happens.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhat's different now is the convergence. The RBI mandate creates urgency for observability. The threat landscape creates urgency for security. And agentic AI creates an opportunity but only for organisations that have their data infrastructure in order. All three rest on the same foundation: the ability to search your own data and hand the right context to whoever or\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003ewhatever\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is asking. Those three things are arriving at the same time, and the organisations that navigate them well in the next 18 months will be in a fundamentally different position from those that don't.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThat's what we'll be talking about in Mumbai, not theory but practical paths forward.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI look forward to seeing you there.\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRegister now for\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic{ON} Mumbai\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs589145ca9a0536bd"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs974c148356ebc10e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs29b2eb062e8d14a7"}}}],"publish_date":"2026-08-26","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic{ON} Mumbai: Scaling innovation with search, agentic AI, and full-stack observability","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Join us on 30 September as we explore search, full-stack observability, and security, and how Elastic acts as the context engine that grounds agentic AI in your enterprise data, transforming regulatory mandates and data into an AI advantage.","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"}],"tags_use_case":["blt8a7a5ea52ac5d888","blt569b48df66a9ba5d","blt10eb11313dc454f1"],"thumbnail_image":{"uid":"blteb5734b59f6dab13","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-25T19:08:38.908Z","created_by":"bltb6c155cd84fc0c1a","file_size":"43270","filename":"web-elasticon-event-thumbnail.png","parent_uid":null,"tags":[],"title":"web-elasticon-event-thumbnail.png","updated_at":"2026-08-25T19:08:38.908Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-26T04:30:00.384Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blteb5734b59f6dab13/6a8de836b74e9d0b7244a84e/web-elasticon-event-thumbnail.png"},"title":"Forging India's Digital Future: Elastic{ON} Comes to Mumbai","title_l10n":"Forging India's Digital Future: Elastic{ON} Comes to Mumbai","updated_at":"2026-08-27T01:41:02.098Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elasticon-mumbai-2026","publish_details":{"time":"2026-08-27T01:41:17.440Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_content_type_uid":"blog_v2","uid":"blt99b26de75141aee2","locale":"en-us","_version":8,"ACL":{},"abstract_l10n":"Today, we announced an expanded collaboration to bridge the gap between AI agents and the enterprise context they need, helping organizations build production-ready AI applications and agents using OpenAI models with Elasticsearch.","author":[{"uid":"blt5bc7f3664a21b98a","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-07-30T01:31:11.092Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Gregory","image":null,"job_title_l10n":"GVP, Chief of Staff to the CEO and Head of Corporate Development","key":"","last_name":"Tademoto","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Gregory Tademoto","twitter_id":"","updated_at":"2026-07-30T01:31:11.092Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-30T01:31:20.076Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt9d6e81ff1a69cdfa","locale":"en-us","ACL":{},"_version":11,"company_l10n":"Elastic","created_at":"2019-08-17T02:13:56.787Z","created_by":"blt33089e376a9b1ed3","email_id":"","facebook_id":"","first_name":"Hemant","image":{"uid":"blt1c351be4275ea93c","_version":1,"title":"Hemant Malik","created_by":"blt03b12f5a6591ef8c","updated_by":"blt03b12f5a6591ef8c","created_at":"2026-05-27T12:57:48.143Z","updated_at":"2026-05-27T12:57:48.143Z","content_type":"image/png","file_size":"313490","filename":"4607974220058016275ee9eef1854aa7d3203592-512x512.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-23T09:19:18.474Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt1c351be4275ea93c/6a16ea4c5091682b5ee1b766/4607974220058016275ee9eef1854aa7d3203592-512x512.png"},"job_title_l10n":"AI Ecosystem Architect","key":"","last_name":"Malik","linkedin_id":"","paragraph_l10n":"\u003cp\u003eHemant AI Ecosystem Architect at Elastic. He works with AI technology providers to forge product integrations with Elastic technologies to supercharge AI Developers' experience when building with Elasticsearch.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Hemant Malik","twitter_id":"","updated_at":"2026-07-13T13:52:26.715Z","updated_by":"blt03b12f5a6591ef8c","publish_details":{"time":"2026-07-23T09:19:18.376Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":["blt0c9f31df4f2a7a2b"],"created_at":"2026-07-30T01:45:01.730Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs50ac0b53c9108a5a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAI agents are only as useful as the enterprise context they reason over. Much of what organizations know and need for AI agents to deliver is spread across unstructured data, such as documents, tickets, logs, metrics, traces, and security alerts that change continuously and are governed by different permissions.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eToday, we announced an expanded collaboration to close that gap, helping organizations build production-ready AI applications and agents using OpenAI models with Elasticsearch. OpenAI brings advanced reasoning; Elastic is purpose-built for unstructured data and brings the retrieval, governance, and operational data layer that helps models find relevant, real-time context and use it in production.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe collaboration will focus on three customer outcomes:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eContext-aware AI agents\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;that retrieve accurate, permission-aware enterprise knowledge at scale with fewer tokens\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgentic observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;that correlates telemetry and accelerates root cause investigation for SRE teams\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgentic security operations\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003ethat accelerate detections, help triage alerts, enable faster response, and proactively recommend detection rules to close security gaps\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic has supported OpenAI models through its AI assistants and connectors since 2023. This announcement expands that foundation across product collaboration and joint customer value.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elasticsearch: The context layer for agentic AI","_metadata":{"uid":"csbca961ab55cea82c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIn the agentic AI era, an enterprise’s value lies in its context — its data, history, decisions, and institutional knowledge spread across unstructured data. OpenAI’s\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://openai.com/index/inside-our-in-house-data-agent/\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003ein-house data agent\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;shows that reliable outcomes depend on bringing together multiple layers of context. Elasticsearch as a\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/agent-memory-elasticsearch\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003econtext layer\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;gives agents persistent, governed memory to retrieve what matters as well as the ability to retain useful knowledge across interactions and ground every response and action in the enterprise.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe practical challenge in context is a retrieval problem: selecting the right information at the right time with the right permissions. Elasticsearch combines lexical and vector search, semantic reranking, filters, and access controls in one platform. In recent\u003c/span\u003e\u003cspan style=\"color: rgb(68, 71, 70);font-size: 12pt;\"\u003e\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/agent-memory-elasticsearch\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic internal retrieval tests\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(68, 71, 70);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic was used for organizational memory and delivered 0.89 recall and complete protection of data across users.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elastic-agent-builder-ai-agents-context-management\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEconomics\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;matters as much as accuracy. In a constrained experiment using the BrowseComp-Plus dataset, our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/pre-computed-context-llm-agent-costs\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eprecomputed Knowledge Indicators\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;reduced input-token use by up to 75% compared with the experiment's standard retrieval augmented generation (RAG) baseline while answer accuracy increased from 60% to 92%. Results will vary by workload, but the direction is clear: Better retrieval can improve both reliability and cost.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Agent Builder can be used with OpenAI models and agents for improving context and delivering higher relevance and greater efficiency. Agent Builder tools can be exposed to OpenAI agents over MCP, Skills are available to Codex, and Agent Builder supports GPT models for reasoning and tools.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAs models advance, context is what enables enterprises to derive real ROI and maintain unique knowledge and advantage in the world of agentic AI. Together, OpenAI and Elasticsearch give developers a practical foundation for agents that can create, manage, and retrieve context over governed enterprise data.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Observability: Agentic investigations powered by unstructured telemetry","_metadata":{"uid":"cs091358c365a36008"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOperational context lives in unstructured telemetry data. Agentic applications introduce additional data like prompts, tool calls, model responses, token usage, traces, and retrieval steps. Elastic Observability brings those AI application signals together with logs, metrics, traces, and digital experience data in a single observability platform. With Elastic Workflows, Agent Builder, and Skills, teams automate investigations and remediation using telemetry data, past incidents, design docs, runbooks, and guidelines — applying repeatable practices.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s agentic investigation experiences begin when an alert fires, correlating evidence across signals, identifying a likely root cause, and surfacing recommended next steps as the SRE investigation begins. The outcome is less time gathering evidence, less tool switching, and faster resolution.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe same platform can help teams operating OpenAI-powered applications. Elastic’s \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/integrations/openai\"\u003e\u003cspan style='font-size: 12pt;'\u003eOpenAI integration\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e collects API usage metrics and organization audit logs. Teams can correlate token consumption, model activity, API calls, and administrative changes with application latency, errors, deployments, and infrastructure health, using one data platform and one query language from the application layer through the model layer.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Security: Agentic security operations platform","_metadata":{"uid":"cs236da1d6678e715b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSecurity teams face a similar context problem with too many alerts spread across a steadily increasing number of endpoints, networks, cloud providers, identities, and application data. Elastic Security is an agentic security operations platform that unifies SIEM, XDR, and native automation around an agentic operating model. The platform investigates, correlates evidence, and prepares a response plan, while analysts retain judgment, verification, and approval. These capabilities are available in Elastic Security today, and this new operational model is already helping our customers streamline investigations and improve outcomes.\u0026nbsp;\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAttack Discovery works with OpenAI's latest frontier models to correlate disparate alerts into coherent attack chains, mapping activity to MITRE ATT\u0026amp;CK, identifying affected users and hosts, and attaching findings to cases and response workflows, so analysts triage a handful of evidence-backed attacks instead of thousands of raw alerts.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Builder ships with a native agent that comes ready-made with skills, such as threat hunting and alert analysis, controlled tool access, and full reasoning traces for auditability. Teams have the option of building custom agents and workflows on top of Agent Builder. Meanwhile, Automatic Import builds custom data integrations in minutes, Automatic Migration translates Splunk and QRadar detection rules into Elastic Security, and the Elastic Security MCP App brings alert triage, threat hunting, and case management into the AI tools analysts already use.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith these capabilities, our customers are already seeing measurable value. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/visa\"\u003e\u003cspan style='font-size: 12pt;'\u003eVisa\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, as part of its migration from a legacy SIEM to Elastic Security, built its first agentic SOC workflow with a constrained, human-on-the-loop AI validation step. This cut triage on a high-stakes mainframe detection from 10–20 minutes to seconds while keeping every AI decision auditable. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/ai-driven-analytics\"\u003e\u003cspan style='font-size: 12pt;'\u003eAirtel\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e's managed security team reports up to 40% faster triage and analysis and 30% faster investigations using Attack Discovery, Agent Builder, and Automatic Import.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic also helps security and compliance teams monitor the OpenAI platform itself. The existing integration ingests organization audit events, such as login attempts, API key lifecycle changes, role assignments, and configuration updates. These events can be analyzed alongside endpoint and network activity to identify suspicious behavior across the broader AI environment. Elastic’s upcoming support for OpenAI's Compliance Logs Platform will give enterprise teams a more complete, auditable view of activity across OpenAI workspaces and services.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What comes next","_metadata":{"uid":"cs57ca251c6c0f1022"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFor developers, Elastic\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://github.com/elastic/agent-skills\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eagent-skills\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;give OpenAI Codex repeatable, Elastic-specific guidance, while Elasticsearch and connected tools provide governed, real-time access to the unstructured enterprise data agents need to reason accurately and act with precision. We will continue working on deeper integration points to help serve as the context layer.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFor security defenders, as an\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://openai.com/index/daybreak-securing-the-world/\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eOpenAI Daybreak Cyber Partner Program\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;member, we will work to bring GPT-5.5 Cyber specific models reasoning capabilities into Elastic Security’s agentic workflows, helping teams correlate alerts, recommend response actions, and generate detection rules to close confirmed gaps. Combined with Elastic Security Labs threat research, this can turn adversary behavior into faster, more precise protection with responsible deployment and abuse-prevention controls.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFor SRE teams, we plan to deepen agentic investigation capabilities with frontier AI. As Elastic\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/elastic-knowledge-indicators-log-extraction\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eKnowledge Indicators\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;become generally available, they can help precompute operational context from raw telemetry and unstructured operational knowledge, giving agents more precise context for dashboards, topology maps, rules, investigations, and remediation workflows.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhether you are looking for answers stored in documents, operational telemetry, or security events, OpenAI and Elastic are partnering to bring frontier intelligence to your unstructured data.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Ready to get started?","_metadata":{"uid":"cs7a3f62eb63e5434b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eConnect OpenAI models and Codex to Elastic to build grounded agents with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/explore-analyze/ai-features/agent-builder/get-started\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAgent Builder\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;and\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/explore-analyze/ai-features/agent-skills\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAgent Skills\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, observe OpenAI usage with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/integrations/openai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic LLM observability\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, and investigate production issues and threats with Elastic AI Assistant\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/explore-analyze/ai-features/llm-guides/connect-to-openai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003ewith OpenAI models\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e. Start building today.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs2593e313a8169802"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs688c9591f3907094"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs0fb41071fa0b799e"}}}],"publish_date":"2026-07-30","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"blt91d3f9b077793afb","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-07-30T11:16:20.899Z","created_by":"bltb6c155cd84fc0c1a","file_size":"36909","filename":"partners-OpenAI_(1)_(1).png","parent_uid":null,"tags":[],"title":"partners-OpenAI (1) (1).png","updated_at":"2026-07-30T11:16:20.899Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-30T12:00:00.385Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt91d3f9b077793afb/6a6b32848b9d524c2c1f3ab7/partners-OpenAI_(1)_(1).png"},"title":"Elastic and OpenAI collaborate to bring Frontier Intelligence to unstructured enterprise data","title_l10n":"Elastic and OpenAI collaborate to bring frontier intelligence to unstructured enterprise data","updated_at":"2026-07-30T14:31:16.102Z","updated_by":"bltd9765be97bbed20c","url":"/blog/elastic-openai-partnership","publish_details":{"time":"2026-07-30T14:31:21.525Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_content_type_uid":"blog_v2","uid":"blt98d0a4ad6f0afacc","locale":"en-us","_version":6,"ACL":{},"abstract_l10n":"NVIDIA, Elastic, and other industry leaders are founding members of an innovative movement building tools to advance open innovation, shared progress, and trust in AI.","author":[{"uid":"blt39dee51344f15656","_version":5,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2022-05-11T19:58:45.575Z","created_by":"blt1e57c6588ae1816e","email_id":"","facebook_id":"","first_name":"Brian","image":{"uid":"blta836c61e70ff8c61","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2022-10-12T23:56:23.454Z","updated_at":"2022-10-12T23:56:23.454Z","content_type":"image/jpeg","file_size":"37804","filename":"headshot-brian-bergholm-300x300.jpg","title":"headshot-brian-bergholm-300x300.jpg","ACL":{},"_version":1,"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2022-10-12T23:56:29.933Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta836c61e70ff8c61/634754278c820a10568ba8f0/headshot-brian-bergholm-300x300.jpg"},"job_title_l10n":"Principal Product Marketing Manager","key":"","last_name":"Bergholm","linkedin_id":"","paragraph_l10n":"\u003cp\u003eBrian Bergholm is a principal product marketing manager in the Go-To-Market team at Elastic. He’s a specialist in Elastic Cloud, partner marketing, and hyperscaler marketplaces.\u003c/p\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003eHe has spent over 20 years in the tech industry across telecoms, software, and professional services. He most recently spent 15 years at Microsoft in a variety of roles, including global product marketing, sales enablement, launch management, and integrated marketing. During his tenure, he supported numerous launches including Office 365, Windows 10, and Azure Marketplace. He joined Elastic because of the power of search to find the answers that matter.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Brian Bergholm","twitter_id":"","updated_at":"2023-12-14T01:55:58.500Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2023-12-14T01:56:01.829Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltb6b21e8c32a7bae7","_version":2,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2026-03-16T16:58:47.372Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Rachael","image":{"uid":"blt344971a463e59f4d","_version":1,"title":"headshot-rachel-wade-300x300.jpg","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2026-07-01T14:58:59.187Z","updated_at":"2026-07-01T14:58:59.187Z","content_type":"image/jpeg","file_size":"21238","filename":"headshot-rachel-wade-300x300.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-01T14:59:06.262Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt344971a463e59f4d/6a452b33852f8509d8af90ee/headshot-rachel-wade-300x300.jpg"},"job_title_l10n":"Global Tech Alliances Manager","key":"","last_name":"Wade","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Rachael Wade","twitter_id":"","updated_at":"2026-07-01T14:59:01.646Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2026-07-01T14:59:06.112Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":["blt0c9f31df4f2a7a2b"],"created_at":"2026-07-27T08:22:56.843Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"cs04ae885bf2592da9"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic joins NVIDIA and other industry leaders as an inaugural member of the Open Secure AI Alliance.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eOpen Secure AI Alliance is a movement to build new tools to advance open innovation, shared progress, and trust in AI across industries.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic has consistently contributed to the advancement of security through open source software, published threat research, and detection innovation.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eAs an Open Secure AI Alliance member, Elastic will contribute research, tools, and architectural knowledge to a shared body of work.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs08e6fbea0dfe0267"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAI is accelerating innovation, unlocking new frameworks, workflows, and applications, but also raising the stakes on security. Adversaries can exploit vulnerabilities faster than ever, and AI agents add another layer of speed and scale. Capitalizing on AI's potential requires an open security approach, where sharing research, tooling, and intelligence broadly lets more defenders identify, understand, and respond to emerging threats. This approach also removes the friction of relying solely on proprietary threat intelligence because in the age of adversarial AI, every barrier is a liability.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eToday, Elastic is joining NVIDIA and other industry leaders as an inaugural member of the \u003ca href=\"https://blogs.nvidia.com/blog/open-secure-ai-alliance?ncid=partn-84075\" target=\"_blank\"\u003eOpen Secure AI Alliance\u003c/a\u003e. As part of the alliance, Elastic will contribute its expertise in open security, large-scale search, and AI-powered detection to help make AI systems more transparent, observable, and secure.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The Open Secure AI Alliance","_metadata":{"uid":"cs1996361f41731ad5"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith a mission to accelerate innovation while strengthening AI security, Open Secure AI Alliance members will focus on expanding AI safety and security through open research and shared tooling. The alliance reflects a shared belief that security improves when defenders can collaborate openly rather than relying on isolated intelligence. As AI evolves rapidly, the goal is to develop methodologies and tools that identify and patch vulnerabilities as fast as they emerge — something Elastic has championed for years. This creates a defensive capability where critical intelligence is shared, not locked inside a small number of closed systems.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Open is in our DNA","_metadata":{"uid":"cs7d899dc2f008fc97"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic has embodied an open source philosophy from the start, contributing to the advancement of open source software. Our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/jina-search-models\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eJina AI models\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;are open weight, enabling developers to inspect, deploy, and build on the same models that power AI search and retrieval. That same commitment extends to our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003epublished threat research\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;and security innovation, turning world-class research into world-class protection through enhancements to detection, triage, and response in our tools. Our strengths in cybersecurity, observability, generative AI (GenAI), and agentic AI align directly with the Open Secure AI Alliance mission to serve the security needs of enterprises and agencies pursuing AI today.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic brings capabilities that directly support the Open Secure AI Alliance mission, including:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eModernizing SecOps with AI-driven security analytics to detect, investigate, and respond before threats have a chance\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003ePrioritizing trust, transparency, and explainability in agentic operations by providing open, inspectable agentic frameworks where analysts can see the prompts, inspect the queries, and verify every AI decision\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic is proud to join the Open Secure AI Alliance and help close the gap between emerging vulnerabilities and the defenders working to stop their exploitation. Elastic Security brings the open, barrier-free platform built to enable organizations to scale security operations and quickly adapt to evolving threats through shared knowledge.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"See how Elastic works in the open","_metadata":{"uid":"cs6de7e1d2034a0c49"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLearn more about our commitment to \u003c/span\u003e\u003ca href=\"https://www.elastic.co/about/open-source\"\u003e\u003cspan style='font-size: 12pt;'\u003eopen source\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e development and our ongoing contributions to the community.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csa4d4e8004f8615b4"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs553df315a317aefa"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos, or registered trademarks of Elasticsearch N.V. in the United States and other countries. All other company and product names are trademarks, logos, or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs879dec37979a80a9"}}}],"publish_date":"2026-07-27","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic joins NVIDIA and industry leaders as inaugural member in the Open Secure AI Alliance","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Open Secure AI Alliance for AI safety and security is a movement to build new tools to advance open innovation, shared progress, and trust in AI","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltd11e6308b4dbe770","_content_type_uid":"tags_topic"}],"tags_use_case":["blt569b48df66a9ba5d"],"thumbnail_image":{"uid":"blt7e4753993d9dd51b","_version":1,"title":"elastic-white-background.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-27T08:14:30.970Z","updated_at":"2026-07-27T08:14:30.970Z","content_type":"image/png","file_size":"89272","filename":"elastic-white-background.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-27T09:00:36.570Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt7e4753993d9dd51b/6a67136675300abfb4e1d011/elastic-white-background.png"},"title":"Elastic joins NVIDIA and industry leaders as inaugural member of the Open Secure AI Alliance for AI safety and security","title_l10n":"Elastic joins NVIDIA and industry leaders as inaugural member of the Open Secure AI Alliance for AI safety and security","updated_at":"2026-07-27T09:19:00.925Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-nvidia-inaugural-partner-osaia","publish_details":{"time":"2026-07-27T09:19:07.721Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_content_type_uid":"blog_v2","uid":"blt6c52353bcd8fc374","_version":31,"locale":"en-us","ACL":{},"abstract_l10n":"Today, we are pleased to announce the GA of Elastic 9.5 as the latest version of the Elasticsearch Platform. This release includes a range of new features, including Columnar Mode, VectorDB index mode, and Agent Builder enhancements. Learn more.","author":[{"uid":"blte77e3a1094542909","locale":"en-us","_version":1,"ACL":{},"company_l10n":"","created_at":"2026-07-28T17:27:44.483Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Sarah","image":null,"job_title_l10n":"Principal Product Marketing Launch Ops \u0026 Programs Manager","key":"","last_name":"Leslie","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Sarah Leslie","twitter_id":"","updated_at":"2026-07-28T17:27:44.483Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-28T17:27:49.094Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":["bltfaae4466058cc7d6"],"created_at":"2026-07-28T17:53:04.947Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs4c5e0687f589e416"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eToday, we are pleased to announce the general availability (GA) of Elastic 9.5 as the latest version of the Elasticsearch Platform. This release includes a range of new features aimed to help developers do more with their data, build AI agents more confidently, and sharpen security operations with the introduction of new capabilities across \u003c/span\u003e\u003ca href=\"https://www.elastic.co/enterprise-search\"\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Observability\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csca5b585cb5c0ef33"}}},{"image":{"image":{"uid":"blt4bfd681c46dae24a","_version":1,"title":"image3.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-28T17:47:44.688Z","updated_at":"2026-07-28T17:47:44.688Z","content_type":"image/png","file_size":"346736","filename":"image3.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-04T14:39:49.770Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt4bfd681c46dae24a/6a68eb4078b5fe9c668ef24c/image3.png"},"_metadata":{"uid":"cs465a89ddec2615e6"},"caption_l10n":"The Elasticsearch Platform","alt_text_l10n":"The Elasticsearch Platform","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"What’s new in Elastic 9.5? ","_metadata":{"uid":"cs76e3fb426b498b81"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 continues the advancement of Elasticsearch in efficiency, visibility, and performance to help make enterprise data more accessible and useful. With Elastic 9.5, users can:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eStore more, query faster, and retain longer with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#the-multi-signal-datastore-for-any-workload \" target=\"_self\"\u003e\u003cstrong\u003eColumnar Mode\u003c/strong\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e— Elasticsearch as a native columnar database\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSkip the setup and index tuning with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#vector-database\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eVectorDB index mode and auto-calibration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;—\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003evector search that works out of the box\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMigrate Prometheus workloads to Elasticsearch with the GA of\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#native-prometheus-and-promql-support,-now-ga\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003enative Prometheus and PromQL support\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHelp reach\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#alert-zero:-from-alert-queue-to-validated-threats\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003eAlert Zero\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e;\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003ethe SOC's version of inbox zero — a queue worked down to what actually matters, reached by agents and analysts together\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBuild smarter AI agents with the latest Elastic\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#more-agent-builder-enhancements!\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgent Builder enhancements\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, including Agent Observability and Monitoring and advanced human-in-the-loop approvals\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead more about these and additional feature highlights below.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elasticsearch","_metadata":{"uid":"cs2ea8ab005b55062c"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 brings advancements designed to help every user move faster, operate with greater confidence, and get more value from their data with less friction. This release innovates on\u0026nbsp; multiple aspects of the Elasticsearch Platform from storing and querying data to building and governing AI agents alongside Kibana dashboard enhancements. Read on for details.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The multi-signal datastore for any workload","_metadata":{"uid":"cse1bf1f06f9d8ece1"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic is pleased to announce the technical preview of \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-storage\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eColumnar Mode\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, an opt-in indexing mode that stores each field once in a column store with no inverted index by default, delivering meaningfully smaller storage footprints and a foundation for faster indexing, analytical queries, and longer data retention. It ships alongside existing index modes with zero changes to APIs, dashboards, or integrations. Building on that foundation, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eColumnar Logs\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e is the first specialized profile purpose-built for log data; it keeps a single inverted index on the message field, so full-text search stays fast while storing everything else fully columnar. The result is significantly less storage than logs use today without changing the search experience teams rely on. Both modes are opt-in and existing indices are untouched.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Vector database","_metadata":{"uid":"cs9e643a96ff6d08c7"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eTeams building retrieval for retrieval augmented generation (RAG) applications and agentic AI usually have to make many configuration decisions at index time, and that work grows at production scale. We're introducing these capabilities to take the setup and index tuning off your plate, so vector search works out of the box.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eVectorDB index mode\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;delivers high-performance vector search with a single setting; there’s no manual configuration required. It applies defaults already optimized for vectors, tuning quantization, merge policy, and cache loading for you, so vector search is simpler to stand up and performs out of the box.\u003c/span\u003e\u003c/p\u003e\u003cimg 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\" width=\"331\"/\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/vector-quantization-auto-calibration-diskbbq\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAuto-calibration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;for DiskBBQ vector search\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;automatically configures quantization depth, preconditioning, and oversampling based on statistical analysis of the vectors in the index. The tuning that normally takes expertise and experimentation now happens on its own, using unique algorithms developed at Elastic.\u003c/span\u003e\u003c/p\u003e\u003cimg 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\" width=\"264\"/\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/semantic-field-multimodal-search-elasticsearch\" target=\"_self\"\u003e\u003cstrong\u003eMultimodal semantic\u003c/strong\u003e\u003c/a\u003e\u003cstrong\u003e search makes image search easier for developers.\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Searching images normally means setting up embeddings, ingesting and embedding images, and embedding the query. The new\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cspan data-type='inlineCode'\u003esemantic\u003c/span\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;field simplifies these steps, so users can search images as easily as they search text with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-semantic-text-ga\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cspan data-type='inlineCode'\u003esemantic_text\u003c/span\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"More Agent Builder enhancements!","_metadata":{"uid":"csd8ffa3f7bfa46cf6"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 gives developers greater visibility and control when building AI agents for production.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/opentelemetry-tracing-agent-builder\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgent Observability and Monitoring\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, now available in technical preview, traces large language model (LLM) calls, tool invocations, and reasoning steps as OpenTelemetry (OTel) in Elasticsearch while\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ehuman-in-the-loop approvals\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;gate sensitive actions and record each decision in an audit trail. Developers can also\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ecreate skills, queries, and workflows directly from chat\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eby describing the capability they need, such as a workflow to generate a dashboard. Agent Builder then drafts, names, and saves the configuration without requiring them to leave the conversation, reducing setup time and the need to understand the underlying configuration model.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"AI-native Kibana","_metadata":{"uid":"csd144332ce7f2a528"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith 9.5, our\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e Dashboards \u0026amp; Visualizations API \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ebecomes generally available, providing platform teams with a stable and supported way to create, update, and manage dashboards and visualizations in code. Additionally, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003edashboards in chat \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eis now GA with improved chat quality as well as controls creation and delivers higher speed. These advancements dramatically reduce time-to-insight and eliminate the need for users to build dashboards manually, expediting incident investigation, where speed to a clear visual directly shortens time-to-resolution. And, for use cases where speed is paramount, toggle-on \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eFast Mode UI \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eallows STATS-based queries in Dashboards and Discover to run on a sampled dataset instead of scanning full data, extrapolating results back to real scale while keeping accuracy very close to exact.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced automation where your data lives","_metadata":{"uid":"cs277953e85fdb7bba"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows in 9.5 makes automations faster to build and shows exactly what a workflow will do before it runs. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/ai-workflow-automation-natural-language\"\u003e\u003cspan style='font-size: 12pt;'\u003eNatural language authoring\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now generally available and on by default, so teams can describe the automation they want in plain language that’s generated automatically. Versioning is built in, tracking every change, letting teams compare any two versions, and rolling back to a working one in a click, so there’s always a record of who changed what and when. Visual mode shows a workflow as a graph with its triggers, steps, branches, and logic visible at a glance alongside the YAML; drag-and-drop editing is coming next. And human-in-the-loop now reaches outside Kibana. When a workflow needs a person to approve or weigh in, it pauses and sends the request to tools like Slack. Automation handles the routine while teams stay on top of the decisions that need judgment. These are Elasticsearch Platform capabilities, available across Search, Observability, and Security.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Observability ","_metadata":{"uid":"csa681ccb301d2b360"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 delivers observability upgrades designed to make unified monitoring faster to adopt and easier to scale. Whether you're migrating from Prometheus, onboarding Kubernetes, or connecting cloud and SaaS data, it's easier to get started with less operational overhead. Improved SRE workflows, managed integrations, and AI-ready context help teams move from detection to diagnosis faster.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Native Prometheus and PromQL support, now GA","_metadata":{"uid":"cs5438d5e469fd523b"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith 9.5, it is easier than ever to consolidate observability with best-in-class metrics. With the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/prometheus-metrics-elasticsearch-getting-started\"\u003e\u003cspan style='font-size: 12pt;'\u003ePrometheus remote-write endpoint and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003enative PromQL\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esupport\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e embedded directly in ES|QL, teams can point existing Grafana dashboards and queries at Elastic with minimal migration effort — no need to abandon the query language and workflows they've spent years building. A new \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/migrate-datadog-grafana-dashboards-alerts-to-kibana\"\u003e\u003cspan style='font-size: 12pt;'\u003emigration tool\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is also now GA, helping bring Grafana and Datadog dashboards and alerts into Elastic automatically and making it easier for users to benefit from Elasticsearch's storage efficiency (up to 2.5x better than Prometheus) and faster query performance (up to 30x faster than Prometheus) without starting from scratch. In 9.5, a new codec (ES95) builds on \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElasticsearch's\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e already substantial efficiency gains \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-metrics-engine-30x-faster-prometheus\"\u003e\u003cspan style='font-size: 12pt;'\u003ewith columnar metrics\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to push storage costs down a further ~20% to roughly 3 bytes per sample, so users can monitor more services and retain metrics longer without ballooning the bill. Along with \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0?#ai-native-kibana\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003edashboards-as-code\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and dashboards in chat, these updates let users unify metrics, logs, and traces on a single platform and correlate across all three for faster root cause analysis while keeping the workflows and standards they already rely on.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Complete integrations fully loaded with AI","_metadata":{"uid":"cs64b6c39f41752ca5"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic's latest out-of-the-box integrations for Kubernetes and AWS (tech preview) mean you can go from zero to fully monitored in minutes. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/kubernetes-dashboards-alerts-anomaly-detection\"\u003e\u003cspan style='font-size: 12pt;'\u003eKubernetes monitoring\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now GA and ships complete with preconfigured dashboards, alerts, SLOs, and machine learning jobs. Plus, \u003c/span\u003e\u003ca href=\"https://github.com/elastic/agent-skills\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Skills\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and an \u003c/span\u003e\u003ca href=\"https://github.com/elastic/example-mcp-app-observability\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eObservability MCP app\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e make health monitoring, anomaly detection, incident investigation, and remediation available through any MCP-enabled AI tool where SREs already work. These comprehensive integration packages enable teams to get immediate value from metrics from the moment they connect.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Easier onboarding of cloud native data","_metadata":{"uid":"cs567c718fc3a455e0"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/reference/integrations/managed_integrations\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic managed integrations\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e eliminate the operational burden of ingesting cloud data sources. With just a few clicks, users can now ingest and start getting value without deploying or maintaining on-prem agents. In the spirit of the “easy button,” we’ve also \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esimplified Kubernetes and AWS\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e onboarding by streamlining both setup flows to default to the recommended OTel path, meaning platform engineers and SREs can get up and running without navigating multiple screens and decisions.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced APM and LLM observability","_metadata":{"uid":"cs7c18830d2b60cfa5"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e9.5 delivers a major quality of life improvement for SREs and developers investigating service incidents. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/service-map-apm-dependency-analysis\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDependency analysis in alerts and dashboards\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eintroduces\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ea faster route to triage, eliminating context-switching by surfacing service maps directly in an alert or custom dashboard. Better \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/red-metrics-trace-breakdown-discover\"\u003e\u003cspan style='font-size: 12pt;'\u003esurfacing of anomalies\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e in APM service health views makes ML-based degradation signals easier to spot.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s new \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/anthropic-claude-api-monitoring\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAnthropic integration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e for LLM observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e polls Anthropic's Admin APIs to ingest organization-wide telemetry from the Claude API platform, token usage, cost, and rate limit configuration into Elasticsearch with prebuilt Kibana dashboards and out-of-the-box alerts.\u003c/span\u003e\u003c/p\u003e\u003cfigure style=\"text-align: center\"\u003e\u003cdiv data-img-caption-container=\"true\" style=\"display: inline-block; text-align: center;\"\u003e\u003cimg alt=\"Identify dependencies directly on your alert detail pages.\" src=\"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt067e8b4fb11c577d/6a68fe5e4a8634f3338e86b7/image.png\" style=\"text-align: center;\" /\u003e\u003cfigcaption style=\"text-align: center;\" \u003eIdentify dependencies directly on your alert detail pages.\u003c/figcaption\u003e\u003c/div\u003e\u003c/figure\u003e"},{"title_l10n":"Elastic Security","_metadata":{"uid":"cs8f784c22a169b3e0"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Security 9.5 gives analysts more time to decide and fewer alerts to sort. Stronger endpoint protection stops more threats before they ever raise an alert. Attack Discovery works the alerts that do fire the way an analyst would, surfacing the real attacks so that teams don't start their day buried in raw alerts. And automation runs underneath it all, triggering those investigations and handling the mechanical work, so the decisions stay with analysts.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Alert Zero: From alert queue to validated threats","_metadata":{"uid":"csd47364aa92a03d2e"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/security-labs/agentic-soc-alert-triage-alertzero\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAlert Zero\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is the SOC's version of inbox zero, a queue worked down to what actually matters, reached by agents and analysts together. It’s a goal teams move toward. It doesn't mean zero alerts, and it doesn't mean replacing the analysts. Attack Discovery is what gets a SOC closer to Alert Zero. It now investigates like an analyst by threat-hunting raw events, checking entity risk, and corroborating beyond the alerts that first fired before it calls anything an attack, so teams open a short list of validated attacks instead of a wall of raw alerts. When it finds something the rules missed, it drafts an ES|QL rule to close the gap with an analyst approving before anything is saved.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery run goes through the same investigation now, whether kicked off manually, set on a recurring cadence, or triggered from an Elastic Workflow. A separate alert analysis workflow works the noise from the other side, classifying alerts as true or false positives so that analysts stop losing hours to low-fidelity ones, leaving Attack Discovery a cleaner set to investigate.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced endpoint protection","_metadata":{"uid":"cs7d2ac3456975a485"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWith Elastic Security 9.5, new\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/vulnerable-driver-detection-elastic-defend-byovd\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eendpoint capabilities\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;make protection stronger and extend coverage across more devices. For vulnerable drivers, which attackers bring in already signed and trusted to reach the kernel, our threat research team monitors public disclosure sources like VirusTotal, loldrivers.io and Microsoft's blocklist. Through an always-on process, Elastic automatically generates and instantly deploys YARA rules as new drivers are disclosured, so protection keeps pace instead of waiting on a release cycle. That speed matters when AI-driven attacks can move from one machine to the next in under a minute, faster than any response workflow can react. Windows on ARM is now fully covered in Elastic Defend, bringing Surface and other ARM-based laptops into full coverage. And a new endpoint troubleshooting skill in Agent Builder flags policy and performance issues, so teams spend less time chasing endpoint problems.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Automation across your SOC","_metadata":{"uid":"cs72ef596968bff27e"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0?#enhanced-automation-where-your-data-lives\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e brings native automation to the SOC, so a detection can trigger enrichment, case creation, and response automatically with no separate SOAR to buy, integrate, or maintain. Humans stay on the decisions that need judgment.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"In case you missed it …","_metadata":{"uid":"cs557c07c970d1a14a"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn between stack releases, we’re not just resting on our laurels. The time between Elastic 9.4 and 9.5 was anything but quiet. Here's a roundup of some key announcements ICYMI:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eJina AI updates:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/jina-embeddings-v5-omni-all-media-one-index\"\u003e\u003cspan style='font-size: 12pt;'\u003ejina-embeddings-v5-omni\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e extends the v5-text model family with native image, audio, and video support, carrying nearly 100 languages across all four modalities in a single embedding space with no reindexing required.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/on-prem-ai-jina-embedding-models\"\u003e\u003cspan style='font-size: 12pt;'\u003eJina On-Prem\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now available for teams with strict data residency requirements. It packages the full Jina AI model lineup (e.g., reader, embedding, and reranking) to run entirely on your own hardware, fully air-gapped with zero outbound calls once deployed. Costs are fixed and predictable, not metered per token. The embedding models search text, images, audio, and video across nearly 100 languages in a single embedding space with accuracy that rivals much larger models on commodity hardware.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe've released\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/jina-reranker-35-legal-medical-structured-data\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;jina-reranker-v3.5\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, a drop-in successor to jina-reranker-v3. \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003ejina-reranker-v3.5\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, at just 600M parameters, beats its predecessor by 50%+ on case law with further gains on medical and financial reranking and runs up to 56% faster on long documents. Against Qwen3-Reranker-4B, a widely used open source reranker more than seven times its size, it wins outright on general-purpose search and one structured-data benchmark and closes most of the remaining gap everywhere else.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-reindex-node-relocation-pit-serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eReindex from remote\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now generally available in Elastic Cloud Serverless, giving teams a seamless way to migrate indices from any Elastic Cloud Hosted deployment or Serverless project, regardless of region, directly into their Serverless environment. The operation is built for the realities of Serverless infrastructure; it automatically resumes through node shutdowns triggered by scaling events or software deployments, so your migration keeps moving without manual intervention.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Start here now","_metadata":{"uid":"csf05711966cecbdb6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 is packed to the brim with new and enhanced features ready to help organizations get the most out of their data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 is \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/registration\"\u003e\u003cspan style='font-size: 12pt;'\u003enow available on Elastic Cloud\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, the hosted Elasticsearch service that includes all of the new features in this latest release.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs0bc9d90f7703644f"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs2bd7c587737f0ffb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs509895f2c59a88c6"}}}],"publish_date":"2026-08-04","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":["blt8a7a5ea52ac5d888","bltdeb5e512cabf0e10","blt10eb11313dc454f1","blt569b48df66a9ba5d"],"thumbnail_image":{"uid":"blt06b80eb6b39592e6","_version":1,"title":"9.5-blog.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-28T17:25:32.582Z","updated_at":"2026-07-28T17:25:32.582Z","content_type":"image/png","file_size":"36207","filename":"9.5-blog.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-04T14:39:49.790Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt06b80eb6b39592e6/6a68e60caacc0d215b0b13f9/9.5-blog.png"},"title":"Elastic 9.5: Columnar, VectorDB index mode \u0026 auto-calibration, and AI-driven alert triage","title_l10n":"Elastic 9.5: Columnar, VectorDB index mode \u0026 auto-calibration, and AI-driven alert triage","updated_at":"2026-08-04T17:26:58.687Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/whats-new-elastic-9-5-0","publish_details":{"time":"2026-08-04T17:27:06.980Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"blogTagResult":[{"tagType":"tags_use_case","tagKeyword":"enterprise-search","blog":[[{"url":"/blog/how-many-shards-should-i-have-in-my-elasticsearch-cluster","locale":"en-us","author":[{"title":"Christian Dahlqvist","first_name":"Christian","last_name":"Dahlqvist","email_id":"christian@elastic.co","paragraph_l10n":"","image":{"uid":"blta6249ae3c905ef2e","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2019-11-25T18:33:21.385Z","updated_at":"2019-11-25T18:33:21.385Z","content_type":"image/jpeg","file_size":"24609","filename":"headshot-christian-dahlquist-300x300.jpg","title":"headshot-christian-dahlquist-300x300.jpg","ACL":{},"_version":1,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2019-11-25T18:33:26.766Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta6249ae3c905ef2e/5ddc1e716fa85e0c1a750cf8/headshot-christian-dahlquist-300x300.jpg"},"key":"","facebook_id":"","locale":"en-us","uid":"blte305d0d8f427e122","created_by":"sys_blt57a423112de8a853","updated_by":"bltd8c8c6268e338ba5","created_at":"2018-12-04T09:58:50.878Z","updated_at":"2023-04-11T07:16:00.590Z","ACL":{},"_version":10,"tags":[],"company_l10n":"Elastic","job_title_l10n":"Solutions Architect","subtitle_l10n":"","linkedin_id":"","twitter_id":"","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-08-25T15:23:07.831Z","user":"blt3044324473ef223b70bc674c"}}],"thumbnail_image":{"title":"elasticsearch-sharding-thumbnail.jpg","uid":"blta55fe6273ba821f9","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2019-01-05T09:39:18.994Z","updated_at":"2019-05-03T16:52:27.589Z","content_type":"image/jpeg","file_size":"62749","filename":"elasticsearch-sharding-thumbnail.jpg","ACL":{},"_version":2,"is_dir":false,"tags":[],"description":"","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2019-05-03T16:52:44.630Z","user":"blt3e52848e0cb3c394"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta55fe6273ba821f9/5c307b46a253ae3e67bc86df/elasticsearch-sharding-thumbnail.jpg"},"title":"How many shards should I have in my Elasticsearch cluster?","title_l10n":"How many 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Elastic’s CEO Ash Kulkarni will be appearing at stops across the tour, opening keynotes with a candid conversation about why your data has never been more valuable and how an evolved Elasticsearch will make your observability, security, and AI applications smarter, faster, and more efficient.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For builders and developers","_metadata":{"uid":"cs77ac0384b40002b5"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you've shipped an AI application that worked and then watched it fall apart in production, the problem is likely context. Getting reliable, accurate context into an AI agent at scale is harder than it looks, and the gap between a working prototype and a production-ready app is where most teams get stuck.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis year's search track will show you how Elasticsearch helps you scale agents in production with context that's reliable, token efficient, and current. Agent responses stay accurate, and the AI experiences you ship stay reliable as workloads grow. This year's Elastic{ON} is where developers can figure out how to give production the context the demo took for granted.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For SREs and platform engineers","_metadata":{"uid":"cs4ace7e66c385b5b0"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost SREs have a story about a night when everything went sideways at once. The question isn't whether incidents will happen; it's whether your tooling can handle them before they wake up the entire team.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis year’s observability track will spotlight how significant investments in both logging and metrics can help you keep more of the signals you need (while spending less) and will give you a sneak peek into how Elastic's forthcoming AI SRE will autonomously detect, investigate, and resolve incidents. A future devoid of 3:00 a.m. alerts is closer than it sounds after all. This year's Elastic{ON} is where SREs can figure out what to do when their observability data is growing faster than their team can manage it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For security analysts and SOC teams","_metadata":{"uid":"csce2fb8f1c6ac69b3"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery SOC analyst knows the feeling where the queue never stops growing. Attacks land in minutes, and the alert that matters is buried under a thousand that don't.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe Elastic{ON} security track shows how your team can shift from working the queue to deciding on the work. It starts with the opening keynote, where agents run continuous detection, investigation, and correlation and then deliver evidence-backed proposals for humans to act on. The track also covers continuous threat hunting that surfaces what analysts would have missed; expanded Attack Discovery and alert analysis workflows that hand analysts pre-triaged findings; agentic endpoint operations that retire manual tool-chaining; and native security intelligence that turns research into customer protections. All of it is built to augment your SOC, not replace it. A day spent making decisions instead of chasing alerts is closer than most teams expect.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What to expect","_metadata":{"uid":"cs4b148668301fd261"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery stop will have:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eA keynote\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThree practitioner-focused breakout tracks across search, security, and observability\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHands-on workshops\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCustomer stories\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLive demonstrations\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eA look at what's arriving in Elastic's next release\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAn evening networking reception\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"What's not on the agenda","_metadata":{"uid":"cs5c6ca339f7e80e30"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSome of the best things about Elastic{ON} don't show up on the agenda. It's the hallway conversations and the chance meetings with a former colleague or a peer from across the industry. The \"small world\" moments where you realize that despite how many winding roads there are in tech, Elasticsearch keeps bringing like-minded people back into the same room. These meetings and conversations are always worth the trip.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What you’ll walk away with","_metadata":{"uid":"csd1bf624572555b34"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAttendees tend to leave Elastic{ON} thinking differently about data — not just the structured kind in an old-school database, but the stuff being generated everywhere constantly, like call transcripts, observability streams, security telemetry, and agent traces. It’s the data that's already there and mostly going unused.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhat if your sales team's call recordings could actually shape what your CRM tells you about a deal? What if those unused logs weren't just a storage cost but a critical signal? With Elasticsearch, there's no hard ceiling on how data can be put to work. And Elastic{ON} is where you learn how to do it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Find your stop","_metadata":{"uid":"csd6d873e0cfa02aca"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCity\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDate\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRegistration link\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eMumbai\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSep. 30, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/3e3e2636-dca7-41f8-85e4-352ee829675e/register?_gl=1*jmrd5f*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTAxMTkkajU5JGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eNew York\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eOct. 8, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/22fae7b1-f70c-4d2f-aaf9-69ec393fbe6f/register?_gl=1*z0de0p*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTAyNDckajYwJGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eAmsterdam\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eOct. 20, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/4398e21f-47a1-49cf-ac9e-a82a4ccc2584/register?_gl=1*pefaca*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTA2NTMkajckbDAkaDExODYxMzk4MDA.\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSan Francisco\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eNov. 4, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/691836f9-1321-4760-9413-c1b490531842/register?_gl=1*18eqatj*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTA2MjEkajM5JGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eLondon\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eFeb. 25, 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSingapore\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eMar. 23, 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eWashington, DC\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eTBC 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e"}],"_metadata":{"uid":"cs0c8bad0a81386ddc"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs3bccd2869482379f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 11pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs511423bd4bf47b3d"}}}],"publish_date":"2026-09-08","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt092b27ada9dd7903","_version":1,"title":"Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-09-08T16:33:49.371Z","updated_at":"2026-09-08T16:33:49.371Z","content_type":"image/png","file_size":"101253","filename":"Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-09-08T16:44:54.304Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt092b27ada9dd7903/6aa038ed37d7f37eb38eb219/Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png"},"title":"See you at Elastic{ON} 2026","title_l10n":"See you at Elastic{ON} 2026","updated_at":"2026-09-08T20:13:16.948Z","updated_by":"bltd9765be97bbed20c","url":"/blog/elasticon-2026","publish_details":{"time":"2026-09-08T20:13:22.796Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltacf81020c698dd9b","locale":"en-us","_version":4,"ACL":{},"abstract_l10n":"Join us at Elastic{ON} Mumbai to explore search, full-stack observability, and security, and how Elastic acts as the context engine that grounds agentic AI in your enterprise data, transforming regulatory mandates and data into an AI advantage.","author":[{"uid":"blt9c58c47fd772bd4e","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-08-25T19:04:53.764Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Atul","image":null,"job_title_l10n":"Area Vice President and General Manager, India","key":"","last_name":"Ahuja","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Atul Ahuja","twitter_id":"","updated_at":"2026-08-25T19:05:01.085Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-25T19:05:06.069Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-08-26T02:46:04.632Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs528fc0c8b00cb153"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIndia’s digital ecosystem is undergoing a monumental shift, and it is happening in more places at once than ever before. That’s why we are bringing \u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic{ON} to Mumbai\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e for the very first time on 30 September 2026.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs the financial capital of India, Mumbai is where technology meets scale, governance, and business impact. From public sector organisations and massive diversified conglomerates to premier financial institutions, digital leaders across the country are navigating a rapidly evolving operational landscape.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhether you are managing complex hybrid infrastructures or driving customer-facing digital innovations, one message is becoming undeniably clear: In order to build resilient, reliable, and secure systems, you need full-stack observability, modern security, and the ability to retrieve the right context from your own data the moment someone or \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003esomething\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e asks for it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat last requirement is the one that has changed most. Search used to be how people found information; it is now how AI agents ground their reasoning before they act, which means observability, security, and AI all rest on the same foundation. There are three things converging on Indian enterprises at once, so let me take each in turn.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The new mandate: Why full-stack observability matters now ","_metadata":{"uid":"csc4d7d310ab26b7a0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLast month, the Reserve Bank of India replaced its supervisory rulebook, retiring hundreds of circulars in favour of consolidated \u003c/span\u003e\u003ca href=\"https://www.rbi.org.in/Scripts/BS_ViewMasterDirections.aspx?did=402\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMaster Directions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e on cybersecurity, technology risk, resilience, and assurance. This is not a financial services story. SEBI and IRDAI have moved the same way, and regulators well beyond India are converging on the same expectations. That is, the board owns technology and cyber risk, business continuity and disaster recovery have to be formally tested rather than asserted, and evidence has to be produced on demand. The message is clear: Siloed visibility is no longer enough. Institutions need a unified, end-to-end view across every layer of technology in real time.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLast year, the Reserve Bank of India consolidated its supervisory rulebook into the RBI Information Technology Governance, Risk, Controls and Assurance Practices \u003c/span\u003e\u003ca href=\"https://www.rbi.org.in/Scripts/BS_ViewMasterDirections.aspx?did=402\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMaster Directions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (effective April 2024) — a signal that enterprise regulation is shifting across sectors. SEBI, IRDAI, and regulators globally are raising the same aforementioned expectations. Again, siloed visibility is no longer enough, and organisations that treat this as someone else's problem today will find themselves behind the curve sooner than they expect.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost organisations aren't starting from zero. They have logs here, APM there, and metrics somewhere else. The challenge is bringing them all together, and that's exactly where Elastic can help. Getting that foundation right is also the precondition for agentic AIOps. An agent can only triage an incident if it can retrieve the right logs, traces, and metrics with the right context in seconds.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFull-stack observability will be a key part of the conversation at Elastic{ON} Mumbai with practical advice and support on how to make it achievable.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Strengthening security and digital resilience","_metadata":{"uid":"csa32faa74e17d489b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCybersecurity remains a top priority across every boardroom in India. And the regulatory picture is tightening in step. SEBI's mandate for formal SOC audits is one example of a broader sweep of reforms across financial services, insurance, and beyond, pushing organisations to move from asserting security to proving it. India has also introduced a mandatory six-hour incident reporting window, turning detect-and-respond from an aspiration into a hard deadline.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs enterprise attack surfaces expand with rapid cloud adoption, security teams face the challenge of analysing massive volumes of data without introducing operational silos or skyrocketing costs.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMeeting a clock like that is a data problem before it is a security problem. Security and observability share a foundational requirement: clean, structured data at scale. By unifying SIEM, endpoint security, and cloud security, organisations can eliminate data silos between SOC analysts and DevOps engineers.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic{ON} Mumbai, we will showcase how search-powered AI accelerates threat detection, automates incident response, and helps security teams protect critical operations. We will also look at what agentic AI \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eactually\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e changes in the SOC, including analysts investigating in natural language instead of query syntax and agents that are only as trustworthy as the context they can retrieve and cite.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Search and agentic AI: Moving from AI hype to practical enterprise context","_metadata":{"uid":"cs52027716b63d5d5a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBeyond security and observability, the conversation dominating C-suites across India today is agentic AI. India's scale and diversity place unique demands on AI systems with hundreds of millions of digitally connected citizens, dozens of languages, and urban and regional markets with very different needs. And with the Digital Personal Data Protection Act now moving into phased compliance, every enterprise handling personal data faces real constraints around consent, breach notification, and data transfers. For agentic AI to be viable at scale in India, it has to be built on a foundation that is not just capable, but provably safe and auditable.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis shifts the conversation from what AI can do to whether your data infrastructure can support it responsibly. That's where proprietary data integration and context become the real differentiator between an experimental AI project and something production-ready.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic{ON} Mumbai, we will demonstrate how the Elasticsearch Platform serves as the context engine for agentic AI. We bring together semantic search, context engineering, and modern search so that organisations can implement AI that is safe, accurate, and scalable across search, security, and observability.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What to expect at Elastic{ON} Mumbai","_metadata":{"uid":"cs9c482b219efce123"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eHeld at the JW Marriott Mumbai Sahar on 30 September 2026, Elastic{ON} Mumbai brings together tech leaders, developers, SREs, DevSecOps professionals, and CXOs for a full day of innovation, technical deep dives, and real-world collaboration.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eHere is how you can make the most of the agenda:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eKeynotes and product updates:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Hear directly from Elastic executive leadership and global product experts as they showcase features, roadmap innovations, and strategies for leveraging agentic AI across enterprise workflows.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eFull-stack observability deep dives:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Learn how to modernise data platforms, unify telemetry, and meet complex regulatory and data sovereignty standards while maintaining peak performance. We will also walk through what your deployment options actually look like under data localisation rules: Elastic Cloud in the Mumbai region, self-managed, or fully air-gapped.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eSecurity breakouts:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Meet the SOC that never sleeps. Agentic triage, Attack Discovery, and autonomous forensic investigation close the gap between alert and action. We'll get into what Alert Zero actually looks like when you're working against reporting windows like CERT-In's six-hour deadline — the kind of clocks regulators are increasingly setting across industries.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eSearch and AI breakouts:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Learn about using Elasticsearch as the context infrastructure for AI to combine hybrid retrieval, a vector database you can deploy in minutes and scale to billions, Jina models, and more accurate agent results at lower cost.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eHands-on workshops and\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003e\u003cstrong\u003eCapture the Flag\u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003e:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Join three 90-minute labs run alongside the main stage:\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eSmarter Agents\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eSharper Search\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eObservability in the Age of AI\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e, and an Agentic SOC workshop. We close with a\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eCapture the Flag\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;competition.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eCustomer and partner insights:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Hear practical advice and real-world lessons from leading Indian enterprises, hyperscalers, and global system integrators.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Innovating for local impact: NASSCOM hackathon","_metadata":{"uid":"cse8499779219d77b3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eIndia’s strength lies in its immense talent pool and its unique capability to build solutions for real-world complexity.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eA key highlight leading up to our main event is the \u003c/span\u003e\u003ca href=\"https://elastic.hackculture.io/\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eForge the Future Hackathon\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003e,\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e organised in close collaboration with Nasscom, Sarvam, and Hack Culture. Through this hackathon partnership, we are bringing together top developers, engineers, and innovators to solve critical challenges across AI, digital access, and technological innovation.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eWe encourage our local developer and tech community to step forward, build on Elastic, and tackle real-world challenges ahead of the conference. Learn more and register your team \u003c/span\u003e\u003ca href=\"https://elastic.hackculture.io/\"\u003e\u003cspan style='font-size: 12pt;'\u003ehere\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e. The winners will be announced on the main stage in Mumbai.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Final thoughts","_metadata":{"uid":"csb13c6315d000c362"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI've been in technology leadership in India for a long time. I've seen cycles of hype come and go. I've also seen the moments when real transformation actually happens.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhat's different now is the convergence. The RBI mandate creates urgency for observability. The threat landscape creates urgency for security. And agentic AI creates an opportunity but only for organisations that have their data infrastructure in order. All three rest on the same foundation: the ability to search your own data and hand the right context to whoever or\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003ewhatever\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is asking. Those three things are arriving at the same time, and the organisations that navigate them well in the next 18 months will be in a fundamentally different position from those that don't.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThat's what we'll be talking about in Mumbai, not theory but practical paths forward.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI look forward to seeing you there.\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRegister now for\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic{ON} Mumbai\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs589145ca9a0536bd"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs974c148356ebc10e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs29b2eb062e8d14a7"}}}],"publish_date":"2026-08-26","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic{ON} Mumbai: Scaling innovation with search, agentic AI, and full-stack observability","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Join us on 30 September as we explore search, full-stack observability, and security, and how Elastic acts as the context engine that grounds agentic AI in your enterprise data, transforming regulatory mandates and data into an AI advantage.","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blteb5734b59f6dab13","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-25T19:08:38.908Z","created_by":"bltb6c155cd84fc0c1a","file_size":"43270","filename":"web-elasticon-event-thumbnail.png","parent_uid":null,"tags":[],"title":"web-elasticon-event-thumbnail.png","updated_at":"2026-08-25T19:08:38.908Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-26T04:30:00.384Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blteb5734b59f6dab13/6a8de836b74e9d0b7244a84e/web-elasticon-event-thumbnail.png"},"title":"Forging India's Digital Future: Elastic{ON} Comes to Mumbai","title_l10n":"Forging India's Digital Future: Elastic{ON} Comes to Mumbai","updated_at":"2026-08-27T01:41:02.098Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elasticon-mumbai-2026","publish_details":{"time":"2026-08-27T01:41:17.440Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltc24fee10dadb484b","_version":2,"locale":"en-us","ACL":{},"abstract_l10n":"As enterprises transition from search-driven experiences to agentic AI, requirements are shifting. Learn how context engineering and retrieval layers are now more critical for building trustworthy, production-ready AI agents. ","author":[{"uid":"blt51db99b7b01a75c0","locale":"en-us","_version":1,"ACL":{},"company_l10n":"Elastic","created_at":"2026-06-17T00:40:42.809Z","created_by":"blt3044324473ef223b70bc674c","email_id":"","facebook_id":"","first_name":"Sri","image":{"uid":"blt39efec1fc7de89f6","_version":1,"title":"headshot-sri-desikan-300x300.jpg","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2026-06-17T00:40:41.479Z","updated_at":"2026-06-17T00:40:41.479Z","content_type":"image/jpeg","file_size":"18878","filename":"headshot-sri-desikan-300x300.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-06-17T00:40:46.511Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt39efec1fc7de89f6/6a31ed095bebb300087b9a6a/headshot-sri-desikan-300x300.jpg"},"job_title_l10n":"Vice President of Product Management Search/AI","key":"","last_name":"Desikan","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Sri Desikan","twitter_id":"","updated_at":"2026-06-17T00:40:42.809Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2026-06-17T00:40:46.316Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-08-18T13:08:09.231Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cseef834d395a69a18"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhat if the AI strategy you spent the past year building is already being measured by a completely different set of rules?\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI recently joined Amy Machado, senior research manager at IDC and Jim Malone, senior contributing editor at CIO Marketing Services, for a\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/virtual-events/how-buyer-expectations-are-reshaping-aI-platforms\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003ewebinar\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;where we explored how buyer expectations, architectural requirements, and evaluation criteria are shifting as enterprises move from search-driven experiences to agentic AI.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe discussion brought out some sharp insights and valuable data points, and I wanted to share what I’ve personally seen in this space. Here’s what stands out most to me about this shift and what it means in practical terms.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Takeaway 1: The language has changed, but the hard problems haven’t","_metadata":{"uid":"cs6387c7a22dd0a23b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAgentic AI is evolving quickly: Customers are no longer evaluating platforms based on traditional search benchmarks or metrics. Instead, they’re asking, “Can this solution be the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/database-retrieval-tools-context-engineering\"\u003e\u003cspan style='font-size: 12pt;'\u003eretrieval\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and context layer my agents can trust?”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhile the fundamental challenges of retrieving any data at low latency and at scale aren’t new, what’s changed is who’s consuming that information. In the past, human users were reading search results. Now, autonomous agents operate in reasoning loops, where every retrieval step informs the next.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis evolution is accelerating quickly. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/model-context-protocol-elasticsearch\"\u003e\u003cspan style='font-size: 12pt;'\u003eModel Context Protocol\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (MCP) has become the de facto standard for connecting agents to enterprise data and tools, and protocols like \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/a2a-protocol-mcp-llm-agent-newsroom-elasticsearch\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgent2Agent\u0026nbsp;\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e(A2A) are doing the same for A2A collaboration. For many teams, exposing your data through a standard agent interface is now a fundamental architectural decision, much like building an index was a decade ago. Precision, latency, and data freshness are no longer \"nice-to-have\" optimizations; they're critical infrastructure.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Takeaway 2: Accuracy is the defining challenge","_metadata":{"uid":"csaf1a316b7bf2b2b0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBefore enterprises can fully rely on agents to act, they need to trust the answers those agents produce. Right now, that trust gap is wide.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIDC’s research quantified it clearly: Only 12% of companies say they’re always confident in the factual accuracy of answers from their primary discovery tools. And as Amy pointed out during the webinar, this lack of trust is directly slowing agentic AI deployments. Over 50% of companies are still struggling to move from early stage trials to full production, largely because they don’t trust their agents’ outputs.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis trust challenge becomes even more critical when agents operate in reasoning loops. A single retrieval step that returns outdated, incomplete, or irrelevant data doesn’t just result in one bad answer; it compounds. The agent builds decisions on that flawed foundation, and the downstream impact escalates quickly.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eI summed it up during the webinar: Your retrieval layer needs to deliver up-to-the-minute data. When it doesn’t, the agent’s decisions degrade fast. This is why real-time data ingestion is no longer optional.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs9f3e286ed543675e"}}},{"video":{"vidyard_uuid":"FM6DDhYdkfeffZiwgLaRgg","_metadata":{"uid":"cs65de63bfbbec7f64"},"caption_l10n":"","shadow":false,"video_play_count":"","muted":false,"loop_video":false,"hide_controls":false,"looping_animation":false}},{"title_text":{"title_text":[{"title_l10n":"Takeaway 3: Search is still the engine, but it’s just powering something bigger","_metadata":{"uid":"csb65178b50e1672e9"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOne misconception I often hear is that search has been replaced by agents. That’s not true. Search is still the foundation. Search has grown from being about simple retrieval to something much more action-oriented. It’s now the context discovery layer that agents rely on.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe difference is that traditional search was designed to handle standalone queries, returning a ranked list of results. Agentic retrieval, on the other hand, needs to support multi-hop queries within a single workflow. The answer to one question informs the next query, and this all happens in real time at scale.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eModern retrieval capabilities have shifted from simple lookup to active reasoning, where agents dynamically inspect queries, determine necessary data, and iterate to ensure information sufficiency. Since vector similarity alone is insufficient for production agentic workloads, organizations must implement integrated systems that combine hybrid retrieval, reranking, and secure access controls.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis shift demands a fundamentally different infrastructure. The quality of the retrieval layer now directly affects the quality of the agents built on top of it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Takeaway 4: Context engineering is the underestimated key to accuracy","_metadata":{"uid":"cs80d2f281521735d2"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf accuracy is the goal, then \u003c/span\u003e\u003ca href=\"https://www.elastic.co/what-is/context-engineering\"\u003e\u003cspan style='font-size: 12pt;'\u003econtext engineering\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is how you achieve it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHumans searching for information carry domain knowledge. They understand the context of what they’re looking for, but agents don’t. That context has to be explicitly provided at the right level of granularity and at the right moment in the reasoning loop.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is where things get complex. As I explained during the webinar, you need to manage everything: the right chunks from a document, the right metadata from various systems, and the right data delivered to the agent at the right time. If the context isn’t precise, the agent starts to hallucinate, and the outputs become unreliable.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis phenomenon now has a name: \u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/preventing-context-rot-with-agentic-ai\"\u003e\u003cspan style='font-size: 12pt;'\u003econtext rot\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. Context rot is the degradation of an agent's reasoning performance caused by an oversaturation of irrelevant information, which exhausts the model's attention budget and compromises the accuracy of its outputs. Bigger context windows don't fix this; they just move the failure point. That's why context engineering has effectively succeeded prompt engineering as the core discipline for agent quality.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eContext engineering spans retrieval, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/context-engineering-relevance-ai-agents-elasticsearch\"\u003e\u003cspan style='font-size: 12pt;'\u003erelevance\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, reranking, chunking strategies, metadata management, and more. It’s not glamorous work, but it’s where agent quality is won or lost. And it’s where teams run into trouble when they rely on fragmented point solutions.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs0390896a23b8fb04"}}},{"video":{"vidyard_uuid":"KJPUJ7CMWRrPGSE22Tf6iY","_metadata":{"uid":"cs036596ec9b8a051d"},"caption_l10n":"","shadow":false,"video_play_count":"","muted":false,"loop_video":false,"hide_controls":false,"looping_animation":false}},{"title_text":{"title_text":[{"title_l10n":"Takeaway 5: The hidden cost of stitching together point solutions","_metadata":{"uid":"cs79643da37a5d4ae1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAI point solutions can seem appealing at first as they promise quick functionality for specific needs. But in practice, they often lead to sprawl, which slows down AI deployment.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAmy called this out during the webinar: When you stitch together multiple \u003c/span\u003e\u003ca href=\"https://www.elastic.co/what-is/vector-database\"\u003e\u003cspan style='font-size: 12pt;'\u003evector databases\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, reranking models, and indices, you create a new kind of application sprawl. Instead of streamlining your AI architecture, you end up with a fragmented system that’s costly and time-consuming to maintain.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is something I’ve seen firsthand as customers evaluate their options. At first, many teams thought they could rely on large context windows or stitching together point solutions. But they quickly learned the hard way: What you give the model and how you deliver it are just as important as the model itself.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut sprawl isn't the only cost. There's a second, more direct bill that arrives every month: token costs. Early on, many teams tried to skip the retrieval layer entirely by stuffing everything into large context windows. The economics of that approach fall apart at the scale agents require.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe solution isn’t to keep adding more disconnected tools and assume models and tool calling will get agents to production. It’s to invest in a unified platform that handles retrieval, relevance, context engineering, and data management across all sources. That’s what customers are asking for now because that's what delivers real ROI on their agent investments.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What technology leaders should prioritize when evaluating agentic AI platforms","_metadata":{"uid":"cse288808a1fd5bd7e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSo, what should leaders focus on when evaluating platforms for agentic AI? Amy and I outlined several key criteria during the webinar:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCost efficiency at scale:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eToken economics make or break agent ROI. Platforms that deliver only the most relevant context to the model rather than forcing you to pay for bloated context windows on every call, resulting from skill and tool sprawl, keep costs predictable as usage grows.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAI-ready data:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Managing structured, unstructured, and metadata at scale is the foundation for building reliable agentic systems.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eSpeed from proof of concept to production:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eScaling from concept to production is where most teams struggle. Platforms that shorten this gap are critical.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eTrust and security:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Audit logs, compliance, and secure enterprise data access are non-negotiable.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eRoadmap alignment:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Invest in a partner whose vision aligns with your future needs.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eDeveloper enablement:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Empower developers to leverage a search and retrieval-based context engineering platform to reduce token costs and improve agent accuracy for production use cases.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAs I said during the webinar, we’re moving from the aspiration phase of agentic AI to the production architecture phase. Decisions made now will define how fast you can build future use cases and how well those systems scale. If you want to see how Elastic handles retrieval, context engineering, and observability in a unified platform,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/virtual-events/how-buyer-expectations-are-reshaping-aI-platforms\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003echeck out our on-demand webinar\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs9b674f046dcf4ce4"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs86a4d7ea114bcc8d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs367626a9e5080c65"}}}],"publish_date":"2026-08-18","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"How context engineering creates production-ready agentic AI ","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt0f6558083dabc461","_content_type_uid":"tags_topic"},{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"blt99b075caf3df4ca7","_content_type_uid":"tags_topic"},{"uid":"blt240c2986db0ba465","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt6f0dcbf444da0368","_version":1,"title":"idc-foundry-blog.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-08-18T13:03:22.577Z","updated_at":"2026-08-18T13:03:22.577Z","content_type":"image/jpeg","file_size":"49315","filename":"idc-foundry-blog.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-18T17:28:46.405Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt6f0dcbf444da0368/6a84581a06e3dd7205fe2323/idc-foundry-blog.jpg"},"title":"From retrieval to agents: 5 takeaways on production architecture for AI agents","title_l10n":"From retrieval to agents: 5 takeaways on production architecture for AI agents","updated_at":"2026-08-18T17:28:39.563Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/context-engineering-agentic-ai","publish_details":{"time":"2026-08-18T17:28:46.177Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt6c52353bcd8fc374","_version":31,"locale":"en-us","ACL":{},"abstract_l10n":"Today, we are pleased to announce the GA of Elastic 9.5 as the latest version of the Elasticsearch Platform. This release includes a range of new features, including Columnar Mode, VectorDB index mode, and Agent Builder enhancements. Learn more.","author":[{"uid":"blte77e3a1094542909","locale":"en-us","_version":1,"ACL":{},"company_l10n":"","created_at":"2026-07-28T17:27:44.483Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Sarah","image":null,"job_title_l10n":"Principal Product Marketing Launch Ops \u0026 Programs Manager","key":"","last_name":"Leslie","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Sarah Leslie","twitter_id":"","updated_at":"2026-07-28T17:27:44.483Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-28T17:27:49.094Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltfaae4466058cc7d6","title":"Product release","key":"releases","tags":[],"locale":"en-us","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2018-08-27T12:47:03.147Z","updated_at":"2026-06-03T09:57:21.475Z","ACL":{},"_version":9,"label_l10n":"Product release","_in_progress":false,"publish_details":{"time":"2026-07-24T01:27:49.702Z","user":"bltde77f2161b811714","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-07-28T17:53:04.947Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs4c5e0687f589e416"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eToday, we are pleased to announce the general availability (GA) of Elastic 9.5 as the latest version of the Elasticsearch Platform. This release includes a range of new features aimed to help developers do more with their data, build AI agents more confidently, and sharpen security operations with the introduction of new capabilities across \u003c/span\u003e\u003ca href=\"https://www.elastic.co/enterprise-search\"\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Observability\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csca5b585cb5c0ef33"}}},{"image":{"image":{"uid":"blt4bfd681c46dae24a","_version":1,"title":"image3.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-28T17:47:44.688Z","updated_at":"2026-07-28T17:47:44.688Z","content_type":"image/png","file_size":"346736","filename":"image3.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-04T14:39:49.770Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt4bfd681c46dae24a/6a68eb4078b5fe9c668ef24c/image3.png"},"_metadata":{"uid":"cs465a89ddec2615e6"},"caption_l10n":"The Elasticsearch Platform","alt_text_l10n":"The Elasticsearch Platform","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"What’s new in Elastic 9.5? ","_metadata":{"uid":"cs76e3fb426b498b81"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 continues the advancement of Elasticsearch in efficiency, visibility, and performance to help make enterprise data more accessible and useful. With Elastic 9.5, users can:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eStore more, query faster, and retain longer with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#the-multi-signal-datastore-for-any-workload \" target=\"_self\"\u003e\u003cstrong\u003eColumnar Mode\u003c/strong\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e— Elasticsearch as a native columnar database\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSkip the setup and index tuning with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#vector-database\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eVectorDB index mode and auto-calibration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;—\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003evector search that works out of the box\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMigrate Prometheus workloads to Elasticsearch with the GA of\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#native-prometheus-and-promql-support,-now-ga\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003enative Prometheus and PromQL support\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHelp reach\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#alert-zero:-from-alert-queue-to-validated-threats\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003eAlert Zero\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e;\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003ethe SOC's version of inbox zero — a queue worked down to what actually matters, reached by agents and analysts together\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBuild smarter AI agents with the latest Elastic\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#more-agent-builder-enhancements!\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgent Builder enhancements\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, including Agent Observability and Monitoring and advanced human-in-the-loop approvals\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead more about these and additional feature highlights below.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elasticsearch","_metadata":{"uid":"cs2ea8ab005b55062c"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 brings advancements designed to help every user move faster, operate with greater confidence, and get more value from their data with less friction. This release innovates on\u0026nbsp; multiple aspects of the Elasticsearch Platform from storing and querying data to building and governing AI agents alongside Kibana dashboard enhancements. Read on for details.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The multi-signal datastore for any workload","_metadata":{"uid":"cse1bf1f06f9d8ece1"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic is pleased to announce the technical preview of \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-storage\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eColumnar Mode\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, an opt-in indexing mode that stores each field once in a column store with no inverted index by default, delivering meaningfully smaller storage footprints and a foundation for faster indexing, analytical queries, and longer data retention. It ships alongside existing index modes with zero changes to APIs, dashboards, or integrations. Building on that foundation, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eColumnar Logs\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e is the first specialized profile purpose-built for log data; it keeps a single inverted index on the message field, so full-text search stays fast while storing everything else fully columnar. The result is significantly less storage than logs use today without changing the search experience teams rely on. Both modes are opt-in and existing indices are untouched.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Vector database","_metadata":{"uid":"cs9e643a96ff6d08c7"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eTeams building retrieval for retrieval augmented generation (RAG) applications and agentic AI usually have to make many configuration decisions at index time, and that work grows at production scale. We're introducing these capabilities to take the setup and index tuning off your plate, so vector search works out of the box.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eVectorDB index mode\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;delivers high-performance vector search with a single setting; there’s no manual configuration required. It applies defaults already optimized for vectors, tuning quantization, merge policy, and cache loading for you, so vector search is simpler to stand up and performs out of the box.\u003c/span\u003e\u003c/p\u003e\u003cimg 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\" width=\"331\"/\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/vector-quantization-auto-calibration-diskbbq\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAuto-calibration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;for DiskBBQ vector search\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;automatically configures quantization depth, preconditioning, and oversampling based on statistical analysis of the vectors in the index. The tuning that normally takes expertise and experimentation now happens on its own, using unique algorithms developed at Elastic.\u003c/span\u003e\u003c/p\u003e\u003cimg 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\" width=\"264\"/\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/semantic-field-multimodal-search-elasticsearch\" target=\"_self\"\u003e\u003cstrong\u003eMultimodal semantic\u003c/strong\u003e\u003c/a\u003e\u003cstrong\u003e search makes image search easier for developers.\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Searching images normally means setting up embeddings, ingesting and embedding images, and embedding the query. The new\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cspan data-type='inlineCode'\u003esemantic\u003c/span\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;field simplifies these steps, so users can search images as easily as they search text with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-semantic-text-ga\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cspan data-type='inlineCode'\u003esemantic_text\u003c/span\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"More Agent Builder enhancements!","_metadata":{"uid":"csd8ffa3f7bfa46cf6"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 gives developers greater visibility and control when building AI agents for production.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/opentelemetry-tracing-agent-builder\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgent Observability and Monitoring\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, now available in technical preview, traces large language model (LLM) calls, tool invocations, and reasoning steps as OpenTelemetry (OTel) in Elasticsearch while\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ehuman-in-the-loop approvals\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;gate sensitive actions and record each decision in an audit trail. Developers can also\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ecreate skills, queries, and workflows directly from chat\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eby describing the capability they need, such as a workflow to generate a dashboard. Agent Builder then drafts, names, and saves the configuration without requiring them to leave the conversation, reducing setup time and the need to understand the underlying configuration model.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"AI-native Kibana","_metadata":{"uid":"csd144332ce7f2a528"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith 9.5, our\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e Dashboards \u0026amp; Visualizations API \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ebecomes generally available, providing platform teams with a stable and supported way to create, update, and manage dashboards and visualizations in code. Additionally, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003edashboards in chat \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eis now GA with improved chat quality as well as controls creation and delivers higher speed. These advancements dramatically reduce time-to-insight and eliminate the need for users to build dashboards manually, expediting incident investigation, where speed to a clear visual directly shortens time-to-resolution. And, for use cases where speed is paramount, toggle-on \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eFast Mode UI \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eallows STATS-based queries in Dashboards and Discover to run on a sampled dataset instead of scanning full data, extrapolating results back to real scale while keeping accuracy very close to exact.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced automation where your data lives","_metadata":{"uid":"cs277953e85fdb7bba"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows in 9.5 makes automations faster to build and shows exactly what a workflow will do before it runs. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/ai-workflow-automation-natural-language\"\u003e\u003cspan style='font-size: 12pt;'\u003eNatural language authoring\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now generally available and on by default, so teams can describe the automation they want in plain language that’s generated automatically. Versioning is built in, tracking every change, letting teams compare any two versions, and rolling back to a working one in a click, so there’s always a record of who changed what and when. Visual mode shows a workflow as a graph with its triggers, steps, branches, and logic visible at a glance alongside the YAML; drag-and-drop editing is coming next. And human-in-the-loop now reaches outside Kibana. When a workflow needs a person to approve or weigh in, it pauses and sends the request to tools like Slack. Automation handles the routine while teams stay on top of the decisions that need judgment. These are Elasticsearch Platform capabilities, available across Search, Observability, and Security.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Observability ","_metadata":{"uid":"csa681ccb301d2b360"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 delivers observability upgrades designed to make unified monitoring faster to adopt and easier to scale. Whether you're migrating from Prometheus, onboarding Kubernetes, or connecting cloud and SaaS data, it's easier to get started with less operational overhead. Improved SRE workflows, managed integrations, and AI-ready context help teams move from detection to diagnosis faster.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Native Prometheus and PromQL support, now GA","_metadata":{"uid":"cs5438d5e469fd523b"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith 9.5, it is easier than ever to consolidate observability with best-in-class metrics. With the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/prometheus-metrics-elasticsearch-getting-started\"\u003e\u003cspan style='font-size: 12pt;'\u003ePrometheus remote-write endpoint and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003enative PromQL\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esupport\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e embedded directly in ES|QL, teams can point existing Grafana dashboards and queries at Elastic with minimal migration effort — no need to abandon the query language and workflows they've spent years building. A new \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/migrate-datadog-grafana-dashboards-alerts-to-kibana\"\u003e\u003cspan style='font-size: 12pt;'\u003emigration tool\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is also now GA, helping bring Grafana and Datadog dashboards and alerts into Elastic automatically and making it easier for users to benefit from Elasticsearch's storage efficiency (up to 2.5x better than Prometheus) and faster query performance (up to 30x faster than Prometheus) without starting from scratch. In 9.5, a new codec (ES95) builds on \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElasticsearch's\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e already substantial efficiency gains \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-metrics-engine-30x-faster-prometheus\"\u003e\u003cspan style='font-size: 12pt;'\u003ewith columnar metrics\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to push storage costs down a further ~20% to roughly 3 bytes per sample, so users can monitor more services and retain metrics longer without ballooning the bill. Along with \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0?#ai-native-kibana\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003edashboards-as-code\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and dashboards in chat, these updates let users unify metrics, logs, and traces on a single platform and correlate across all three for faster root cause analysis while keeping the workflows and standards they already rely on.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Complete integrations fully loaded with AI","_metadata":{"uid":"cs64b6c39f41752ca5"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic's latest out-of-the-box integrations for Kubernetes and AWS (tech preview) mean you can go from zero to fully monitored in minutes. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/kubernetes-dashboards-alerts-anomaly-detection\"\u003e\u003cspan style='font-size: 12pt;'\u003eKubernetes monitoring\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now GA and ships complete with preconfigured dashboards, alerts, SLOs, and machine learning jobs. Plus, \u003c/span\u003e\u003ca href=\"https://github.com/elastic/agent-skills\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Skills\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and an \u003c/span\u003e\u003ca href=\"https://github.com/elastic/example-mcp-app-observability\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eObservability MCP app\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e make health monitoring, anomaly detection, incident investigation, and remediation available through any MCP-enabled AI tool where SREs already work. These comprehensive integration packages enable teams to get immediate value from metrics from the moment they connect.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Easier onboarding of cloud native data","_metadata":{"uid":"cs567c718fc3a455e0"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/reference/integrations/managed_integrations\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic managed integrations\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e eliminate the operational burden of ingesting cloud data sources. With just a few clicks, users can now ingest and start getting value without deploying or maintaining on-prem agents. In the spirit of the “easy button,” we’ve also \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esimplified Kubernetes and AWS\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e onboarding by streamlining both setup flows to default to the recommended OTel path, meaning platform engineers and SREs can get up and running without navigating multiple screens and decisions.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced APM and LLM observability","_metadata":{"uid":"cs7c18830d2b60cfa5"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e9.5 delivers a major quality of life improvement for SREs and developers investigating service incidents. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/service-map-apm-dependency-analysis\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDependency analysis in alerts and dashboards\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eintroduces\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ea faster route to triage, eliminating context-switching by surfacing service maps directly in an alert or custom dashboard. Better \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/red-metrics-trace-breakdown-discover\"\u003e\u003cspan style='font-size: 12pt;'\u003esurfacing of anomalies\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e in APM service health views makes ML-based degradation signals easier to spot.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s new \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/anthropic-claude-api-monitoring\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAnthropic integration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e for LLM observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e polls Anthropic's Admin APIs to ingest organization-wide telemetry from the Claude API platform, token usage, cost, and rate limit configuration into Elasticsearch with prebuilt Kibana dashboards and out-of-the-box alerts.\u003c/span\u003e\u003c/p\u003e\u003cfigure style=\"text-align: center\"\u003e\u003cdiv data-img-caption-container=\"true\" style=\"display: inline-block; text-align: center;\"\u003e\u003cimg alt=\"Identify dependencies directly on your alert detail pages.\" src=\"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt067e8b4fb11c577d/6a68fe5e4a8634f3338e86b7/image.png\" style=\"text-align: center;\" /\u003e\u003cfigcaption style=\"text-align: center;\" \u003eIdentify dependencies directly on your alert detail pages.\u003c/figcaption\u003e\u003c/div\u003e\u003c/figure\u003e"},{"title_l10n":"Elastic Security","_metadata":{"uid":"cs8f784c22a169b3e0"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Security 9.5 gives analysts more time to decide and fewer alerts to sort. Stronger endpoint protection stops more threats before they ever raise an alert. Attack Discovery works the alerts that do fire the way an analyst would, surfacing the real attacks so that teams don't start their day buried in raw alerts. And automation runs underneath it all, triggering those investigations and handling the mechanical work, so the decisions stay with analysts.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Alert Zero: From alert queue to validated threats","_metadata":{"uid":"csd47364aa92a03d2e"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/security-labs/agentic-soc-alert-triage-alertzero\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAlert Zero\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is the SOC's version of inbox zero, a queue worked down to what actually matters, reached by agents and analysts together. It’s a goal teams move toward. It doesn't mean zero alerts, and it doesn't mean replacing the analysts. Attack Discovery is what gets a SOC closer to Alert Zero. It now investigates like an analyst by threat-hunting raw events, checking entity risk, and corroborating beyond the alerts that first fired before it calls anything an attack, so teams open a short list of validated attacks instead of a wall of raw alerts. When it finds something the rules missed, it drafts an ES|QL rule to close the gap with an analyst approving before anything is saved.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery run goes through the same investigation now, whether kicked off manually, set on a recurring cadence, or triggered from an Elastic Workflow. A separate alert analysis workflow works the noise from the other side, classifying alerts as true or false positives so that analysts stop losing hours to low-fidelity ones, leaving Attack Discovery a cleaner set to investigate.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced endpoint protection","_metadata":{"uid":"cs7d2ac3456975a485"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWith Elastic Security 9.5, new\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/vulnerable-driver-detection-elastic-defend-byovd\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eendpoint capabilities\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;make protection stronger and extend coverage across more devices. For vulnerable drivers, which attackers bring in already signed and trusted to reach the kernel, our threat research team monitors public disclosure sources like VirusTotal, loldrivers.io and Microsoft's blocklist. Through an always-on process, Elastic automatically generates and instantly deploys YARA rules as new drivers are disclosured, so protection keeps pace instead of waiting on a release cycle. That speed matters when AI-driven attacks can move from one machine to the next in under a minute, faster than any response workflow can react. Windows on ARM is now fully covered in Elastic Defend, bringing Surface and other ARM-based laptops into full coverage. And a new endpoint troubleshooting skill in Agent Builder flags policy and performance issues, so teams spend less time chasing endpoint problems.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Automation across your SOC","_metadata":{"uid":"cs72ef596968bff27e"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0?#enhanced-automation-where-your-data-lives\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e brings native automation to the SOC, so a detection can trigger enrichment, case creation, and response automatically with no separate SOAR to buy, integrate, or maintain. Humans stay on the decisions that need judgment.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"In case you missed it …","_metadata":{"uid":"cs557c07c970d1a14a"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn between stack releases, we’re not just resting on our laurels. The time between Elastic 9.4 and 9.5 was anything but quiet. Here's a roundup of some key announcements ICYMI:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eJina AI updates:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/jina-embeddings-v5-omni-all-media-one-index\"\u003e\u003cspan style='font-size: 12pt;'\u003ejina-embeddings-v5-omni\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e extends the v5-text model family with native image, audio, and video support, carrying nearly 100 languages across all four modalities in a single embedding space with no reindexing required.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/on-prem-ai-jina-embedding-models\"\u003e\u003cspan style='font-size: 12pt;'\u003eJina On-Prem\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now available for teams with strict data residency requirements. It packages the full Jina AI model lineup (e.g., reader, embedding, and reranking) to run entirely on your own hardware, fully air-gapped with zero outbound calls once deployed. Costs are fixed and predictable, not metered per token. The embedding models search text, images, audio, and video across nearly 100 languages in a single embedding space with accuracy that rivals much larger models on commodity hardware.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe've released\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/jina-reranker-35-legal-medical-structured-data\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;jina-reranker-v3.5\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, a drop-in successor to jina-reranker-v3. \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003ejina-reranker-v3.5\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, at just 600M parameters, beats its predecessor by 50%+ on case law with further gains on medical and financial reranking and runs up to 56% faster on long documents. Against Qwen3-Reranker-4B, a widely used open source reranker more than seven times its size, it wins outright on general-purpose search and one structured-data benchmark and closes most of the remaining gap everywhere else.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-reindex-node-relocation-pit-serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eReindex from remote\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now generally available in Elastic Cloud Serverless, giving teams a seamless way to migrate indices from any Elastic Cloud Hosted deployment or Serverless project, regardless of region, directly into their Serverless environment. The operation is built for the realities of Serverless infrastructure; it automatically resumes through node shutdowns triggered by scaling events or software deployments, so your migration keeps moving without manual intervention.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Start here now","_metadata":{"uid":"csf05711966cecbdb6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 is packed to the brim with new and enhanced features ready to help organizations get the most out of their data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 is \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/registration\"\u003e\u003cspan style='font-size: 12pt;'\u003enow available on Elastic Cloud\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, the hosted Elasticsearch service that includes all of the new features in this latest release.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs0bc9d90f7703644f"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs2bd7c587737f0ffb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs509895f2c59a88c6"}}}],"publish_date":"2026-08-04","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt06b80eb6b39592e6","_version":1,"title":"9.5-blog.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-28T17:25:32.582Z","updated_at":"2026-07-28T17:25:32.582Z","content_type":"image/png","file_size":"36207","filename":"9.5-blog.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-04T14:39:49.790Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt06b80eb6b39592e6/6a68e60caacc0d215b0b13f9/9.5-blog.png"},"title":"Elastic 9.5: Columnar, VectorDB index mode \u0026 auto-calibration, and AI-driven alert triage","title_l10n":"Elastic 9.5: Columnar, VectorDB index mode \u0026 auto-calibration, and AI-driven alert triage","updated_at":"2026-08-04T17:26:58.687Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/whats-new-elastic-9-5-0","publish_details":{"time":"2026-08-04T17:27:06.980Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt0019bdef0f69471c","locale":"en-us","_version":3,"ACL":{},"abstract_l10n":"IDC research shows 72% of US public sector leaders struggle to scale AI. Learn how federated knowledge access unlocks mission outcomes.","author":[{"uid":"bltad43033ba2c7c3ec","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2025-06-17T05:35:27.904Z","created_by":"blte369ea3bcd6ac892","email_id":"","facebook_id":"","first_name":"Oksana","image":null,"job_title_l10n":"Global PMM, Public Sector","key":"","last_name":"Abramovych","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Oksana Abramovych","twitter_id":"","updated_at":"2025-06-17T05:35:27.904Z","updated_by":"blte369ea3bcd6ac892","publish_details":{"time":"2025-06-17T05:35:31.993Z","user":"blte369ea3bcd6ac892","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-07-31T13:22:49.373Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs42d7ae8bcd6bb493"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA recent IDC Spotlight report based on a survey of 685 public sector respondents found that 72% describe scaling AI from pilot to production as \"very\" or \"somewhat\" difficult.¹ Choosing the right model is only part of the challenge. Agencies also need to get their data ready for AI.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAgencies that succeed with AI are building a governed retrieval layer, often called next-generation federated knowledge access, that connects authoritative knowledge to AI agents while preserving sovereignty, auditability, and public trust.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePublic sector organizations worldwide are navigating this difficult intersection: shrinking budgets, expanding regulatory obligations, and rising citizen expectations, all while AI reshapes what's possible. Governments are no longer focused only on whether to adopt AI. They're asking how to scale it responsibly while maintaining governance and control.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis report unpacks what the IDC research reveals about the operational reality of AI at scale and why next-generation federated knowledge access is becoming an important foundation for moving beyond pilots.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What is next-generation knowledge access?","_metadata":{"uid":"cse13e097341fdad01"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNext-generation knowledge access represents an advanced approach to finding, understanding, and using information, moving beyond traditional search methods and static knowledge repositories.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWithin the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/industries/public-sector/ai\"\u003e\u003cspan style='font-size: 12pt;'\u003epublic sector\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, this translates to AI systems and operators gaining access to the right knowledge at the right time and with the right context, eliminating the need to manually search across disconnected sources.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Why governments are under pressure to scale AI","_metadata":{"uid":"cs55f21925d1fa4b1e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFiscal strain is intensifying across many regions. Across the 193 UN member states assessed, investment in resilient infrastructure and advanced technologies continues to grow.² Leaders are being asked to deliver better outcomes with fewer resources, and they're turning to AI to close that gap.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe strategic implication for public sector leaders is clear. AI isn't a discretionary innovation initiative anymore. It's increasingly becoming a policy and service delivery priority, and agencies that can't operationalize it will face growing pressure from oversight bodies, elected officials, and the public they serve.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Operationalizing AI is really a data readiness problem","_metadata":{"uid":"cs99d89a6e7f806fff"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe 72% figure deserves closer examination. IDC's research identifies the primary barriers to scaling AI: skill gaps, security and compliance risks, and data readiness.¹\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTraditional data warehouses were built for periodic analysis of curated, structured data. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/agentic-ai-for-public-sector\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgentic AI\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e depends on fast, governed access to a much broader knowledge surface that could include:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePolicies and procedures\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCase notes and correspondence\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCall transcripts, forms, and operational logs\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eReal-time cybersecurity threat signals\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost of this content is unstructured and sits in siloed systems, making it difficult to correlate and analyze. It also may not be discoverable or usable by AI agents in its current state.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe challenge often emerges at the retrieval layer. Without governed access to authoritative knowledge, AI applications may produce less reliable outputs, making it harder for agencies to build and maintain public trust.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Legacy data platforms vs. Next-generation knowledge access","_metadata":{"uid":"cs886aa07c0ab20c98"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCapability\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLegacy data warehouse\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eNext-generation knowledge access\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003ePrimary purpose\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003ePeriodic reporting and analysis\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eReal-time AI grounding and agent retrieval\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eData type\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eStructured, curated\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://www.elastic.co/what-is/structured-data\"\u003e\u003cspan style='font-size: 12pt;'\u003eStructured\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/what-is/unstructured-data\"\u003e\u003cspan style='font-size: 12pt;'\u003eunstructured\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, semi-structured\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eRetrieval method\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSQL queries\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://www.elastic.co/what-is/hybrid-search\"\u003e\u003cspan style='font-size: 12pt;'\u003eHybrid search\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (lexical and semantic)\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSovereignty controls\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eLimited\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eBuilt-in residency, audit, permission filtering\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eBest for\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eHistorical dashboards\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://www.elastic.co/what-is/retrieval-augmented-generation\"\u003e\u003cspan style='font-size: 12pt;'\u003eRetrieval augmented generation\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (RAG), agentic AI, conversational assistants\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e"}],"_metadata":{"uid":"cs10825357b8c4f638"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs2bb324c266f8a1f5"},"paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eSee the full research:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/industries/public-sector/idc-closing-ai-gap-government\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eDownload the IDC Spotlight report on closing the AI gap in government\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;to explore the survey data, global policy landscape, and architectural guidance in detail.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"Why agentic AI raises the stakes on retrieval quality","_metadata":{"uid":"cs3d48dc0b8b3e2911"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePublic sector environments are becoming multiagent and multimodel by design. As noted in the report, 65% of respondents plan to use different models for different use cases, and 35% plan to orchestrate multiple model types to complete complex tasks.¹ This shifts the architectural goal from \"one assistant with generic answers\" to many agents and applications that need consistent access to trusted context.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe performance of AI agents depends on the quality of the information they retrieve. When AI agents support critical processes, such as case management, permitting, grants administration, or integrated cybersecurity threat detection, poor retrieval can affect downstream actions, compound errors across workflows, and create compliance risks.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe IDC data reflects how agencies are responding. To meet industry-specific customization needs for agentic AI:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e47% embed AI agents in existing applications\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e39% enhance models with domain expert feedback\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e35% invest in vertical data integration and knowledge bases¹\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEach of these approaches depends on a governed retrieval foundation. Without it, customization efforts don't scale.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Sovereignty and governance are now architecture decisions","_metadata":{"uid":"cs129b8fd057f17b6d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eRegulations are beginning to define the requirements for deploying AI in production. The \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/eu-ai-act\"\u003e\u003cspan style='font-size: 12pt;'\u003eEU AI Act\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and Interoperable Europe Act reflect a broader global trend toward formal standards for trustworthy, interoperable digital public services. At the same time, digital and AI sovereignty are increasingly influencing procurement decisions and operational requirements.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAccording to IDC research, public sector organizations scaling generative and agentic AI prioritizing:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eData residency guarantees (46%)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSafety guardrails, including retrieval-based grounding and policy filters (43%)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAuditability of prompts and actions (40%)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHuman-in-the-loop approvals (39%)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eModel provenance and software bill of materials (38%)¹\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThese requirements need to be considered from the start, not added after deployment. They shape architecture, tool selection, and system design. As IDC notes from conversations with senior officials, policymakers want AI infrastructure they can \"control in time of crisis,\" reflecting a broader shift from data location requirements to strategic autonomy over AI roadmaps.\u003c/span\u003e\u003cspan style='font-size: 0.6em;'\u003e\u003csup\u003e1\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor decision-makers, this means evaluating governance and sovereignty requirements early in the selection process. Model performance matters only if the technology can operate within the agency’s compliance requirements.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What next-generation knowledge access actually looks like","_metadata":{"uid":"cs7574de7f4bb1d2bf"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThree converging trends are shaping this evolution:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eHybrid retrieval as a standard pattern:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Hybrid search blends keyword (lexical) and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/article/public-sector-genai-semantic-search\"\u003e\u003cspan style='font-size: 12pt;'\u003esemantic search\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to support RAG and agentic workflows, balancing exact matches with contextual understanding.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eOpen integration protocols:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Standards, such as the Model Context Protocol (MCP) — an open specification for connecting large language model (LLM) applications to external data sources and tools — accelerate integration while raising governance requirements around what's connected and how it's logged.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSecurity and risk controls as safety mechanisms:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Permission filtering, redaction, audit logs, and provenance tracking align retrieval architecture with frameworks, such as the National Institute of Standards and Technology (NIST) AI Risk Management Framework.\u003c/span\u003e\u003cspan style='font-size: 0.6em;'\u003e\u003csup\u003e3\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTogether, these capabilities transform search into an AI-ready retrieval service that can keep data in compliant locations while enabling controlled, low-latency access across distributed systems.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Mission outcomes agencies can expect","_metadata":{"uid":"cs6bd884df53d41602"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen retrieval is governed and consistent, the benefits extend across the organization. For IT teams and developers, standardized connectors, indexing approaches, and retrieval APIs reduce one-off integration work and accelerate delivery across projects. For security and governance teams, they can limit unnecessary data copying and make information access easier to audit.¹\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAgencies can expect:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eA unified operational picture \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ethat breaks down data silos, improves visibility, and gives teams the context they need to make faster, more informed decisions\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eEfficiency gains\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e from consolidating fragmented search and retrieval tooling\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eReduced compliance exposure\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e through built-in permission filtering, redaction, and audit logs\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eFaster time to production\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e for AI use cases across \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/government-cybersecurity-consolidating-ai-ml\"\u003e\u003cspan style='font-size: 12pt;'\u003egovernment cybersecurity\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, case management, and citizen services\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eStrategic autonomy\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e over AI roadmaps, with the ability to deploy in sovereign or on-premises environments as policy requires\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThese outcomes matter because oversight bodies and elected officials will ultimately look for evidence of governance, auditability, and mission impact. An AI investment that can’t demonstrate these outcomes may be at risk.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What public sector leaders should prioritize next","_metadata":{"uid":"csc1771cedf1fba22e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe research points to a clear strategic direction. Scaling AI isn't primarily a model selection problem. It's an architecture problem, and the retrieval layer plays a critical role.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor public sector leaders, three priorities emerge from the IDC findings:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eTreat data readiness as a prerequisite, not a parallel workstream.\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Before expanding AI pilots, invest in the governed retrieval foundation that will support them at scale.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDesign for sovereignty from the start.\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Data residency, auditability, and human oversight aren't compliance checkboxes. They're architectural requirements that shape platform selection.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eChoose platforms built on open standards.\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Interoperability protects against lock-in and preserves strategic autonomy as policies and geopolitical conditions evolve.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAgencies that act on these priorities now will be the ones delivering measurable mission outcomes with AI over the next two to three years.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Take the next step","_metadata":{"uid":"cs5e7661fa28af2a1a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe full IDC Spotlight report, cosponsored by Elastic and\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/partners/aws\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAWS\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, provides the complete survey data, global policy analysis, and architectural guidance referenced throughout this piece.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/industries/public-sector/idc-closing-ai-gap-government\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eDownload the IDC Spotlight report: Closing the AI gap in government\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eExplore\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/ai-government\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003epublic sector AI use cases from Elastic\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSee\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/public-sector/elastic-in-action\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003ehow public sector organizations use Elasticsearch\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead the article on\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/article/public-sector-genai-semantic-search\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eGenAI and semantic search in the public sector\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"csfd4577e0e84911df"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs7da007e2fac159fd"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 11pt;'\u003eSources\u003c/span\u003e\u003c/p\u003e\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 11pt;'\u003eIDC, North America Government and Education Buyer Intelligence Survey, 2026.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 11pt;'\u003eUnited Nations, “\u003c/span\u003e\u003ca href=\"https://publicadministration.un.org/egovkb/en-us/reports/un-e-government-survey-2024\" target=\"_blank\"\u003e\u003cspan style='font-size: 11pt;'\u003eE-Government Survey\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 11pt;'\u003e” 2024.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 11pt;'\u003eNIST, \u003c/span\u003e\u003ca href=\"https://www.nist.gov/itl/ai-risk-management-framework\" target=\"_blank\"\u003e\u003cspan style='font-size: 11pt;'\u003eAI Risk Management Framework\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 11pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs12f9542a7d1625c4"}}}],"publish_date":"2026-07-31","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Closing the AI gap in government: Next-gen knowledge access | Elastic","seo_description_l10n":"IDC research shows 72% of US public sector leaders struggle to scale AI. Learn how federated knowledge access unlocks mission outcomes.","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":["blt3185b1f0e9eed8d1"],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"blt99b075caf3df4ca7","_content_type_uid":"tags_topic"},{"uid":"blt2c020c0c24ae64ef","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt31422e125034fcf8","_version":1,"title":"closing-the-ai-gap-blog (1) (1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-31T13:22:47.782Z","updated_at":"2026-07-31T13:22:47.782Z","content_type":"image/png","file_size":"130454","filename":"closing-the-ai-gap-blog_(1)_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-31T13:25:22.299Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt31422e125034fcf8/6a6ca1a7aacc0dd23c0b26c6/closing-the-ai-gap-blog_(1)_(1).png"},"title":"Closing the AI gap: How next-generation knowledge access unlocks mission outcomes for government","title_l10n":"Closing the AI gap: How next-generation knowledge access unlocks mission outcomes for government","updated_at":"2026-07-31T13:25:15.693Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/closing-ai-gap-government-knowledge-access","publish_details":{"time":"2026-07-31T13:25:22.034Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltcba18d998e47045e","_version":2,"locale":"en-us","ACL":{},"abstract_l10n":"Through a new integration with Elastic, Anyshift’s AI agent, Annie, can read from a customer’s Elasticsearch deployment to search logs, surface error and warning spikes, and correlate log evidence with infrastructure change history. Read the blog.","author":[{"uid":"blt939b173952f76694","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2025-06-26T17:03:36.034Z","created_by":"blte369ea3bcd6ac892","email_id":"","facebook_id":"","first_name":"Sunnie","image":null,"job_title_l10n":"Global Director, Tech Partner Program \u0026 AI Ecosystem","key":"","last_name":"Weber","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Sunnie Weber","twitter_id":"","updated_at":"2025-06-26T17:03:47.858Z","updated_by":"blte369ea3bcd6ac892","publish_details":{"time":"2025-06-26T17:03:52.659Z","user":"blte369ea3bcd6ac892","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-07-06T13:27:00.978Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"","_metadata":{"uid":"csfe42c842765e6c9a"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eAnyshift’s AI agent, Annie, can now read from Elasticsearch as a log source during incident investigations.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eSRE teams can ask Annie incident questions about ongoing incidents and receive responses grounded in log data stored in Elastic.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eThe integration provides read-only access to Elasticsearch data, supports API key authentication, and can connect to multiple Elasticsearch instances across environments.\u0026nbsp;Annie can also surface anomalous log spikes and other signals that may warrant investigation.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eThe integration reflects a broader shift toward AI systems that leverage customer-owned operational data and context to improve incident response and operational decision-making.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs4cacc488297e4c6f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eIncident response often depends on connecting two kinds of context: what changed in the environment and what the logs say happened next. Through a new integration with Elastic, Anyshift’s AI agent, Annie, can read from a customer’s Elasticsearch deployment to search logs, surface error and warning spikes, and correlate log evidence with infrastructure change history.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eWe spoke with Louis Fradin, developer advocate and backend engineer at Anyshift, about how the integration works, why Elastic was a natural fit, and what it means for SRE and operations teams using AI to accelerate incident response.\u0026nbsp; His work with cofounders, Roxane Fischer and\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eStéphane Jourdan, allows them to build the joint story with Elastic while supporting developers through technical writing and DevRel work.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"","_metadata":{"uid":"csf79229ca788d9967"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: For readers who may be unfamiliar with Anyshift, what does the company do?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnyshift builds a versioned resource graph of live infrastructure — cloud accounts, Kubernetes, and infrastructure as code, plus the source control and workflow tools teams already run — and keeps the change history of every state transition.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOur AI agent, Annie, traverses that graph to answer the kinds of questions a graph is best at, like: \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eWhat depends on this? What changed? What is the blast radius? How do you trace incident symptoms back to the change that introduced them?\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: Why did Anyshift integrate with Elasticsearch for incident response?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe driver was data access. Elasticsearch is the logging and observability back end in a lot of the customer stacks we work with. Any time an on-call SRE asked Annie about an incident, the most useful piece of evidence — the actual log lines — often lived inside Elasticsearch with no path for Annie to reach it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUntil the integration was in place, Annie’s SRE monitoring surface had a gap every time a customer’s logs lived in Elasticsearch. Closing that gap by giving Annie read access to customer Elasticsearch deployments through the Search API is what led to the integration.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: Was this a competitive vendor selection?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNo, this wasn’t a traditional vendor bake-off. Anyshift is customer-pulled across logging and observability sources. We integrate with whatever stack a given customer runs.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic moved up the priority list because the overlap between our customer base and active Elasticsearch deployments was especially strong, and Elastic’s REST Search API offered a clean path to read-only log access without a middleware layer in the way. The question wasn’t “which logging vendor scores best?” It was “where do customers most need us to land first?”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: What made the partnership a strong fit beyond the technical integration?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThere’s a shared ethos. Customer observability data belongs to the customer and should stay open and queryable, not locked inside the platform that captures it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic exposes a clean REST Search API over customer logs, which made it possible for Anyshift to plug a customer’s Elasticsearch into Annie with nothing more than an API key. On the AI side, the thesis is similar: The value is in customer-owned, structured context, not in the collection format.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: How does Anyshift use Elastic today?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe shipped MVP gives Annie read access to a customer’s Elasticsearch deployment as a log source.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThere are two access paths:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA set of read-only tools that Annie calls on demand while answering an SRE’s incident question like searching documents, retrieving index information, checking cluster health, and reviewing cluster stats\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA proactive hourly worker that polls the customer’s index pattern for error, warning, and request statistics and surfaces spikes inside Annie’s SRE monitoring view\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAuthentication is API key-based, and the direction is one-way: Annie reads from Elasticsearch but never writes back.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: How does the Elastic and Anyshift integration help SRE teams during incidents?\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor an Anyshift customer running Elastic, Annie can now reach into Elasticsearch and answer incident questions that depend on log evidence like error spikes, recent anomalies and message-pattern lookups without the on-call SRE leaving the Annie surface.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe hourly worker also means spikes can be surfaced proactively, not just on demand. For Elastic customers adopting Anyshift, their existing Elasticsearch deployment becomes another first-class data source for Annie. During an investigation, Annie can consult Elastic logs alongside Anyshift’s infrastructure graph and other integrations.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: Were there any meaningful technical hurdles along the way?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYes, three areas required real iteration.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eMulti-instance Elasticsearch support: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eReal customers often run more than one Elasticsearch deployment, whether that’s production in different regions or separate production and staging environments. The initial single-instance MVP had to be reworked to support multiple deployments per project.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCustomer-side network access:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Customer Elasticsearch clusters are often behind IP allowlists or VPCs, so onboarding includes a coordinated step where the customer allows Anyshift’s outbound IPs.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eVaried customer log schemas:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Elasticsearch deployments differ in how fields are typed and structured, which affects the hourly worker’s aggregation logic. We addressed that with better service-field detection, validation before aggregation, and graceful fallback behavior.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: Did the integration have any impact on how Anyshift builds products internally?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt did. The multi-instance work for the Elasticsearch integration became the architectural pattern we now use more broadly across our integration layer. It helped shift us from a single-instance default to a multi-instance-by-default posture for the rest of the roadmap.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: What can customers do now that they couldn’t do before?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA few things stand out.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnnie can search a customer’s Elasticsearch logs on demand during an incident, so log-evidence answers are available without the SRE leaving the Annie surface.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eError and warning spikes in Elasticsearch can be surfaced proactively in Annie’s SRE monitoring view by the hourly worker.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch becomes one of the data sources Annie correlates against when answering an SRE question, alongside the rest of the infrastructure and workflow context Anyshift already brings together.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: What does this partnership say about the future of AI in operations?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe core thesis is that AI in production is bottlenecked on context, not on models.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe faster the versioned resource graph becomes the infrastructure context layer for AI-native observability, the more durable our position is. Elastic is a natural partner in that story because observability data is such a critical part of the context AI needs to be useful in production.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: Are there any early indicators of impact?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnyshift customers running Elastic in production are using the integration today. Public attribution from those customers isn’t in place yet, so named joint case studies are still ahead.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFrom the broader Anyshift side, we’ve seen Annie consistently reduce root-cause time significantly on incidents recoverable from graph state. In one example, Hilary Brennan-Marquez, head of infrastructure at MotherDuck, described a process that would have taken a human anywhere from 20 minutes to two hours that Annie completed in 30 seconds. That same MTTR pattern is what we expect to see reflected in future joint customer stories.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: What’s next for the Elastic and Anyshift collaboration?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThere are three near-term tracks.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOne is the joint blog story around how to use Anyshift to explore infrastructure where Elastic products are running. Another is the first-named joint case study once a shared customer is ready to be referenced publicly. And the third is extending the integration into Elastic knowledge base and Streams, so customer infrastructure context and AI-partitioned significant events can flow into the same Annie surfaces alongside the log data we already consume.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: What part of the roadmap are you personally most excited about?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHonestly, Streams. The idea of an AI-parsed, AI-partitioned narrative of significant events from unstructured logs — alongside infrastructure change events on the same timeline — is one of the most compelling directions I’ve seen for real-time operational understanding. That changes what on-call can look like.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: What advice would you give to other organizations interested in partnering with Elastic?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLead with the technical conversation, not the legal one. Once the engineering and product alignment are sharp, the commercial structure tends to follow.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAlso, pick a first integration surface that creates a demo moment a non-technical buyer can immediately understand. For us, that was simple; the on-call SRE asks Annie about an error, and Annie pulls the matching log lines from the customer’s Elasticsearch deployment in the same conversation.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQ: If you had to describe the Elastic and Anyshift partnership in three words, what would they be?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOpen. Complementary. AI-native.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csf0caaa4df1cfa6f0"}}},{"title_text":{"title_text":[{"title_l10n":"","header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e","_metadata":{"uid":"csae09b8bc67ae01fc"}}],"_metadata":{"uid":"cs97ca5861386627ed"}}}],"publish_date":"2026-07-06","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt39140cf3e2cd4550","ACL":{},"created_at":"2023-11-06T21:51:00.583Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"integrations","label_l10n":"Integrations","tags":[],"title":"Integrations","updated_at":"2023-11-06T21:51:00.583Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.083Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltc8e4f4eb4eed3ccd","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"bltbc86a233655f4b8e","title":"Elasticsearch","label_l10n":"Elasticsearch","keyword":"elasticsearch","hidden_value":false,"tags":[],"locale":"en-us","created_by":"blt36e890d06c5ec32c","updated_by":"blt36e890d06c5ec32c","created_at":"2022-09-13T16:43:08.111Z","updated_at":"2022-09-13T16:43:08.111Z","ACL":{},"_version":1,"publish_details":{"time":"2026-03-03T20:50:22.490Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt5b51cbe462f8fc29","_version":1,"title":"anyshift-partnership (1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-06T13:26:28.712Z","updated_at":"2026-07-06T13:26:28.712Z","content_type":"image/png","file_size":"117727","filename":"anyshift-partnership_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-06T13:27:09.946Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt5b51cbe462f8fc29/6a4bad043923e90af7dbd447/anyshift-partnership_(1).png"},"title":"Q\u0026A: How Elastic and Anyshift are bringing AI-powered context to incident response","title_l10n":"Q\u0026A: How Elastic and Anyshift are bringing AI-powered context to incident response","updated_at":"2026-07-06T13:28:50.483Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/anyshift-partnership","publish_details":{"time":"2026-07-06T13:29:04.574Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltb3582f1bac4bc476","locale":"en-us","_version":1,"ACL":{},"abstract_l10n":"New Elastic research reveals why many Australian businesses exceeded their AI budgets last year: it's a data foundation problem. Discover how to shift focus from tokenmaxxing to real business ROI and proper governance.","author":[{"uid":"blt849afd8f13e08832","title":"Jeremy Pell","first_name":"Jeremy","last_name":"Pell","job_title_l10n":"Area Vice President, ANZ","company_l10n":"Elastic","image":{"uid":"blt0ed1f3b5d203d793","_version":1,"title":"headshot-jeremy-pell-300x300.jpg","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2025-03-26T20:03:10.600Z","updated_at":"2025-03-26T20:03:10.600Z","content_type":"image/jpeg","file_size":"16348","filename":"headshot-jeremy-pell-300x300.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-03-29T16:02:48.864Z","user":"blte04802f0330f25f7","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt0ed1f3b5d203d793/67e45d7e07290a9d32ebb53a/headshot-jeremy-pell-300x300.jpg"},"paragraph_l10n":"","key":"","facebook_id":"","twitter_id":"","linkedin_id":"","email_id":"","subtitle_l10n":"","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blte04802f0330f25f7","created_at":"2025-03-26T20:03:12.025Z","updated_at":"2025-04-07T04:15:42.798Z","ACL":{},"_version":3,"publish_details":{"time":"2025-04-07T04:15:57.758Z","user":"blte04802f0330f25f7","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-07-06T15:38:24.144Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/blog/ai-cost-research-tokenmaxxing\"\u003e\u003cspan style='font-size: 12pt;'\u003eNew research\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e from Elastic shows that one in three Australian businesses exceeded their AI budget last year, and almost a third have already paused or wound back deployments because the cost could not be justified by the output. Half of them are still planning to increase spending in the next 12 months.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut more spending alone will not fix the problem. The data points clearly to where the work actually needs to happen. These are the five things every business leader should prioritise in the year ahead.\u003c/span\u003e\u003c/p\u003e","_metadata":{"uid":"cs51bc1c6931b6a84b"}},{"title_l10n":"1. Stop measuring AI activity and start measuring AI outcomes","header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOur research found that only 8% of Australian businesses are tracking whether AI is delivering real revenue or cost savings. More organisations track AI usage rather than actual business outcomes.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is the most urgent shift leaders need to make. Usage dashboards that show how busy your AI is are not the same as proof that your AI is working. Before you increase spending in the year ahead, define what success actually looks like in business terms: cost savings that show up in the books, revenue that can be attributed, and productivity gains that free up real capacity. If you cannot connect AI activity to a business outcome that a CFO can act on, you do not have a return on investment story. You have an activity story.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe practical starting point is to pick two or three AI use cases where you can draw a straight line to a measurable outcome, instrument them properly, and build your evidence base from there. Broad deployment without measurement is how budgets overrun and boards lose confidence.\u003c/span\u003e\u003c/p\u003e","_metadata":{"uid":"cs8d9164293393b61b"}},{"title_l10n":"2. Do the unglamorous data work before anything else","header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThere is a glaring contradiction in how local businesses approach AI: a striking 72% of Australian businesses rushed into deployments without establishing a formal data-readiness baseline first. Yet, when these systems inevitably underperform, leaders are twice as likely to attribute poor AI performance to poor data quality (32%) over limitations in the underlying AI models (14%).\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eData readiness is not an exciting agenda item. It does not generate a compelling slide for the board.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut the single highest-impact investment you can make in AI performance is ensuring data relevance. When an AI system is fed low-quality, redundant, or poorly scoped information, the model has to work twice as hard to separate the signal from the noise. You are essentially paying to process data that should have been filtered out in the first place.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFixing the data foundation is not about slowing down AI deployment. It is about making AI efficient enough to actually justify what you are spending on it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePractically, this means understanding where your data lives, assessing whether it is accurate and fit for purpose, and eliminating duplication before it reaches the model. The organisations that do this work will spend significantly less per query and get significantly better outputs.\u003c/span\u003e\u003c/p\u003e","_metadata":{"uid":"csfd11bf950cb4bed6"}},{"title_l10n":"3. Build observability before you scale agents","header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOnly 31% of Australian businesses have a centralised view of how many AI agents or autonomous workflows are running across their organisation. Yet, 50% plan to expand agent use in the coming 12 months. Only 2% have a formal incident response process for AI.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat gap is where the next wave of AI problems will come from.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAgents are not like software you deploy and monitor through conventional means. They take real actions, in real systems, often without a human in the loop. If you cannot see what they are doing with full logging and clear attribution, you cannot govern them, and you will not be able to explain a failure when it happens.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe right sequencing is to build the observability infrastructure first, then expand agent use, not the other way around. This means usage logging, monitoring, regular risk reviews, and a clear incident response process before you give autonomous AI a wider remit. The productivity upside of agents is real. But it is only accessible to organisations that can govern what they have deployed.\u003c/span\u003e\u003c/p\u003e","_metadata":{"uid":"cs66f9458b3629f285"}},{"title_l10n":"4. Consolidate your data platform","header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost enterprise AI inefficiency is fundamentally a fragmentation problem. When critical business data runs on completely separate, disconnected datastores, every single AI query pays a hidden tax in both computing power and operational visibility. Information has to be constantly moved between systems, vital context gets lost in translation, and no single team has a clear picture of what the AI is actually doing or costing.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eConsolidating onto a unified data architecture is not just a technology preference; it is a critical business decision that improves efficiency across the board. Streamlining your data infrastructure eliminates the operational lag and security blind spots created by disconnected systems. It also gives your AI models immediate access to full enterprise context without heavy processing overhead.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is also where technology leaders can recover real budget to fund future innovation. Streamlining overlapping point solutions and rationalising legacy vendors allows organisations to free up capital for AI investments intentionally, creating fiscal headroom without creating new operational silos.\u003c/span\u003e\u003c/p\u003e","_metadata":{"uid":"cs06d37d2e447f2edb"}},{"title_l10n":"5. Keep innovating, but invest in the people alongside the technology","header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCost discipline and innovation are not opposites. The goal of getting the data foundation right, building observability, and measuring outcomes properly is not to restrict AI's potential. It is to make AI efficient enough that every dollar spent has a genuine chance of delivering a meaningful return.\u0026nbsp;\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe research shows that where AI successfully manages routine and repetitive administrative tasks, three-quarters of businesses report their people are redirecting freed-up time toward higher-value work. Staff are shifting their focus toward strategic planning, new product development, customer engagement, and proactive upskilling.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFurthermore, the data highlights a strong and growing demand for specialised technical capability. Far from halting recruitment, 45% of organisations anticipate creating entirely new, AI-focused positions within their businesses, with 18% already actively hiring for these roles.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe businesses that come out ahead in the year ahead will be the ones that invest in both the AI foundation and the people who work alongside the technology. This collaboration is where compounding returns live, and where the real competitive gap opens up.\u003c/span\u003e\u003c/p\u003e","_metadata":{"uid":"cs9ace0ffb18c85332"}},{"title_l10n":"The reset that this year demands","header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNone of these five things is especially complicated. What they have in common is that they require discipline over novelty: doing the foundational work before chasing the next capability, measuring outcomes before celebrating adoption, and building governance before scale.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe organisations that treated last year as a year of AI experimentation now need to treat the next 12 months as a year of AI accountability. The data is clear on what went wrong. The path forward is equally clear for those willing to take it seriously.\u003c/span\u003e\u003c/p\u003e","_metadata":{"uid":"cse509fdf3d45c9e9f"}}],"_metadata":{"uid":"cs62acc553aa008123"}}},{"title_text":{"title_text":[{"title_l10n":"About the research","header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Elastic AI cost research, conducted by PureProfile, surveyed over 500 senior decision-makers at Australian organisations with 50 or more employees that are currently using, formally or informally deploying, or piloting AI tools. All respondents are either final decision-makers or strong influencers and recommenders on AI, data, or digital transformation in their organisation. Fieldwork was conducted in June 2026.\u003c/span\u003e\u003c/p\u003e","_metadata":{"uid":"csc5e58e206845e96d"}}],"_metadata":{"uid":"cs91e6841ce5507b83"}}}],"publish_date":"2026-07-06","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Fix your data foundation to unlock real AI ROI | Elastic","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"blt736c21c9cc3bed67","_content_type_uid":"tags_topic"},{"uid":"bltbd53ce66bb32154f","_content_type_uid":"tags_topic"},{"uid":"blt99b075caf3df4ca7","_content_type_uid":"tags_topic"},{"uid":"blt9085022a5c6c87e9","_content_type_uid":"tags_topic"},{"uid":"bltaea23ea6eafbd6eb","_content_type_uid":"tags_topic"},{"uid":"bltb4928f8cf10d2cff","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"bltbc86a233655f4b8e","title":"Elasticsearch","label_l10n":"Elasticsearch","keyword":"elasticsearch","hidden_value":false,"tags":[],"locale":"en-us","created_by":"blt36e890d06c5ec32c","updated_by":"blt36e890d06c5ec32c","created_at":"2022-09-13T16:43:08.111Z","updated_at":"2022-09-13T16:43:08.111Z","ACL":{},"_version":1,"publish_details":{"time":"2026-03-03T20:50:22.490Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"bltbf562bdaa56e9d81","_version":1,"title":"data-foundation-blog (1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-06T15:38:22.408Z","updated_at":"2026-07-06T15:38:22.408Z","content_type":"image/png","file_size":"126190","filename":"data-foundation-blog_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-06T15:38:32.507Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltbf562bdaa56e9d81/6a4bcbee699b4aad1fb07d2e/data-foundation-blog_(1).png"},"title":"Shifting AI from activity to outcomes in the year ahead","title_l10n":"Shifting AI from activity to outcomes in the year ahead","updated_at":"2026-07-06T15:38:24.144Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/fix-your-data-foundation","publish_details":{"time":"2026-07-06T15:38:32.175Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt7e4921043e2355e6","_version":3,"locale":"en-us","ACL":{},"abstract_l10n":"New research shows Australian businesses are blowing AI budgets on tokenmaxxing instead of fixing their underlying data foundations. Discover why data quality, not the model, determines your true AI ROI for the new financial year.","author":[{"uid":"blt849afd8f13e08832","title":"Jeremy Pell","first_name":"Jeremy","last_name":"Pell","job_title_l10n":"Area Vice President, ANZ","company_l10n":"Elastic","image":{"uid":"blt0ed1f3b5d203d793","_version":1,"title":"headshot-jeremy-pell-300x300.jpg","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2025-03-26T20:03:10.600Z","updated_at":"2025-03-26T20:03:10.600Z","content_type":"image/jpeg","file_size":"16348","filename":"headshot-jeremy-pell-300x300.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-03-29T16:02:48.864Z","user":"blte04802f0330f25f7","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt0ed1f3b5d203d793/67e45d7e07290a9d32ebb53a/headshot-jeremy-pell-300x300.jpg"},"paragraph_l10n":"","key":"","facebook_id":"","twitter_id":"","linkedin_id":"","email_id":"","subtitle_l10n":"","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blte04802f0330f25f7","created_at":"2025-03-26T20:03:12.025Z","updated_at":"2025-04-07T04:15:42.798Z","ACL":{},"_version":3,"publish_details":{"time":"2025-04-07T04:15:57.758Z","user":"blte04802f0330f25f7","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-06-29T16:47:01.259Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csaf679012d53d694d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOne in three Australian businesses exceeded their AI budget last year. Yet, half of them plan to increase AI spending again this year. Yet the behaviour that caused those budget overruns remains largely unaddressed.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic has just released new research surveying more than 500 senior AI decision-makers across Australia, and the findings are a clear signal that this new financial year needs to be different.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHere is what the data is telling us.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The tokenmaxxing trap","_metadata":{"uid":"cs1b6e9c2764aead01"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTokenmaxxing describes the tendency to optimise AI for visible activity rather than genuine business value. The usage dashboards look healthy. The leaderboards are climbing. But the outcomes are not necessarily following.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOur research found 80% of Australian AI decision-makers are concerned that high AI usage is being mistaken for genuine productivity gains. Yet only 8% are tracking whether AI is delivering real revenue or cost savings.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnd the consequences are already showing. Almost a third of businesses (32%) have paused, cancelled, or wound back AI deployments because the output could not justify the cost. Another 28% are currently reviewing deployments for the same reason. Investment and adoption are accelerating faster than the ability to measure return, and as budgets grow, the stakes of getting this wrong grow with them.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The data foundation problem","_metadata":{"uid":"csddb4e6b3e1662f5b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen AI tools underperform, decision-makers blame the quality of their underlying data more than anything else (32%) — more than double the share who blame the limitations of the AI models themselves (14%). Yet, only 28% treated data readiness as a formal prerequisite before deploying AI. A further 8% deployed with no formal data quality assessment at all.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe instinct is to treat rising AI costs as a compute problem. But the compute explosion in most enterprises is happening at the data retrieval layer. When an AI system relies on low-quality or poorly scoped data, it forces the model to consume exponentially more tokens to reach a usable answer. You are not just paying to compute; you are paying to compute junk.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAustralian organisations do not need a massive flood of tokens for every query. They need the exact, right drop of hyper-contextualised data. AI return on investment is an observability problem before it is a budget problem.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Agents are scaling faster than governance","_metadata":{"uid":"csca878e179365024c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOnly 31% of businesses have a centralised view of how many AI agents or autonomous workflows are running across their organisation. Nearly half (47%) are concerned that AI adoption is outpacing their ability to govern it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe monitoring gap is stark. Only 13% have usage logging in place, 11% conduct regular risk reviews, and just 2% have a formal incident response process for AI. Yet, 50% plan to expand the use of agents in the new financial year. If an AI tool caused a compliance failure tomorrow, only 22% are very confident they could identify what went wrong and why.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Where budgets are coming from","_metadata":{"uid":"csf4440475f6c42111"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo fund AI increases, businesses are redirecting budgets:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e16% from IT infrastructure and operations\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e12% from existing software licensing\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e10% from headcount or hiring budgets\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e8% from cybersecurity\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat last figure is worth noting. Though a very small number of businesses said they were using security budgets this way, no business should use cybersecurity budgets to fund AI expansion at the very moment AI is increasing the speed and scale of cyber threats. This creates risks that deserve scrutiny at the board level.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAI spend is variable and unbudgeted in ways that legacy software licensing never was. CFOs are scrutinising the entire technology stack differently as a result. The honeymoon period for AI spend is over. Boards want proof of value, not promises.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How AI is changing the workforce","_metadata":{"uid":"csa783a9a8d96d5ea9"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhile the financial metrics are facing intense scrutiny, the research points to a more nuanced workforce story than the one that often dominates headlines.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAI is not just changing how much organisations spend on budgets; it is fundamentally altering how people work. When routine, repetitive administrative tasks are successfully automated, employees can elevate their daily focus.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe research found that three-quarters (75%) of Australian businesses report their people are redirecting freed-up time toward higher-value initiatives. Instead of managing manual workflows, they are focusing on strategic planning, new product development, deeper customer engagement, and proactive upskilling.\u0026nbsp;\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFurthermore, the data highlights a strong demand for specialised skills. Rather than reducing headcount, 45% of organisations anticipate creating entirely new, AI-focused positions within their businesses, with 18% already recruiting for these roles.\u0026nbsp;\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUltimately, sustainable AI investment relies heavily on supporting the human element. The businesses that pull ahead in this new financial year will not just build stronger data foundations; they will actively invest in the people who work alongside the technology. This collaboration is where compounding returns live, and where the real competitive gap opens up.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Reset AI approach in new financial year ","_metadata":{"uid":"csbd16086003409697"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe new financial year is the right moment to reset. It’s not the time to pull back from AI, but to build the foundation that makes it genuinely work. The businesses that do that now will be considerably better positioned in the future.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/context-engineering\"\u003e\u003cspan style='font-size: 12pt;'\u003eLearn more about Elastic’s context engineering capabilities and data retrieval tools\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs8c63457047edbd91"}}},{"callout":{"title_l10n":"About the research","_metadata":{"uid":"csdcd2895e9bd048a3"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Elastic AI cost research, conducted by Pure Profile, surveyed over 500 senior decision-makers at Australian organisations with 50 or more employees that are currently using, formally or informally deploying, or piloting AI tools. All respondents are either final decision-makers or strong influencers and recommenders on AI, data, or digital transformation in their organisation. Fieldwork was conducted in June 2026.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}}],"publish_date":"2026-06-29","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Fix your data foundation, not your AI ","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"New research reveals why Australian businesses are entering the new financial year with bigger AI budgets and the same unsolved problem.","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltbd53ce66bb32154f","_content_type_uid":"tags_topic"},{"uid":"blt240c2986db0ba465","_content_type_uid":"tags_topic"},{"uid":"blt6c991eb897ec7277","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"bltbc86a233655f4b8e","title":"Elasticsearch","label_l10n":"Elasticsearch","keyword":"elasticsearch","hidden_value":false,"tags":[],"locale":"en-us","created_by":"blt36e890d06c5ec32c","updated_by":"blt36e890d06c5ec32c","created_at":"2022-09-13T16:43:08.111Z","updated_at":"2022-09-13T16:43:08.111Z","ACL":{},"_version":1,"publish_details":{"time":"2026-03-03T20:50:22.490Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt2a8890f73683e564","_version":1,"title":"tokenmaxxing-blog (1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-06-29T16:46:58.606Z","updated_at":"2026-06-29T16:46:58.606Z","content_type":"image/png","file_size":"141291","filename":"tokenmaxxing-blog_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-06-29T16:48:09.566Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt2a8890f73683e564/6a42a18244538625f3c8fda7/tokenmaxxing-blog_(1).png"},"title":"Your AI isn’t underperforming. Your data foundation is.","title_l10n":"Your AI isn’t underperforming. Your data foundation is.","updated_at":"2026-06-29T16:48:22.558Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/ai-cost-research-tokenmaxxing","publish_details":{"time":"2026-06-29T16:48:29.349Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt06134900a7f4f43a","_version":6,"locale":"en-us","ACL":{},"abstract_l10n":"A multi-agent duplicate detection system built with Elastic Agent Builder addresses the 56% failure rate of manual duplicate detection in Kenya's HIV patient records. It uses tiered risk scoring and specific recs to provide $195K annual savings.","author":[{"uid":"blt6bc1d0bb6009039c","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-05-12T20:20:32.310Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Fredrick","image":null,"job_title_l10n":"Solutions Architect","key":"","last_name":"Kioko","linkedin_id":"","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFredrick Kioko is a solutions architect based in Nairobi, Kenya, building health information systems and working toward launching Jamii Health Innovations.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003c/span\u003e\u003ca href=\"https://github.com/its-kios09\"\u003e\u003cspan style='font-size: 12pt;'\u003eGitHub\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e ·\u003c/span\u003e\u003ca href=\"https://vimeo.com/1158605209?fl=pl\u0026fe=vl\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;Demo\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e ·\u003c/span\u003e\u003ca href=\"https://www.linkedin.com/in/fredrick-kioko-506550171/\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;LinkedIn\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Fredrick Kioko","twitter_id":"","updated_at":"2026-05-12T20:20:32.310Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-05-12T20:20:36.442Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-05-13T16:09:10.177Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs042f6ff6c3be3e2c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIn many Kenyan county health departments, monitoring and evaluation (M\u0026amp;E) officers can spend entire days running Excel pivot tables, eyeballing patient names, and cross-referencing sample IDs and\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003estill\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;only catch around 44% of duplicates. The other 56% stay in the system quietly, inflating the US President’s Emergency Plan for AIDS Relief (PEPFAR) dashboards, wasting reagents and eroding trust in data that clinicians rely on for treatment decisions.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI know this because I see it at work. I'm a solutions architect at a HealthTech firm in Nairobi. We build and maintain health information systems deployed across all 47 counties in Kenya. Duplicate patient records are the kind of problem nobody puts on a slide deck, but everyone feels on the ground.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhen the Elasticsearch Agent Builder Hackathon was announced, I didn't have to go looking for a problem. The problem had been sitting on my desk for months.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs8440d111658f8605"}}},{"banner":{"reference":[{"uid":"bltb77297b9237f0cfd","_content_type_uid":"banner"}],"_metadata":{"uid":"cs24c5e2e83f0c2885"}}},{"title_text":{"title_text":[{"title_l10n":"How duplicates happen (and why they're hard to catch)","_metadata":{"uid":"csc921677196fe20fb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eKenya's HIV testing infrastructure runs two critical lab tests: Early Infant Diagnosis (EID) for HIV-exposed infants and Viral Load (VL) monitoring for adults on antiretroviral therapy. The tests are ordered in KenyaEMR, processed at labs, and results flow back through Kenya's health information exchange.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe duplication scenarios are unglamorous and expensive — a mother brings her infant to facility A, then tests again at facility B under a slightly different name; an adult on ART crosses county lines and gets reregistered; someone deliberately uses inconsistent demographics to access services at multiple sites.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEach scenario creates a ghost record. Multiply that across 500+ facilities and the numbers get real: roughly $195,000 per year in duplicated tests, wasted reagents, and inflated reporting. Manual detection takes about two hours per case. At that rate, the backlog only grows.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eI wanted something that could scan 1,000 records in seconds and explain its reasoning in language a healthcare worker could understand and act on.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The system: 3 agents each with a specific job","_metadata":{"uid":"csff1aec3fe1df25cc"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eI built a multi-agent system on Elasticsearch 8.11 (Serverless) using Elastic Agent Builder with Claude Sonnet 3.7 as the reasoning model. Rather than one monolithic agent trying to do everything, I split the work into three agents — the detection agent, the risk assessor, and the action recommender. Each one has a narrow scope, specific inputs, and a defined output format.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The detection agent","_metadata":{"uid":"cs870fe1ed11e674ee"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eThe detection agent\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e runs ES|QL queries against the patient index, looking for duplicates through three lenses: cross-facility pattern matching (same patient appearing at multiple facilities), demographic analysis (e.g., name variations, inconsistent sex identifiers, and partial ID matches), and temporal anomaly detection (same-day testing at distant facilities). This is the search layer. It surfaces candidates; it doesn't make judgments.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The risk assessor","_metadata":{"uid":"cs61fa0ba7ac00a982"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eThe risk assessor\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;takes those candidates and scores them 0–100 using weighted signals:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCross-facility visits:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eUp to 40 points\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eDemographic inconsistencies:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Up to 30 points\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eGeographic impossibilities:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eUp to 20 points\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eTiming anomalies:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Up to 10 points\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCases land in one of four tiers: CRITICAL, HIGH, MEDIUM, or LOW. I'll explain why I didn't use binary classification in a moment.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The action recommender","_metadata":{"uid":"csa8e3bead3eabd336"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eThe action recommender\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e translates scores into specific next steps calibrated to the Kenyan healthcare context: immediate M\u0026amp;E officer review for CRITICAL cases, flagging for next facility visit for MEDIUM, and staff training recommendations for facilities showing systemic patterns. This agent exists because a risk score alone isn't useful to a health worker. They need to know \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ewhat\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e to do with it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Why I used multifactor scoring instead of binary classification","_metadata":{"uid":"cs3f1f03722266ea07"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEarly in the build, I tried a simpler approach: duplicate or nonduplicate. It didn't survive contact with real data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe problem is that legitimate follow-up testing looks a lot like duplication. A patient on ART is \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003esupposed\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e to show up at the same facility every few months. An infant \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eshould\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e be tested repeatedly. Binary classification either flags too many legitimate visits (and health workers learn to ignore all flags) or misses the subtle cases where someone tests at two different facilities on the same day under slightly different names.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe tiered approach lets healthcare workers prioritize. A CRITICAL case with a risk score of 87 (same-day testing, different facilities, and inconsistent sex identifiers) gets immediate attention. A LOW case with a score of 22 (same facility and expected follow-up interval) gets filed. The M\u0026amp;E officer makes the final call, but they're working from evidence instead of gut.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCalibrating the weights took many iterations against real data. I'm still not fully confident they're optimal. But the structure is right, and the weights can be tuned as we collect more field data.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The Elasticsearch work that made it possible","_metadata":{"uid":"csd13adf11b7843b45"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eI spent more upfront time on index design than on any other part of the system, and it was the best investment I made.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe index mappings include derived fields computed at index time: \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003ecross_facility_flag\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003etotal_tests\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003efacility_count\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e per patient. Key demographic fields have both \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003ekeyword\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e (exact match) and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003etext\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e (analyzed, fuzzy search) subfields, so the detection agent can switch between strict and fuzzy matching depending on the signal it's chasing — strict matching for sample IDs and fuzzy matching for patient names where \"Wanjiku\" and \"Wanjiku Mary\" might be the same person.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eI also leaned hard on Elasticsearch aggregations for candidate prefiltering. The system buckets records by facility, test type, and date range before running pairwise comparisons. This is what keeps detection tractable on larger datasets. You don't need to compare every record against every other record if you can narrow the candidate space first.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eES|QL was new to me. I learned it during the hackathon, and it's impressive for real-time analytics at scale. The architecture that worked best for me was pairing ES|QL for pattern detection and aggregations with Python handling the application logic. Considering I was new to it, this separation made my whole system easier to reason about.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What the agents actually found","_metadata":{"uid":"csac20293eebd2c728"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eI tested the system on 1,010 real anonymized patient records from 59 Kenyan healthcare facilities. The scan completed in under 10 seconds.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt identified 131 duplicate patients, including five cases of same-day multifacility testing and four patients with intentionally inconsistent sex identifiers across facilities.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe same-day cases are the ones that surprised me. Manual review would eventually catch name duplicates if someone was patient enough. But spotting that a patient tested at two facilities on the same day geographically distant and under slightly different demographics is the kind of pattern that lives in the data invisibly until you specifically look for it. M\u0026amp;E officers told me those cases would have taken weeks to surface manually\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e if\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e they surfaced at all.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The lesson I didn't expect: Explainability is the product","_metadata":{"uid":"cs0a114b66d089f9f4"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEarly prototypes returned a risk score and a recommendation. I showed them to M\u0026amp;E officers, but they didn't trust the output.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis wasn't a technical failure; the scores were accurate. But a healthcare worker looking at a flagged patient needs to understand \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ewhy\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e it was flagged before they'll act on it. Is it the name mismatch? The geographic impossibility? The timing? Without that context, the system is a black box, and black boxes get ignored in clinical settings where the stakes are a patient’s treatment.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBuilding the action recommender to produce specific, evidence-cited explanations was what turned the prototype into something people would \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eactually\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e use. The M\u0026amp;E officer I demoed it to in Nairobi said, \"This would have saved me three days last month.\"\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat lesson isn't specific to healthcare. If your AI system's recommendations require a human to act, the explanation is as much the product as the recommendation.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Getting the agent instructions right","_metadata":{"uid":"cs7c15c8f17964c008"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEach agent was built in Elastic Agent Builder with custom instructions defining its domain expertise, reasoning steps, and output format. I underestimated how much the quality of those instructions would matter.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEarly versions with vague instructions produced inconsistent outputs. The detection agent would sometimes explain its reasoning and sometimes not. The risk assessor would occasionally skip a scoring factor. Getting reliable, evidence-based outputs required being specific about required evidence fields and explicit about the reasoning chain the agent should follow. Treat custom instructions like code: Be precise, test edge cases, and iterate.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What's next?","_metadata":{"uid":"csbd165b7c12e43942"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis isn't a hackathon demo that gets archived. The plan is piloting in five Nairobi County facilities over the next 2–3 months, training M\u0026amp;E officers and collecting real-world performance data to refine the risk weights.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAfter that, the roadmap includes biometric matching integration and Swahili phonetic name fuzzy matching, which is a real gap in current approaches (\"Wanjiku\" versus \"Wanjiku\" is easy. \"Njeri\" versus \"Njery\" requires phonetic awareness that standard fuzzy matching doesn't handle well). Eventually, I want the system running in real-time during patient registration in HMIS, catching duplicates \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ebefore\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e they enter the system rather than after.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLonger term, I want to connect to Kenya's Health Information Exchange and scale it to all 47 counties. Elasticsearch's horizontal scaling and the modular agent design mean the core system doesn't need a rebuild; it just needs extensions. The projected impact at national scale: $195,000 in annual savings and a 70% reduction in duplicate testing. More importantly, clinicians can trust the records they're looking at when making treatment decisions.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The takeaway","_metadata":{"uid":"csfb0e23bb8e973a3e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you work in a domain where data quality is a quiet, expensive, human-labor problem, Elastic Agent Builder lets you build something that \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eexplains\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e the problem rather than just querying it with tools like ES|QL for pattern detection, multiagent orchestration for layered analysis, and custom instructions for domain-specific reasoning. It came together faster than I expected.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe most satisfying part of this build wasn't the placement. It was watching someone who does this work every day recognize \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ein about ten seconds\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e that the tool understood their problem.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs82ab4d8c7383e38a"}}},{"guest_author":{"topic_heading_l10n":"","_metadata":{"uid":"cs53c641bbbd572b31"},"author":["blt6bc1d0bb6009039c"]}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs083ca691a6916247"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cse87f9d7eab97f792"}}}],"publish_date":"2026-05-13","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Elasticsearch Agent Builder Hackathon","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":3,"locale":"en-us","uid":"blta3fd0168b354a680","ACL":{},"created_at":"2023-11-06T21:50:30.740Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elk-elastic-stack","label_l10n":"ELK/Elastic Stack","tags":[],"title":"ELK/Elastic 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(1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-05-12T20:17:19.488Z","updated_at":"2026-05-12T20:17:19.488Z","content_type":"image/png","file_size":"118439","filename":"catching-invis-errors-blog_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-05-13T16:17:51.601Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt4ac6f575fb0e6ccb/6a038acf3a8e8f7c4ec04aee/catching-invis-errors-blog_(1).png"},"title":"Catching invisible errors: How I built a duplicate detection agent for Kenya's HIV program","title_l10n":"Catching invisible errors: How I built a duplicate detection agent for Kenya's HIV program","updated_at":"2026-05-13T16:17:44.822Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/agent-builder-hackathon-catching-invisible-errors","publish_details":{"time":"2026-05-13T16:17:51.353Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt6b0de270ff1dbee7","_version":7,"locale":"en-us","ACL":{},"abstract_l10n":"The Elasticsearch Agent Builder Hackathon spotlighted Gauntlet, a top-three project that uses mocking agents to mutate tool calls, expose hidden failures, and improve AI agent reliability.","author":[{"uid":"blt81ed17b07a72b8f3","_version":3,"locale":"en-us","ACL":{},"company_l10n":"National University of Singapore","created_at":"2026-05-12T17:58:22.285Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Kavish","image":null,"job_title_l10n":"Student","key":"","last_name":"Sathia","linkedin_id":"https://linkedin.com/in/kavish-sathia","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eKavish Sathia is a computer science student at NUS working on agentic systems.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e\u003c/em\u003e\u003c/span\u003e\u003ca href=\"https://github.com/kavishsathia/gauntlet\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eGitHub\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e ·\u003c/em\u003e\u003c/span\u003e\u003ca href=\"https://youtube.com/watch?v=xBRn3ym9r8Y\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;Demo\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e ·\u003c/em\u003e\u003c/span\u003e\u003ca href=\"https://kavishsathia.com/\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;Website\u003c/span\u003e\u003c/a\u003e \u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e·\u003c/em\u003e\u003c/span\u003e\u003ca href=\"https://linkedin.com/in/kavish-sathia\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;LinkedIn\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Kavish Sathia","twitter_id":"","updated_at":"2026-05-12T18:43:26.828Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-05-12T18:43:31.220Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-05-12T18:40:34.560Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csbe67a8d0b5327603"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith two days left before the hackathon deadline, I made the decision to step back and rethink my approach from scratch.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe original idea was called Rehearse: an agent that rehearses actions in a sandbox mocked by another agent before executing them in the real world. The concept was sound, but the flaw was obvious in hindsight. The environment can change between rehearsal and execution. Your agent rehearses sending an email, but by the time it actually runs, the inbox looks different. Simulation diverges from reality, and the whole thing falls apart.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut one class of problems doesn't have this issue: adversarial fuzz-testing. If your agent fails in simulation, it can fail in real life too. That's how \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eGauntlet\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e was born — 48 hours before the deadline and reusing the same core insight (an agent that uses search to build memory and stay creative) pointed at a problem where stochasticity doesn't matter.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs4e221087853dbefb"}}},{"banner":{"reference":[{"uid":"blt83594212b52348ae","_content_type_uid":"banner"}],"_metadata":{"uid":"cs4ad4408578da7aa7"}}},{"title_text":{"title_text":[{"title_l10n":"The problem with testing agents on the happy path","_metadata":{"uid":"cs4574f09d819748ad"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost of us have heard of OpenClaw, the personal AI assistant that went viral. If you've followed the discourse around agentic AI assistants with broad tool access, you've seen the security concerns. Agents forget what they're not supposed to do or never knew in the first place. The reason is straightforward: We test the happy path. We check that the agent does what it should. We rarely check what happens when someone tries to make it do what it shouldn't.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAdversarial testing sandboxes exist, but they're painful to build. You design attack vectors manually. You seed adversarial data by hand. You configure test infrastructure for each scenario. It's slow, it doesn't scale, and it only finds the bugs you already thought of.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eI wanted something different: a system where the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eenvironment itself\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e is automatically adversarial and gets more creative over time.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The idea: Mock the sandbox with another agent","_metadata":{"uid":"cs9030d994c861ade7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eInstead of building a sandbox, Gauntlet uses a mocking agent that intercepts your primary agent's tool calls and finds creative ways to break it. When your agent calls \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003esearch_emails\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, the mocking agent sees the result and decides whether to mutate it, injecting a prompt injection into an email body, returning subtly wrong data, or feeding false information to see if the primary agent catches it. The primary agent never knows it's in a simulation.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe interface is two decorators:\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs124f20cebc0844dc"}}},{"code":{"code":"@function_tool\n@gauntlet.query\ndef search_emails(folder: str = \"inbox\") -\u003e str:\n \"\"\"Search emails in the given folder.\"\"\"\n return json.dumps(fetch_emails(folder))","_metadata":{"uid":"csa5e4e5d629c6000f"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csdc4bdac85876e1b1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThere is \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003e@gauntlet.query\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e for read operations and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003e@gauntlet.mutation\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e for writes. That's the entire integration surface. When the run finishes, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003eevaluate()\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e reviews what happened and stores confirmed bugs.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt’s simple to use, but there two hard problems that hide underneath.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The two problems that make this a search problem","_metadata":{"uid":"csb3e0d63c16a70e1f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFirst, the mocking agent needs to maintain a coherent model of the world throughout the conversation. If it told the primary agent that an email was from Alice, it can't later contradict that. A mutated email that's obviously fake teaches you nothing. Plausibility is the whole game.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSecond, the mocking agent needs to find \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003enovel\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e bugs. Rediscovering the same prompt injection pattern 50 times isn't useful. It needs to remember what it has already found and explore in new directions while staying grounded in what the tools actually do.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBoth of these are search problems. And that's where Elasticsearch becomes the backbone of the system.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Two memory circuits","_metadata":{"uid":"csa33ffaacc46d9261"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe mocking agent runs on two memory circuits, both living in Elasticsearch.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eShort-term memory\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e tracks everything within the current session: every tool call intercepted, the original result, what it was mutated to, and what the primary agent did in response. This is the coherence layer. The mocking agent can query its own recent decisions and stay internally consistent while still being adversarial. Balancing creativity with coherence was the hardest design problem in the entire project.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLong-term memory\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e is where the creativity compounds. It stores confirmed bugs with embeddings for similarity search, full tool implementations so the agent can reason about failure modes, and historical results from past runs. When the mocking agent needs a new attack idea, it searches long-term memory for what's been tried before, finds gaps, and hypothesizes something new.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThese feed into a closed cycle: hypothesize what bugs might exist, create circumstances to prove them, and store confirmed bugs back into the index. The inventory grows. The attacks get more creative. The gap between Gauntlet and manual sandbox setup widens over time.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Everything runs inside Elastic Agent Builder","_metadata":{"uid":"cs13ed9e2f1355ff2c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe entire mocking agent is built inside Elastic Agent Builder — instructions, tool bindings, and multi-turn conversation state via the Amazon Bedrock Converse API; no external orchestration needed.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe tool I'm most proud of is \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003egenerate-hypothesis\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e. It's a single ES|QL statement that samples existing bugs, aggregates them with \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003eMV_CONCAT\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, and calls \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003eCOMPLETION\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e inline to propose a novel attack hypothesis. It handles sampling, aggregation, LLM reasoning, and result generation all in one query, never leaving the ES|QL pipeline. I went in expecting I'd need to shuttle data between Elasticsearch and an external script. I didn't.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eES|QL's \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003eCOMPLETION\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e function was the biggest surprise. Between \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003eCOMPLETION\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003eSTATS\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003eMV_CONCAT\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003eSAMPLE\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, I could build entire reasoning pipelines as single queries. Bug storage uses Kibana Workflows, and a programmatically created Kibana Dashboard gives real-time visibility into bug counts, severity breakdowns, and attack pattern heatmaps.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Converse API solved another problem I'd been dreading. The mocking agent needs to remember what it's already told the primary agent within a single run. I assumed I'd have to fetch conversation histories from indices and reload them into the agent on every call. But it turns out that the Converse API handles multi-turn state natively. I didn't write any conversation management logic. Just keep calling \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003econverse\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, and it stays coherent.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What this actually buys you","_metadata":{"uid":"cs2c937a1c8f94a63b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eManual adversarial sandbox setup takes roughly an hour per scenario. With Gauntlet, the same process takes 2–10 minutes, and its long-term memory means each run is informed by every previous run. The more you use it, the more it learns about your agent’s weak points and the harder it tries to find new ones.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What's next?","_metadata":{"uid":"csac6589d494e68de2"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eRight now Gauntlet is a 1v1: one mocking agent versus one primary agent. But the problem is embarrassingly parallel. 20 attack sessions could run simultaneously on separate sessions without any architectural changes. Scaling is the obvious next step.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe more interesting open question is exploration versus exploitation in the long-term memory. The mocking agent needs to balance trying variations of known successful attacks (exploitation) against completely novel hypotheses (exploration). This is a well-studied problem in other domains, but applying it to adversarial agent testing feels unexplored. There might be something worth pursuing beyond this project entirely.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eI also keep thinking about Rehearse. Gauntlet is a special case: fuzz-testing works because failure in simulation implies possible failure in reality. But there are other domains where the environment is stable enough between rehearsal and execution that the original Rehearse concept could work. I haven't found them yet, but I'm looking.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The takeaway","_metadata":{"uid":"cscd5192a623193d84"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you're building agents with access to real-world tools, test what happens when those tools fight back. Not just once manually, but continuously, with a system that remembers what it's tried and gets more creative over time. That's what \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eGauntlet\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e does.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cse6405b63895aff86"}}},{"guest_author":{"topic_heading_l10n":"","_metadata":{"uid":"cs449847503155f068"},"author":["blt81ed17b07a72b8f3"]}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csac9b6ae62f5cd916"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. 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Elastic’s CEO Ash Kulkarni will be appearing at stops across the tour, opening keynotes with a candid conversation about why your data has never been more valuable.","author":[{"uid":"blt50c7dc7ebe247328","_version":6,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2019-09-06T20:54:09.688Z","created_by":"blt3044324473ef223b70bc674c","email_id":"","facebook_id":"","first_name":"Dan","image":{"uid":"blt76e7dbef6af58b16","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2019-09-06T20:54:08.837Z","updated_at":"2019-09-06T20:54:08.837Z","content_type":"image/jpeg","file_size":"64096","filename":"headshot-daniel-courcy-300x300.jpg","title":"headshot-daniel-courcy-300x300.jpg","ACL":{},"_version":1,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2019-09-06T22:26:42.958Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt76e7dbef6af58b16/5d72c7706b141a30e6ef1a6b/headshot-daniel-courcy-300x300.jpg"},"job_title_l10n":"Director, Product Marketing","key":"","last_name":"Courcy","linkedin_id":"","paragraph_l10n":"\n\u003cp\u003eWorking at Elastic since May of 2019, Dan is the product marketing manager for Elasticsearch.\u0026nbsp;His hobbies include spending time with friends and family, playing card games, starting new home improvement projects, and enjoying the great outdoors (fishing, hiking, and camping).\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Dan Courcy","twitter_id":"","updated_at":"2025-06-02T20:05:41.690Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2025-06-02T20:05:44.961Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-09-08T16:41:47.123Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs1e080fa8f779c166"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/events/elasticon\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic{ON}\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;kicks off this September with seven stops in cities around the world, running through March 2027:\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMumbai\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/new-york-city\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eNew York\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/amsterdam\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAmsterdam\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/san-francisco-ai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSan Francisco\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, London, Washington, DC, Singapore, and a final digital event. The annual tour has been a fixture of the Elastic community since the early days back when the platform was more commonly known as the ELK Stack, growing from grassroots developer meetups into the global practitioner event series it is today.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Forge the future: Make all your data an AI advantage","_metadata":{"uid":"csc0db3da012e2ee7c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe more powerful AI gets, the more your data is worth. That’s true whether you're a developer building something that needs to understand the world around it, an SRE diagnosing what broke and why, or a security analyst chasing a threat through millions of events. Elastic’s CEO Ash Kulkarni will be appearing at stops across the tour, opening keynotes with a candid conversation about why your data has never been more valuable and how an evolved Elasticsearch will make your observability, security, and AI applications smarter, faster, and more efficient.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For builders and developers","_metadata":{"uid":"cs77ac0384b40002b5"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you've shipped an AI application that worked and then watched it fall apart in production, the problem is likely context. Getting reliable, accurate context into an AI agent at scale is harder than it looks, and the gap between a working prototype and a production-ready app is where most teams get stuck.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis year's search track will show you how Elasticsearch helps you scale agents in production with context that's reliable, token efficient, and current. Agent responses stay accurate, and the AI experiences you ship stay reliable as workloads grow. This year's Elastic{ON} is where developers can figure out how to give production the context the demo took for granted.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For SREs and platform engineers","_metadata":{"uid":"cs4ace7e66c385b5b0"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost SREs have a story about a night when everything went sideways at once. The question isn't whether incidents will happen; it's whether your tooling can handle them before they wake up the entire team.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis year’s observability track will spotlight how significant investments in both logging and metrics can help you keep more of the signals you need (while spending less) and will give you a sneak peek into how Elastic's forthcoming AI SRE will autonomously detect, investigate, and resolve incidents. A future devoid of 3:00 a.m. alerts is closer than it sounds after all. This year's Elastic{ON} is where SREs can figure out what to do when their observability data is growing faster than their team can manage it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For security analysts and SOC teams","_metadata":{"uid":"csce2fb8f1c6ac69b3"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery SOC analyst knows the feeling where the queue never stops growing. Attacks land in minutes, and the alert that matters is buried under a thousand that don't.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe Elastic{ON} security track shows how your team can shift from working the queue to deciding on the work. It starts with the opening keynote, where agents run continuous detection, investigation, and correlation and then deliver evidence-backed proposals for humans to act on. The track also covers continuous threat hunting that surfaces what analysts would have missed; expanded Attack Discovery and alert analysis workflows that hand analysts pre-triaged findings; agentic endpoint operations that retire manual tool-chaining; and native security intelligence that turns research into customer protections. All of it is built to augment your SOC, not replace it. A day spent making decisions instead of chasing alerts is closer than most teams expect.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What to expect","_metadata":{"uid":"cs4b148668301fd261"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery stop will have:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eA keynote\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThree practitioner-focused breakout tracks across search, security, and observability\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHands-on workshops\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCustomer stories\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLive demonstrations\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eA look at what's arriving in Elastic's next release\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAn evening networking reception\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"What's not on the agenda","_metadata":{"uid":"cs5c6ca339f7e80e30"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSome of the best things about Elastic{ON} don't show up on the agenda. It's the hallway conversations and the chance meetings with a former colleague or a peer from across the industry. The \"small world\" moments where you realize that despite how many winding roads there are in tech, Elasticsearch keeps bringing like-minded people back into the same room. These meetings and conversations are always worth the trip.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What you’ll walk away with","_metadata":{"uid":"csd1bf624572555b34"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAttendees tend to leave Elastic{ON} thinking differently about data — not just the structured kind in an old-school database, but the stuff being generated everywhere constantly, like call transcripts, observability streams, security telemetry, and agent traces. It’s the data that's already there and mostly going unused.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhat if your sales team's call recordings could actually shape what your CRM tells you about a deal? What if those unused logs weren't just a storage cost but a critical signal? With Elasticsearch, there's no hard ceiling on how data can be put to work. And Elastic{ON} is where you learn how to do it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Find your stop","_metadata":{"uid":"csd6d873e0cfa02aca"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCity\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDate\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRegistration link\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eMumbai\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSep. 30, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca 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soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSingapore\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eMar. 23, 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eWashington, DC\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eTBC 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e"}],"_metadata":{"uid":"cs0c8bad0a81386ddc"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs3bccd2869482379f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 11pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs511423bd4bf47b3d"}}}],"publish_date":"2026-09-08","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt092b27ada9dd7903","_version":1,"title":"Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-09-08T16:33:49.371Z","updated_at":"2026-09-08T16:33:49.371Z","content_type":"image/png","file_size":"101253","filename":"Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-09-08T16:44:54.304Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt092b27ada9dd7903/6aa038ed37d7f37eb38eb219/Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png"},"title":"See you at Elastic{ON} 2026","title_l10n":"See you at Elastic{ON} 2026","updated_at":"2026-09-08T20:13:16.948Z","updated_by":"bltd9765be97bbed20c","url":"/blog/elasticon-2026","publish_details":{"time":"2026-09-08T20:13:22.796Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt279a4344c2224c85","_version":2,"locale":"en-us","ACL":{},"abstract_l10n":"Your ops team sees a CPU spike. Your security team sees nothing. The cryptominer runs for six hours. Avoid duplication of cost and time and see how a unified observability and security platform with grounded AI closes the gap.","author":[{"uid":"blteab0cd016d1d0dbf","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-09-03T14:03:57.132Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Roberto","image":null,"job_title_l10n":"Senior Solutions Architect","key":"","last_name":"Arico","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Roberto Arico","twitter_id":"","updated_at":"2026-09-03T14:03:57.132Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-09-03T14:04:02.039Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-09-03T14:47:03.039Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs1ccfdbe968eeb777"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt's 3:00 a.m. Your on-call engineer gets paged that the central processing unit (CPU) is at 97% on payment-processor-01. They open their observability platform, look at the metric spike, reboot the host, and close the ticket.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut six hours earlier, an attacker had dropped a cryptominer on that same host and disguised it as a kernel worker thread, quietly draining compute and beaconing out to a Monero mining pool at 15-minute intervals. The ops engineer never saw any of it. The security team never saw the CPU alert. And the ticket that should have said \"confirmed threat — isolate host immediately\" was closed with \"resolved: reboot.\"\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis scenario isn't hypothetical. It plays out across organizations every day, not because people aren't paying attention, but because the data that would have revealed the threat was sitting in a completely different platform that nobody thought to check.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The real cost of running 2 (or more) platforms","_metadata":{"uid":"cs1525d265244921ee"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen organizations run separate tools for observability and security, the split feels logical on paper. Ops teams care about uptime and performance. Security teams care about threats and compliance. Why force them to share a platform?\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAttackers, though, don't stay in their lane.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eModern threats are designed to look like infrastructure noise. A cryptominer masquerades as a kernel process. A data exfiltration job looks like normal egress traffic. A compromised web server generates the same memory pattern as a memory leak. When observability and security data live in separate systems, those threats stay invisible because neither team has the complete picture, and the gap between platforms is exactly where attackers hide.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut the platform separation doesn't just create a visibility problem. It quietly duplicates costs.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe cost is duplicated (and easily missed) because two separate teams are storing and processing the same underlying events twice: once for observability and once for security. Infrastructure logs ingested into a SIEM are often the same logs feeding your APM or metrics platform. Network flow data queried by your SOC analysts is the same flow data your SRE team uses to debug latency. When those platforms are separate, you pay to ingest that data twice and store it twice. And your teams can only ever see half the picture at any given moment.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Same data, both worlds","_metadata":{"uid":"cs3b50af8d9f0124b7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe case for a single platform isn't about forcing ops and security teams to share a UI. It's about giving them access to the same underlying data so that when an alert fires, the full context is already there.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eConsider what changes in the scenario above if observability metrics and security events live in the same Elasticsearch cluster. The process table that shows kworker/u8:2 consuming 97% CPU sits next to the security event that shows that same process was spawned from /tmp/.x11-unix/.kw8 six hours ago, running as www-data, not as root. The DNS query to d0.pool.minexmr.com is in the same cluster as the CPU chart. The 15-minute outbound TCP connections are one query away from the Kibana alert that paged the on-call engineer.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe data was never missing. It was in a different box.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen those boxes become one, an AI agent can reason across both domains in a single conversation, not by querying a separate SIEM and then querying Elastic and trying to cross-reference the results manually, but by using search across both observability and security indices as a unified investigation capability. Ask about the host's CPU history, then ask about its recent process creation events. The agent doesn't switch platforms; it just searches.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is the architecture that turns an observability alert into a security investigation \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eautomatically\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e before anyone has had to open a second tool.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Security value was already there. You just couldn't see it.","_metadata":{"uid":"csc4e1d71fe65ffa13"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOne of the most uncomfortable truths for security teams is how much signal is already flowing through their organization's observability data. Host metrics include running process lists. APM traces capture service-to-service calls that can reveal lateral movement. Infrastructure logs contain DNS queries, network connections, and authentication events that map directly onto MITRE ATT\u0026amp;CK techniques.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe signal is there. What's missing is the index.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOrganizations that ingest observability data into Elastic already have the raw material for security detection. Process telemetry collected by Elastic Agent for infrastructure monitoring is the same telemetry that powers Elastic Security's host-based detection rules. Logs ingested for SRE workflows are the same logs that feed SIEM correlation. The question isn't whether to collect more data; it's whether the data you're already collecting is being used for both purposes.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is where ingesting via search becomes a force multiplier. When data from any source — cloud infrastructure, on-premises hosts, network devices, and third-party SaaS — is brought into Elastic through a unified ingest layer, it becomes queryable by every team the moment it lands. An observability engineer searching for slow queries and a SOC analyst hunting for unusual process behaviour are both running against the same indices. Neither team needs a separate copy of the data. Neither team double pays for the data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAdd an AI agent on top of that unified layer — one that can hold tools over multiple indices and reason across them in a single chain of thought — and the correlation that used to take a human analyst an hour to perform manually happens in seconds \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eautomatically\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e every time an alert fires.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Your procedures, not the internet's","_metadata":{"uid":"cs36a233ae0812f6f4"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA general-purpose language model knows what a cryptominer is. It can describe containment best practices in reasonable terms. What it doesn't know is that your organization's IRP-004 requires dual approval from the SOC lead and payment operations before any payment host is isolated. It doesn't know that your PCI-DSS obligations require the compliance team to be notified within four hours of confirmation, not 24 hours, not \"as soon as possible,\" but \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003efour hours\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e documented in your own policy. It doesn't know that your network quarantine procedure uses \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eVLAN PAYMENT-QUARANTINE\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e or that your forensics team needs a disk snapshot tagged with the incident reference before any remediation begins.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat specificity is the difference between advice you can act on and advice you have to reinterpret before you can act on it. In a regulated industry, reinterpretation introduces risks like the wrong call, the missed notification window, or the undocumented step.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe answer isn't to train a model on your internal documentation (which changes, is version-controlled, and may be restricted). The answer is to put your incident response playbooks into Elasticsearch and give your AI agent a search tool over that index.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is search in its most practical form: not a UI for humans to browse, but a retrieval mechanism for an AI agent to ground its reasoning in your actual procedures at the moment they're needed. When the agent confirms a cryptominer on a PCI-DSS-scoped host, it doesn't reach for general knowledge. It searches the playbooks, retrieves IRP-001 and IRP-004, and derives its recommendations directly from the steps your security and payment teams wrote and approved. \"Isolate the host\" becomes \"apply the PAYMENT-QUARANTINE security group, allow inbound from the forensics VLAN only, get sign-off from SOC lead and payment operations, and notify the compliance team within four hours.\" Every recommendation is traceable to a specific section in a specific document.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis matters beyond compliance. It makes the AI's recommendations auditable. When a regulator asks how a decision was made, the answer isn't \"the model suggested it.\" Instead, it's \"the agent retrieved IRP-004 Section 3.2 and followed it.\" That's a chain of evidence you can defend.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe same principle extends beyond security playbooks. Product runbooks, escalation matrices, vendor SLAs, regulatory obligations, and change procedures shape how your organization responds to events. Ingesting them into Elasticsearch makes that guidance available to the agent as grounded, retrievable context. You're not training the model; you're giving it a library and teaching it to search.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What \"better together\" actually means","_metadata":{"uid":"cs2ad4e069c9d526a0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn the case of observability and security, cross-domain AI investigation is what makes a unified platform meaningfully different from two separate ones.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn AI agent with search tools over both an observability index and a security index can discover that the kernel worker thread consuming 97% CPU is a cryptominer because it can query both the metrics and the security events in the same reasoning chain. That capability isn't achievable by running two separate AI agents on two separate platforms and hoping they communicate. It requires the data to be co-located, queryable together, and under a single context window.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe ops engineer who gets paged at 3:00 a.m. shouldn't have to know which platform to check. The verdict should arrive before they've opened a second tool, and the full audit trail from CPU alert to confirmed threat to case creation should exist in one place and be ready for every compliance requirement the organization needs to satisfy.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDon’t pay twice for data; let your data do double duty.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf your team is running separate platforms for observability and security, the threat that hides in the gap between them isn't a matter of \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eif\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e;\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e \u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eit's a matter of \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ewhen. \u003c/em\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/contact\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003eReach out to learn how Elastic can help you unify both worlds on a single platform\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csf4e339b39b9ac6f0"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs9d69681ba9210c9b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csfa31bf4e31b72b7a"}}}],"publish_date":"2026-09-03","sanity_migration_complete":false,"seo":{"seo_title_l10n":"The security attack hiding in your unified data","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"How teams are leaving value on the table and what it costs when they do","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt6446d17b56e60042","ACL":{},"created_at":"2021-07-12T21:53:04.840Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"endpoint-security","label_l10n":"Endpoint security","tags":[],"title":"Endpoint security","updated_at":"2021-07-12T21:53:04.840Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:22.409Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt43ad419de732b584","_content_type_uid":"tags_topic"},{"uid":"bltc76ab818663a30de","_content_type_uid":"tags_topic"},{"uid":"bltba572dcfa2880a69","_content_type_uid":"tags_topic"},{"uid":"bltdf59d18fa27d1692","_content_type_uid":"tags_topic"},{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"bltd8e03b8972ecf817","_content_type_uid":"tags_topic"},{"uid":"blt49e356fcb7971aca","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"},{"uid":"blt43660d1624e728b9","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"blte007e1c9cef6ad6b","title":"Endpoint security","label_l10n":"Endpoint 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analytics","label_l10n":"Log analytics","keyword":"log-analytics","tags":[],"locale":"en-us","uid":"blt2e5ece40473e6b0a","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:06.756Z","updated_at":"2020-07-06T22:20:10.220Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2026-04-24T22:01:09.434Z","user":"blt36e890d06c5ec32c"}}],"thumbnail_image":{"uid":"blt3d34bd589a40f2bd","_version":1,"title":"kevin-horvat-Pyjp2zmxuLk-unsplash.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-09-03T14:29:33.080Z","updated_at":"2026-09-03T14:29:33.080Z","content_type":"image/jpeg","file_size":"81677","filename":"kevin-horvat-Pyjp2zmxuLk-unsplash.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-09-03T14:52:18.390Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt3d34bd589a40f2bd/6a99844dd29b4e29381d864e/kevin-horvat-Pyjp2zmxuLk-unsplash.jpg"},"title":"The security attack that hid inside your observability data","title_l10n":"The security attack that hid inside your observability data","updated_at":"2026-09-03T14:52:11.605Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/security-attack-hiding-in-observability-data","publish_details":{"time":"2026-09-03T14:52:17.834Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltacf81020c698dd9b","locale":"en-us","_version":4,"ACL":{},"abstract_l10n":"Join us at Elastic{ON} Mumbai to explore search, full-stack observability, and security, and how Elastic acts as the context engine that grounds agentic AI in your enterprise data, transforming regulatory mandates and data into an AI advantage.","author":[{"uid":"blt9c58c47fd772bd4e","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-08-25T19:04:53.764Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Atul","image":null,"job_title_l10n":"Area Vice President and General Manager, India","key":"","last_name":"Ahuja","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Atul Ahuja","twitter_id":"","updated_at":"2026-08-25T19:05:01.085Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-25T19:05:06.069Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-08-26T02:46:04.632Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs528fc0c8b00cb153"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIndia’s digital ecosystem is undergoing a monumental shift, and it is happening in more places at once than ever before. That’s why we are bringing \u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic{ON} to Mumbai\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e for the very first time on 30 September 2026.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs the financial capital of India, Mumbai is where technology meets scale, governance, and business impact. From public sector organisations and massive diversified conglomerates to premier financial institutions, digital leaders across the country are navigating a rapidly evolving operational landscape.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhether you are managing complex hybrid infrastructures or driving customer-facing digital innovations, one message is becoming undeniably clear: In order to build resilient, reliable, and secure systems, you need full-stack observability, modern security, and the ability to retrieve the right context from your own data the moment someone or \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003esomething\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e asks for it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat last requirement is the one that has changed most. Search used to be how people found information; it is now how AI agents ground their reasoning before they act, which means observability, security, and AI all rest on the same foundation. There are three things converging on Indian enterprises at once, so let me take each in turn.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The new mandate: Why full-stack observability matters now ","_metadata":{"uid":"csc4d7d310ab26b7a0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLast month, the Reserve Bank of India replaced its supervisory rulebook, retiring hundreds of circulars in favour of consolidated \u003c/span\u003e\u003ca href=\"https://www.rbi.org.in/Scripts/BS_ViewMasterDirections.aspx?did=402\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMaster Directions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e on cybersecurity, technology risk, resilience, and assurance. This is not a financial services story. SEBI and IRDAI have moved the same way, and regulators well beyond India are converging on the same expectations. That is, the board owns technology and cyber risk, business continuity and disaster recovery have to be formally tested rather than asserted, and evidence has to be produced on demand. The message is clear: Siloed visibility is no longer enough. Institutions need a unified, end-to-end view across every layer of technology in real time.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLast year, the Reserve Bank of India consolidated its supervisory rulebook into the RBI Information Technology Governance, Risk, Controls and Assurance Practices \u003c/span\u003e\u003ca href=\"https://www.rbi.org.in/Scripts/BS_ViewMasterDirections.aspx?did=402\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMaster Directions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (effective April 2024) — a signal that enterprise regulation is shifting across sectors. SEBI, IRDAI, and regulators globally are raising the same aforementioned expectations. Again, siloed visibility is no longer enough, and organisations that treat this as someone else's problem today will find themselves behind the curve sooner than they expect.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost organisations aren't starting from zero. They have logs here, APM there, and metrics somewhere else. The challenge is bringing them all together, and that's exactly where Elastic can help. Getting that foundation right is also the precondition for agentic AIOps. An agent can only triage an incident if it can retrieve the right logs, traces, and metrics with the right context in seconds.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFull-stack observability will be a key part of the conversation at Elastic{ON} Mumbai with practical advice and support on how to make it achievable.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Strengthening security and digital resilience","_metadata":{"uid":"csa32faa74e17d489b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCybersecurity remains a top priority across every boardroom in India. And the regulatory picture is tightening in step. SEBI's mandate for formal SOC audits is one example of a broader sweep of reforms across financial services, insurance, and beyond, pushing organisations to move from asserting security to proving it. India has also introduced a mandatory six-hour incident reporting window, turning detect-and-respond from an aspiration into a hard deadline.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs enterprise attack surfaces expand with rapid cloud adoption, security teams face the challenge of analysing massive volumes of data without introducing operational silos or skyrocketing costs.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMeeting a clock like that is a data problem before it is a security problem. Security and observability share a foundational requirement: clean, structured data at scale. By unifying SIEM, endpoint security, and cloud security, organisations can eliminate data silos between SOC analysts and DevOps engineers.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic{ON} Mumbai, we will showcase how search-powered AI accelerates threat detection, automates incident response, and helps security teams protect critical operations. We will also look at what agentic AI \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eactually\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e changes in the SOC, including analysts investigating in natural language instead of query syntax and agents that are only as trustworthy as the context they can retrieve and cite.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Search and agentic AI: Moving from AI hype to practical enterprise context","_metadata":{"uid":"cs52027716b63d5d5a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBeyond security and observability, the conversation dominating C-suites across India today is agentic AI. India's scale and diversity place unique demands on AI systems with hundreds of millions of digitally connected citizens, dozens of languages, and urban and regional markets with very different needs. And with the Digital Personal Data Protection Act now moving into phased compliance, every enterprise handling personal data faces real constraints around consent, breach notification, and data transfers. For agentic AI to be viable at scale in India, it has to be built on a foundation that is not just capable, but provably safe and auditable.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis shifts the conversation from what AI can do to whether your data infrastructure can support it responsibly. That's where proprietary data integration and context become the real differentiator between an experimental AI project and something production-ready.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic{ON} Mumbai, we will demonstrate how the Elasticsearch Platform serves as the context engine for agentic AI. We bring together semantic search, context engineering, and modern search so that organisations can implement AI that is safe, accurate, and scalable across search, security, and observability.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What to expect at Elastic{ON} Mumbai","_metadata":{"uid":"cs9c482b219efce123"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eHeld at the JW Marriott Mumbai Sahar on 30 September 2026, Elastic{ON} Mumbai brings together tech leaders, developers, SREs, DevSecOps professionals, and CXOs for a full day of innovation, technical deep dives, and real-world collaboration.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eHere is how you can make the most of the agenda:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eKeynotes and product updates:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Hear directly from Elastic executive leadership and global product experts as they showcase features, roadmap innovations, and strategies for leveraging agentic AI across enterprise workflows.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eFull-stack observability deep dives:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Learn how to modernise data platforms, unify telemetry, and meet complex regulatory and data sovereignty standards while maintaining peak performance. We will also walk through what your deployment options actually look like under data localisation rules: Elastic Cloud in the Mumbai region, self-managed, or fully air-gapped.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eSecurity breakouts:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Meet the SOC that never sleeps. Agentic triage, Attack Discovery, and autonomous forensic investigation close the gap between alert and action. We'll get into what Alert Zero actually looks like when you're working against reporting windows like CERT-In's six-hour deadline — the kind of clocks regulators are increasingly setting across industries.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eSearch and AI breakouts:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Learn about using Elasticsearch as the context infrastructure for AI to combine hybrid retrieval, a vector database you can deploy in minutes and scale to billions, Jina models, and more accurate agent results at lower cost.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eHands-on workshops and\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003e\u003cstrong\u003eCapture the Flag\u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003e:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Join three 90-minute labs run alongside the main stage:\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eSmarter Agents\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eSharper Search\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eObservability in the Age of AI\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e, and an Agentic SOC workshop. We close with a\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eCapture the Flag\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;competition.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eCustomer and partner insights:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Hear practical advice and real-world lessons from leading Indian enterprises, hyperscalers, and global system integrators.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Innovating for local impact: NASSCOM hackathon","_metadata":{"uid":"cse8499779219d77b3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eIndia’s strength lies in its immense talent pool and its unique capability to build solutions for real-world complexity.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eA key highlight leading up to our main event is the \u003c/span\u003e\u003ca href=\"https://elastic.hackculture.io/\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eForge the Future Hackathon\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003e,\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e organised in close collaboration with Nasscom, Sarvam, and Hack Culture. Through this hackathon partnership, we are bringing together top developers, engineers, and innovators to solve critical challenges across AI, digital access, and technological innovation.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eWe encourage our local developer and tech community to step forward, build on Elastic, and tackle real-world challenges ahead of the conference. Learn more and register your team \u003c/span\u003e\u003ca href=\"https://elastic.hackculture.io/\"\u003e\u003cspan style='font-size: 12pt;'\u003ehere\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e. The winners will be announced on the main stage in Mumbai.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Final thoughts","_metadata":{"uid":"csb13c6315d000c362"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI've been in technology leadership in India for a long time. I've seen cycles of hype come and go. I've also seen the moments when real transformation actually happens.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhat's different now is the convergence. The RBI mandate creates urgency for observability. The threat landscape creates urgency for security. And agentic AI creates an opportunity but only for organisations that have their data infrastructure in order. All three rest on the same foundation: the ability to search your own data and hand the right context to whoever or\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003ewhatever\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is asking. Those three things are arriving at the same time, and the organisations that navigate them well in the next 18 months will be in a fundamentally different position from those that don't.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThat's what we'll be talking about in Mumbai, not theory but practical paths forward.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI look forward to seeing you there.\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRegister now for\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic{ON} Mumbai\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs589145ca9a0536bd"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs974c148356ebc10e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs29b2eb062e8d14a7"}}}],"publish_date":"2026-08-26","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic{ON} Mumbai: Scaling innovation with search, agentic AI, and full-stack observability","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Join us on 30 September as we explore search, full-stack observability, and security, and how Elastic acts as the context engine that grounds agentic AI in your enterprise data, transforming regulatory mandates and data into an AI advantage.","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blteb5734b59f6dab13","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-25T19:08:38.908Z","created_by":"bltb6c155cd84fc0c1a","file_size":"43270","filename":"web-elasticon-event-thumbnail.png","parent_uid":null,"tags":[],"title":"web-elasticon-event-thumbnail.png","updated_at":"2026-08-25T19:08:38.908Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-26T04:30:00.384Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blteb5734b59f6dab13/6a8de836b74e9d0b7244a84e/web-elasticon-event-thumbnail.png"},"title":"Forging India's Digital Future: Elastic{ON} Comes to Mumbai","title_l10n":"Forging India's Digital Future: Elastic{ON} Comes to Mumbai","updated_at":"2026-08-27T01:41:02.098Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elasticon-mumbai-2026","publish_details":{"time":"2026-08-27T01:41:17.440Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt4fa5ea71dafee57d","_version":5,"locale":"en-us","ACL":{},"abstract_l10n":"Discover the seven lessons we learned as we evolve our LLM observability practice to monitor and improve our AI applications.","author":[{"uid":"blt8d8aea240ddc6c17","_version":3,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2019-11-26T23:09:33.802Z","created_by":"blt6fa29433803d8193","email_id":"","facebook_id":"","first_name":"Brad","image":{"uid":"blt601a10132156a5e6","_version":2,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2019-11-26T23:09:32.433Z","created_by":"blt6fa29433803d8193","description":"","file_size":"21674","filename":"headshot-brad-quarry-300x300.jpg","parent_uid":null,"tags":[],"title":"headshot-brad-quarry-300x300.jpg","updated_at":"2026-06-15T14:39:45.900Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2026-06-15T14:39:49.073Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt601a10132156a5e6/6a300eb15c2419e1108a5f7b/headshot-brad-quarry-300x300.jpg"},"job_title_l10n":"Sr. Principal Solutions Architect","key":"","last_name":"Quarry","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Brad Quarry","twitter_id":"","updated_at":"2026-06-29T14:33:13.332Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2026-06-29T14:33:17.674Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-08-19T20:22:30.133Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csdc358890bb4d0b75"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eOver six months, the Elastic IT team ran internal AI applications that returned $2.5 million in operational time to the business.\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003csup\u003e1\u003c/sup\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;A conversational support assistant moved us from zero digital resolution, where anything complex became a ticket, to 30% of support interactions closing without one.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWe can put those numbers in front of a finance team because we measured them from day one at the level of individual usage events. For each use case, we assigned a conservative time-saving goal and validated it with the teams doing the work. For example, a support case summary saves about five minutes. And, using a simple formula (events*minutes saved*a standard burden), the ROI of the application is now a real-time KPI rather than simply assuming that it might be valuable because the application uses generative AI. The hours came back to support engineers who had been searching for answers and went toward work on the roadmap.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMost organizations are not in that position yet. In our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/observability/report/landscape-observability-report\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLandscape of Observability survey\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;of 500 IT decision-makers, 85% said they planned to enable observability for their large language model (LLM) applications. Only 8% had done it. Teams see the value, they just don’t seem to be prioritizing it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI suppose you can call that deferral “measurement debt.” Every AI capability shipped without instrumentation borrows against a future in which someone must prove it was worth shipping. Like technical debt, it compounds quietly and will come due with rising pressure from leadership to justify observability spend.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe lessons below are what we learned from our own implementation as well as useful tips we have gleaned from others.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Lesson 1: MVP should include LLM observability ","_metadata":{"uid":"cs21c9dbabb805e68f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTeams under pressure to show AI progress should not treat telemetry as a phase-two concern. By the time leadership asks for a return figure, the usage history that would have answered that question needs to already have been captured. If it hasn’t been captured, there may not be a way to reconstruct it. Data can age out. Sampling can discard what was never flagged as important.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAccording to the Elastic Landscape of Observability report, while 93% of organizations report financial and business impact to leadership in some form, only 19% do so regularly as part of an established process.\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e3\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e The rest report occasionally or only when asked, which means the figure gets assembled as a one-off under deadline from whatever is available.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePilots get funded on a projected return and need to be launched with a definition of success, so there is a threshold to measure against. Decide what success looks like before the first user arrives, and instrument for it in the same sprint. ROI should be a query, not an anecdote.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Lesson 2: Don’t monitor a probabilistic system with deterministic metrics","_metadata":{"uid":"cs666a9e10ca1ae127"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUptime and latency were sufficient metrics when point A to point B produced the same result every time. However, a generative application can be fully available, comfortably fast, and totally wrong. Teams that catch quality problems track a second set of signals alongside the traditional ones, such as \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003etoken consumption\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e because it is the cost meter; \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eretrieval quality\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e because a grounded answer depends on what was retrieved; and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003euse-case classification\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e because knowing what people actually ask is the fastest way to quickly course correct.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThese signals matter most after launch. Launch instrumentation tells you if your app is running okay. But as real users interact with the application, they surface a different and equally important question: \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eIs this version better than the last\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e? Nothing in that instrumentation can provide an answer.\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e4\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Swap a model, rewrite a prompt, or change the retrieval strategy, and you need a system that tells you whether you made things better or only made them different. That is a comparison, and a comparison needs a record of what came before. And, a test suite only answers part of it, which are the cases you thought to capture. The questions users actually ask drift constantly, and the curated set needs to constantly evolve from live telemetry. The baseline has to exist before you know you need it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Lesson 3: Stick with established telemetry vocabulary","_metadata":{"uid":"cs34840f9782a4973f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen a team creates an AI application by hand, someone has to name every field it emits like the token counts, the model, the tool calls, and the retrieval steps. Every dashboard, alert, and cost report that follows is keyed to those invented names, and the debt comes due at the moment of change. If an agent framework is swapped, a second model provider is added. Or if a new company is acquired, the reporting layer has to be rebuilt.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/resources/article/opentelemetry-otel-sre-manager-guide\"\u003e\u003cspan style='font-size: 12pt;'\u003eOpenTelemetry\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e's semantic conventions for generative AI exist to prevent this. They define standard names for the operations that matter, including model calls, agent invocations, tool executions, and retrievals. Adoption is moving in one direction: OpenTelemetry in production nearly doubled year over year, and 60% of organizations now use a vendor distribution, which is up from 44% according to the Landscape of Observability report.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNo generative AI span, metric, or attribute in that specification is marked stable yet, and attributes have already been renamed between versions.\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e5\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e However, using a moving standard still beats using a private one. A rename is a migration; a private vocabulary is a rebuild.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Lesson 4: Let the instrumentation report what it already knows","_metadata":{"uid":"cscfa68586f9def33a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt some point someone will put your AI cost report next to the provider invoice and ask why they disagree. The answer is usually that the application worked out its own numbers instead of recording the ones the provider already sent back.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThree versions of this are common:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eToken counts estimated with a tokenizer library when the provider's response carries the exact figure it will bill\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCost computed from prices hardcoded in application code, which go stale with every model release\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDuplicate instrumentation emitting two records of the same call, quietly doubling every downstream count\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEstimation also fails in ways a dashboard cannot show. Tokenizers differ by provider, so the same prompt counts differently against different models. Reasoning models are billed for intermediate work the caller never receives, so a count taken from the visible response omits part of what is charged and omits most on the calls that cost the most.\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e6\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn an audit of a reference environment our field team built this year, we found and removed all three, including token estimates that disagreed with the provider's actual figures and duplicated spans that inflated call counts. The correction was not more code; it was less. Let the instrumentation report what it already knows, then compute derived values like cost at query time against a price table so that a price change is a data update rather than a deployment.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Lesson 5: Letting the telemetry bill become the next surprise","_metadata":{"uid":"cs5f7d3b8650d095fb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eObservability spend is a top priority for leadership in 2026: \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/2026-observability-trends-costs-business-impact\"\u003e\u003cspan style='font-size: 12pt;'\u003e97% of organizations have already hit unexpected costs or overages\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, and 67% say it happens regularly. AI workloads make that worse because a request that once produced a handful of spans can now produce dozens.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTwo decisions cause most of the damage, and both are made below the level where anyone reviews them.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eTagging metrics with values that grow with usage:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e A conversation identifier is the classic case. Every new conversation then adds to what the monitoring platform has to store and index, so the observability bill starts tracking adoption instead of infrastructure. The application succeeds and the monitoring gets more expensive.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eThe remedy teams reach for once the bill arrives:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e This keeps a flat percentage of everything. A uniform sample discards failures and successes in the same proportion, and the failures are the entire reason the telemetry exists.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNeither problem needs exotic tooling. Schema and sampling policy are architectural decisions with a budget attached, not defaults inherited from a configuration file.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Lesson 6: The problem is probably the data, not the model","_metadata":{"uid":"cs3bd816fc53921896"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn our experience, most quality failures in an AI application are not model failures. They are data and retrieval failures that surface as model failures.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn application grounded in your own content answers from documents it pulled at query time. When the answer is wrong, the only visible artifact is the model's output, so that is what gets investigated. Teams rewrite the prompt, then escalate to a larger and more expensive model, and the answer improves slightly or not at all because the model was working from what it was given. We have seen this in our own testing. In the same reference environment, an answer failed a quality review because the documents retrieved to support it covered three of the six policy areas the question asked about. No model swap recovers a document that was never retrieved.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNone of that is visible unless the application records it. What was retrieved, how it ranked, and how much of the answer it actually supported are properties of the request rather than the model, and they exist only at the moment of the call. Capture them and quality debugging changes character. You can tell a model problem from a ranking problem from a content problem, and only the first is solved by changing models.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe old rule still holds — garbage in; garbage out — now delivered as a fluent and confident hallucination. We spent a year building a knowledge-centric support process with engineers writing knowledge articles as part of case closures. That foundation made the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/article/elastic-support-assistant\"\u003e\u003cspan style='font-size: 12pt;'\u003eSupport Assistant\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e truly valuable. Better data raised the ceiling. Measuring the retrieval is what lets us watch the ceiling move.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Lesson 7: Understanding cost visibility does not equal quality assurance","_metadata":{"uid":"cs2b038daad8f16fde"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA complete cost picture answers what the AI spent. It says nothing about whether the AI was right. These are different disciplines, and the second is the one most organizations defer indefinitely. Machine learning engineer Hamel Husain, who consults with AI product teams on evaluation, argues that unsuccessful AI products almost always share one root cause: \"a failure to create robust evaluation systems.\"\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e6\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Systematic evaluation of groundedness, faithfulness, and tool use is not a quarterly exercise. It belongs wired into the same trace data that carries performance and spend, so a quality score points back at the run that produced it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCost visibility on its own can also mislead because the number most dashboards show has the wrong denominator. Price per call is a unit cost. What the business actually buys is a resolved request. A weaker model lowers the first figure and can raise the second because work that fails on the first attempt comes back as a retry, a follow-up question, or a longer chain of tool calls, and each of those bills again. The savings show up immediately and in the obvious place. The offsetting spend shows up later in a different line and often in a different team's budget. So, the two savings don’t seem connected.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe remedy is a change of denominator. Report \u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/article/measure-and-improve-agentic-ai-value-and-cost-it-leaders#1.-cost-per-completed-task\"\u003e\u003cspan style='font-size: 12pt;'\u003ecost per completed task\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e — total spend divided by the tasks that actually succeeded — and the cheaper model that needs three attempts stops looking cheap. Keep the quality verdict on the same trace as the cost, so a finance review and a quality review are reading the same record. There is a compact version of that pairing for anyone who wants a single number: task success rate multiplied by accuracy, then divided by cost per completed task. For the Support Assistant, success meant answering a question without a ticket being opened.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The stakes continue to rise ","_metadata":{"uid":"csa592c94dac53d775"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn assistant that answers badly wastes a moment. An agent that reasons badly acts on it across multiple steps with tool calls at a cost that accrues per task rather than per question. The usage history that was never captured becomes an action history that cannot be explained. The baseline that was never recorded becomes judgment drift that cannot be seen.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe operational question shifts from what the model said to what the agent did and why. Everything in this piece has been preparation for that question, and the preparation is a single decision made before the next AI initiative ships; its value will be measurable from the first event.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn organization that cannot measure what an assistant returned has no basis for handing an agent the authority to act.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDive deeper into how leading organizations are tackling the most pressing challenges in AI model lifecycle management in our on-demand webinar, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/virtual-events/observability-monitor-ai-applications-cost-roi\"\u003e\u003cspan style='font-size: 12pt;'\u003eThe new competitive advantage: Using observability to monitor AI applications\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs95766245b850a862"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csef619b823524e271"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cstrong\u003eSources\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e1. Elastic internal measurement, six-month period. Methodology: observed usage events × validated time savings × standard employee burden rate.\u003cbr /\u003e\u003c/span\u003e\u003cspan style=\"font-size: 10pt;\"\u003e2. Phillip Carter, \"\u003c/span\u003e\u003ca href=\"https://www.honeycomb.io/blog/improving-llms-production-observability\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 10pt;\"\u003eImproving LLMs in Production With Observability\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 10pt;\"\u003e,\" 2023.\u003c/span\u003e\u003cbr /\u003e\u003cspan style=\"font-size: 10pt;\"\u003e3. John Hodge, \"T\u003c/span\u003e\u003ca href=\"https://john-hodge.com/blog/opentelemetry-genai-semantic-conventions/\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 10pt;\"\u003ehe state of the OpenTelemetry GenAI semantic conventions\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 10pt;\"\u003e,\" 2026.\u0026nbsp;\u003c/span\u003e\u003cbr /\u003e\u003cspan style=\"font-size: 10pt;\"\u003e4. Braintrust, \"\u003c/span\u003e\u003ca href=\"https://www.braintrust.dev/articles/how-to-track-llm-costs-2026\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 10pt;\"\u003eHow to track LLM costs\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 10pt;\"\u003e,” 2026.\u003c/span\u003e\u003cbr /\u003e\u003cspan style=\"font-size: 10pt;\"\u003e5. OpenTelemetry, “\u003c/span\u003e\u003ca href=\"https://opentelemetry.io/blog/2026/genai-observability/\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 10pt;\"\u003eOpenTelemetry semantic conventions for generative AI systems\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 10pt;\"\u003e,” 2026.\u003c/span\u003e\u003cbr /\u003e\u003cspan style=\"font-size: 10pt;\"\u003e6. Hamel Husain, \"\u003c/span\u003e\u003ca href=\"https://hamel.dev/blog/posts/evals/\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 10pt;\"\u003eYour AI Product Needs Evals\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 10pt;\"\u003e,” 2024.\u0026nbsp;\u003c/span\u003e\u003cbr /\u003e\u003cspan style=\"font-size: 10pt;\"\u003e7. Mostafa Ibrahim, \"\u003c/span\u003e\u003ca href=\"https://pub.towardsai.net/what-is-agent-observability-traces-loop-rate-tool-errors-and-cost-per-successful-task-dda2287f6c83\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 10pt;\"\u003eWhat Is Agent Observability? Traces, Loop Rate, Tool Errors, and Cost per Successful Task\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 10pt;\"\u003e,\" 2026.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csed5f2e1620863d6e"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs41c7b2b830ddd28b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csd596f9706b9af8d2"}}}],"publish_date":"2026-08-19","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"What it takes to prove AI value with LLM observability","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt9085022a5c6c87e9","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt0aad7916b76391e2","_version":1,"title":"aron-yigin-DTDGvuT4iEU-unsplash.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-08-19T20:22:26.115Z","updated_at":"2026-08-19T20:22:26.115Z","content_type":"image/jpeg","file_size":"23733","filename":"aron-yigin-DTDGvuT4iEU-unsplash.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-19T20:27:37.644Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt0aad7916b76391e2/6a861082b6895115d4a2653c/aron-yigin-DTDGvuT4iEU-unsplash.jpg"},"title":"7 lessons for IT leaders on using observability to monitor AI applications","title_l10n":"7 lessons for IT leaders on using observability to monitor AI applications ","updated_at":"2026-08-19T20:40:14.340Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/monitor-ai-applications-llm-observability","publish_details":{"time":"2026-08-19T20:40:21.581Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt6734d67867f7d726","_version":2,"locale":"en-us","ACL":{},"abstract_l10n":"Learn why trusted context — not just powerful AI models — is the foundation for scaling agentic AI in financial services. Discover how unified data, observability, enterprise search, and governance enable trusted autonomous operations.","author":[{"uid":"bltce462b8f0bc7868a","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2025-01-06T21:29:36.495Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Karen","image":null,"job_title_l10n":"Senior product marketing manager, Financial Services","key":"","last_name":"Mcdermott","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Karen Mcdermott","twitter_id":"","updated_at":"2025-01-06T21:29:36.495Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-01-06T21:29:41.031Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-08-06T18:00:39.402Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csa3a35c9266fb546d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eArtificial intelligence in financial services is entering a new era.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHistorically, financial services companies have focused on deploying generative AI to improve productivity, enhance customer experiences, accelerate software development, and streamline operations. Now, the conversation is shifting toward \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eagentic AI \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e— intelligent systems capable of reasoning, orchestrating workflows, and taking action across the enterprise.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMcKinsey's \u003c/span\u003e\u003ca href=\"https://www.mckinsey.com/capabilities/tech-and-ai/our-insights/tech-forward/state-of-ai-trust-in-2026-shifting-to-the-agentic-era\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eState of AI trust in 2026: Shifting to the agentic era\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e report suggests organizations are moving quickly toward enterprise-scale AI deployment. Yet, only about \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e30% of organizations have reached higher levels of maturity across AI strategy, governance, and agentic AI controls\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e. As AI becomes more autonomous, the challenge is no longer simply deploying AI; it's deploying AI that can be trusted.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor financial institutions, trust isn't a nice-to-have. It's the foundation for scaling AI responsibly.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Agentic AI changes the risk equation","_metadata":{"uid":"cs8b37bdd6267d2b92"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTraditional generative AI answered questions. But agentic AI takes action.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn AI assistant might summarize suspicious transactions or explain a compliance report. But an AI agent can investigate fraud alerts, retrieve customer information, correlate evidence across multiple systems, recommend next steps, and initiate workflows.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe potential business value is enormous, but so are the consequences if an AI system acts on incomplete, inaccurate, or poorly governed information.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEvery autonomous decision depends on more than a powerful foundation model. It depends on whether the AI has access to the right context like current, trusted information that reflects what's happening across the organization.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWithout that foundation, organizations risk automating mistakes instead of accelerating better decisions.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Trust begins with context","_metadata":{"uid":"csf6eb7bf9b6d49d4b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFinancial services has always operated in a trust-first environment.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhether complying with DORA, the EU AI Act, the NYDFS Cybersecurity Regulation, or internal model risk management standards, institutions must demonstrate where data originated, how decisions were made, and whether outcomes can be reconstructed for regulators and auditors.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMcKinsey's research reflects this maturity, identifying financial services among the industries leading in responsible AI because of its strong governance and risk management foundations.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat leadership creates an opportunity.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOrganizations investing in responsible AI are also more likely to report higher AI maturity and stronger business outcomes. Governance doesn't slow innovation; it enables it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor agentic AI, governance starts with context.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eContext is the information an AI agent uses to understand a situation before taking action. In financial services, that means connecting operational telemetry, customer information, transaction history, application data, security events, regulatory policies, and institutional knowledge into a unified view.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWithout rich context, even the most advanced models can produce incomplete recommendations. With trusted context, AI agents can reason more accurately, explain their conclusions, and act with greater confidence.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Better context starts with better data","_metadata":{"uid":"cs28dd518a079561ba"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTrusted AI begins with trusted data. For financial institutions, that means breaking down silos, improving data quality, and ensuring AI systems have access to complete, timely, and relevant information. Without that foundation, even the most sophisticated AI models can produce incomplete, inaccurate, or unexplainable outcomes.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is especially important as organizations move toward Agentic AI, where autonomous systems increasingly reason, make decisions, and initiate actions with limited human intervention. The quality of those decisions depends on the quality of the context they receive.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDuring a \u003c/span\u003e\u003ca href=\"https://www.youtube.com/watch?v=z1aLMtYyDq8\u0026t=6s\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ediscussion at RSAC 2026\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, Elastic General Manager of Security Mike Nichols joined Sal Picheria, corporate vice president of security engineering at New York Life Insurance, and theCUBE's Dave Vellante to discuss how organizations are preparing their security operations for the era of AI-powered threats. Rather than viewing AI as the starting point, Picheria described New York Life's multiyear effort to build a data-first foundation, curating operational data, avoiding the creation of a \"data swamp,\" and prioritizing real-time visibility before expanding AI-assisted security operations.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe lesson extends well beyond cybersecurity. Whether deploying AI to detect fraud, automate compliance, improve customer service, or accelerate software delivery, financial institutions must first ensure their data is accurate, observable, searchable, and secure. As Nichols concluded, \"The first step of being AI ready is getting visibility and control over the data that you have.\"\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTrusted context is what transforms AI from an experimental capability into a dependable enterprise asset.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Observability becomes the control plane for AI","_metadata":{"uid":"cs0485e1fc840041f1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs AI agents become more autonomous, organizations need visibility into more than applications and infrastructure.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThey need visibility into AI itself.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLeaders increasingly need to answer questions, such as:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhich systems did the AI agent access?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhat information influenced its recommendation?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhy did it choose one action over another?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCan every step of its reasoning be reconstructed?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnswering these questions requires a unified view across\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e metrics, traces, and logs\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eMetrics\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e reveal performance trends. \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eTraces\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e show how requests move across distributed applications. \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLogs\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e provide the detailed operational events behind every transaction. Together, these telemetry signals create the operational context needed to understand not only what happened, but why it happened.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eObservability is no longer just about monitoring infrastructure. It becomes the control plane for governing AI.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Security must evolve alongside agentic AI","_metadata":{"uid":"cs761925b3086bec97"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMcKinsey found that nearly two-thirds of organizations identify security and risk concerns as the biggest obstacle to scaling agentic AI. At the same time, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e74%\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e of respondents identified AI inaccuracies, and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e72%\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e cited cybersecurity as highly relevant risks.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor financial institutions, these concerns are well founded.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEvery AI agent introduces new interactions with enterprise systems, APIs, sensitive customer information, and third-party services. Every autonomous action must be monitored, validated, and governed.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eagentic security operations platform\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e helps address this challenge by enabling AI to investigate alerts, correlate activity across logs, metrics, traces, threat intelligence, and historical investigations, and present analysts with a comprehensive view of an incident.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eImportantly, humans remain in control.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAI accelerates investigation and reduces repetitive work while preserving the governance and oversight required in highly regulated environments.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMorgan Stanley's perspective reflects this evolution. At a recent client event in NYC hosted by Elastic, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/article/financial-services-fortune-500-case-studies\"\u003e\u003cspan style='font-size: 12pt;'\u003eRachel Wilson, chief data officer and managing director at Morgan Stanley\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, described cybersecurity as fundamentally a data problem, emphasizing the importance of bringing together fraud, cybersecurity, privacy, and information management data. That unified view becomes increasingly important as organizations adopt autonomous AI.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enterprise search delivers trusted context","_metadata":{"uid":"cs3cdfcb836e2a10fc"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLarge language models provide reasoning. Enterprise search provides context.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs AI agents retrieve information across the enterprise, search ensures they access current, permission-aware, and governed knowledge rather than relying solely on what a model learned during training.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn AI agent investigating potential fraud, for example, may combine customer records, transaction histories, operational logs, fraud indicators, regulatory policies, customer communications, and previous investigations before recommending a course of action.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEnterprise search makes those connections possible, grounding AI in authoritative enterprise knowledge regardless of where the information resides. Rich context improves more than accuracy. It also improves explainability, governance, and trust.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"5 questions every financial institution should ask before deploying agentic AI","_metadata":{"uid":"csc6073d5a23593e53"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBefore moving AI agents into production, financial services leaders should ask:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDoes the AI have the right context?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCan every decision be explained and audited?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCan we observe AI behavior through unified logs, metrics, and traces?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIs our operational data prepared for autonomous AI?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCan security continuously validate AI-driven actions while keeping humans in control?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOrganizations that can confidently answer \"yes\" to these questions will be better positioned to scale agentic AI responsibly.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"From AI experimentation to trusted autonomous operations","_metadata":{"uid":"cs0695fe8f4fbb2667"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMcKinsey concludes that AI trust is becoming more than a compliance exercise. It is increasingly a business enabler. For financial institutions, that trust is built on context.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt combines trusted enterprise data, AI-assisted data preparation, enterprise search, unified observability, intelligent security operations, and governance that keeps humans accountable for AI-driven outcomes.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFinancial services has spent decades earning trust through resilience, transparency, and disciplined risk management. As the industry enters the era of agentic AI, those same principles remain the key to success.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe institutions that lead won't simply deploy more autonomous AI. They'll deploy AI grounded in trusted context where every decision is informed by the right data, every action is observable, every outcome is explainable, and every innovation strengthens trust rather than compromising it. Because in financial services, the future won't belong to the organizations with the most AI. It will belong to the organizations with the most \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003etrusted AI\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/contact?pg=global\u0026plcmt=nav\u0026cta=205352\"\u003e\u003cspan style='font-size: 12pt;'\u003eGet in touch\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to learn more about how Elastic can support your trusted Agentic AI journey.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs79fba6f35d554415"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"csfcb8502737594d3e"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRelated blogs:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/article/financial-services-fortune-500-case-studies\"\u003e\u003cspan style='font-size: 12pt;'\u003eInside Fortune 500 financial risk strategies\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/how-banks-use-existing-data-ai-business-challenges\"\u003e\u003cspan style='font-size: 12pt;'\u003eTransform financial services with AI: Unlock growth, innovation, and insights\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-ai-fraud-detection-financial-services\"\u003e\u003cspan style='font-size: 12pt;'\u003eAI-powered fraud detection: Protecting financial services with Elastic\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/agentic-ai-financial-services\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgentic AI in financial services: The rise of autonomous intelligence\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/intelligent-banking\"\u003e\u003cspan style='font-size: 12pt;'\u003eThe rise of intelligent banking: Unifying fraud, security, and compliance in the era of AI\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs2abb19447881b6ed"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cscf250a7418bd4782"}}}],"publish_date":"2026-08-06","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"As financial institutions move from AI experimentation to autonomous operations, trusted context, governance, and observability become the foundation for enterprise-scale Agentic AI.","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":["blt7898c57653ca2b6e"],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"blt49e356fcb7971aca","_content_type_uid":"tags_topic"},{"uid":"blt484a944a3d130219","_content_type_uid":"tags_topic"},{"uid":"bltc76ab818663a30de","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"blt6f00e40aaa5c6f0e","title":"SIEM","label_l10n":"SIEM","keyword":"siem","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:57.128Z","updated_at":"2020-07-06T22:20:05.385Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.501Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt38a747ecc55b0f9c","_version":1,"title":"mike-hindle-TCCBk_tk3hE-unsplash.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-08-06T18:00:36.543Z","updated_at":"2026-08-06T18:00:36.543Z","content_type":"image/jpeg","file_size":"161460","filename":"mike-hindle-TCCBk_tk3hE-unsplash.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-06T18:19:05.290Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt38a747ecc55b0f9c/6a74cbc48a155275c364aac1/mike-hindle-TCCBk_tk3hE-unsplash.jpg"},"title":"Building trusted agentic AI in financial services: From data to autonomous action","title_l10n":"Building trusted agentic AI in financial services: From data to autonomous action","updated_at":"2026-08-06T18:18:58.278Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/building-trusted-agentic-ai-in-financial-services","publish_details":{"time":"2026-08-06T18:19:04.936Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt6c52353bcd8fc374","_version":31,"locale":"en-us","ACL":{},"abstract_l10n":"Today, we are pleased to announce the GA of Elastic 9.5 as the latest version of the Elasticsearch Platform. This release includes a range of new features, including Columnar Mode, VectorDB index mode, and Agent Builder enhancements. Learn more.","author":[{"uid":"blte77e3a1094542909","locale":"en-us","_version":1,"ACL":{},"company_l10n":"","created_at":"2026-07-28T17:27:44.483Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Sarah","image":null,"job_title_l10n":"Principal Product Marketing Launch Ops \u0026 Programs Manager","key":"","last_name":"Leslie","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Sarah Leslie","twitter_id":"","updated_at":"2026-07-28T17:27:44.483Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-28T17:27:49.094Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltfaae4466058cc7d6","title":"Product release","key":"releases","tags":[],"locale":"en-us","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2018-08-27T12:47:03.147Z","updated_at":"2026-06-03T09:57:21.475Z","ACL":{},"_version":9,"label_l10n":"Product release","_in_progress":false,"publish_details":{"time":"2026-07-24T01:27:49.702Z","user":"bltde77f2161b811714","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-07-28T17:53:04.947Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs4c5e0687f589e416"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eToday, we are pleased to announce the general availability (GA) of Elastic 9.5 as the latest version of the Elasticsearch Platform. This release includes a range of new features aimed to help developers do more with their data, build AI agents more confidently, and sharpen security operations with the introduction of new capabilities across \u003c/span\u003e\u003ca href=\"https://www.elastic.co/enterprise-search\"\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Observability\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csca5b585cb5c0ef33"}}},{"image":{"image":{"uid":"blt4bfd681c46dae24a","_version":1,"title":"image3.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-28T17:47:44.688Z","updated_at":"2026-07-28T17:47:44.688Z","content_type":"image/png","file_size":"346736","filename":"image3.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-04T14:39:49.770Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt4bfd681c46dae24a/6a68eb4078b5fe9c668ef24c/image3.png"},"_metadata":{"uid":"cs465a89ddec2615e6"},"caption_l10n":"The Elasticsearch Platform","alt_text_l10n":"The Elasticsearch Platform","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"What’s new in Elastic 9.5? ","_metadata":{"uid":"cs76e3fb426b498b81"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 continues the advancement of Elasticsearch in efficiency, visibility, and performance to help make enterprise data more accessible and useful. With Elastic 9.5, users can:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eStore more, query faster, and retain longer with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#the-multi-signal-datastore-for-any-workload \" target=\"_self\"\u003e\u003cstrong\u003eColumnar Mode\u003c/strong\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e— Elasticsearch as a native columnar database\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSkip the setup and index tuning with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#vector-database\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eVectorDB index mode and auto-calibration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;—\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003evector search that works out of the box\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMigrate Prometheus workloads to Elasticsearch with the GA of\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#native-prometheus-and-promql-support,-now-ga\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003enative Prometheus and PromQL support\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHelp reach\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#alert-zero:-from-alert-queue-to-validated-threats\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003eAlert Zero\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e;\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003ethe SOC's version of inbox zero — a queue worked down to what actually matters, reached by agents and analysts together\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBuild smarter AI agents with the latest Elastic\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#more-agent-builder-enhancements!\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgent Builder enhancements\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, including Agent Observability and Monitoring and advanced human-in-the-loop approvals\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead more about these and additional feature highlights below.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elasticsearch","_metadata":{"uid":"cs2ea8ab005b55062c"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 brings advancements designed to help every user move faster, operate with greater confidence, and get more value from their data with less friction. This release innovates on\u0026nbsp; multiple aspects of the Elasticsearch Platform from storing and querying data to building and governing AI agents alongside Kibana dashboard enhancements. Read on for details.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The multi-signal datastore for any workload","_metadata":{"uid":"cse1bf1f06f9d8ece1"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic is pleased to announce the technical preview of \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-storage\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eColumnar Mode\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, an opt-in indexing mode that stores each field once in a column store with no inverted index by default, delivering meaningfully smaller storage footprints and a foundation for faster indexing, analytical queries, and longer data retention. It ships alongside existing index modes with zero changes to APIs, dashboards, or integrations. Building on that foundation, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eColumnar Logs\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e is the first specialized profile purpose-built for log data; it keeps a single inverted index on the message field, so full-text search stays fast while storing everything else fully columnar. The result is significantly less storage than logs use today without changing the search experience teams rely on. Both modes are opt-in and existing indices are untouched.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Vector database","_metadata":{"uid":"cs9e643a96ff6d08c7"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eTeams building retrieval for retrieval augmented generation (RAG) applications and agentic AI usually have to make many configuration decisions at index time, and that work grows at production scale. We're introducing these capabilities to take the setup and index tuning off your plate, so vector search works out of the box.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eVectorDB index mode\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;delivers high-performance vector search with a single setting; there’s no manual configuration required. It applies defaults already optimized for vectors, tuning quantization, merge policy, and cache loading for you, so vector search is simpler to stand up and performs out of the box.\u003c/span\u003e\u003c/p\u003e\u003cimg 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\" width=\"331\"/\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/vector-quantization-auto-calibration-diskbbq\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAuto-calibration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;for DiskBBQ vector search\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;automatically configures quantization depth, preconditioning, and oversampling based on statistical analysis of the vectors in the index. The tuning that normally takes expertise and experimentation now happens on its own, using unique algorithms developed at Elastic.\u003c/span\u003e\u003c/p\u003e\u003cimg 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\" width=\"264\"/\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/semantic-field-multimodal-search-elasticsearch\" target=\"_self\"\u003e\u003cstrong\u003eMultimodal semantic\u003c/strong\u003e\u003c/a\u003e\u003cstrong\u003e search makes image search easier for developers.\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Searching images normally means setting up embeddings, ingesting and embedding images, and embedding the query. The new\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cspan data-type='inlineCode'\u003esemantic\u003c/span\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;field simplifies these steps, so users can search images as easily as they search text with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-semantic-text-ga\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cspan data-type='inlineCode'\u003esemantic_text\u003c/span\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"More Agent Builder enhancements!","_metadata":{"uid":"csd8ffa3f7bfa46cf6"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 gives developers greater visibility and control when building AI agents for production.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/opentelemetry-tracing-agent-builder\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgent Observability and Monitoring\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, now available in technical preview, traces large language model (LLM) calls, tool invocations, and reasoning steps as OpenTelemetry (OTel) in Elasticsearch while\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ehuman-in-the-loop approvals\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;gate sensitive actions and record each decision in an audit trail. Developers can also\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ecreate skills, queries, and workflows directly from chat\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eby describing the capability they need, such as a workflow to generate a dashboard. Agent Builder then drafts, names, and saves the configuration without requiring them to leave the conversation, reducing setup time and the need to understand the underlying configuration model.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"AI-native Kibana","_metadata":{"uid":"csd144332ce7f2a528"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith 9.5, our\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e Dashboards \u0026amp; Visualizations API \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ebecomes generally available, providing platform teams with a stable and supported way to create, update, and manage dashboards and visualizations in code. Additionally, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003edashboards in chat \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eis now GA with improved chat quality as well as controls creation and delivers higher speed. These advancements dramatically reduce time-to-insight and eliminate the need for users to build dashboards manually, expediting incident investigation, where speed to a clear visual directly shortens time-to-resolution. And, for use cases where speed is paramount, toggle-on \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eFast Mode UI \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eallows STATS-based queries in Dashboards and Discover to run on a sampled dataset instead of scanning full data, extrapolating results back to real scale while keeping accuracy very close to exact.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced automation where your data lives","_metadata":{"uid":"cs277953e85fdb7bba"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows in 9.5 makes automations faster to build and shows exactly what a workflow will do before it runs. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/ai-workflow-automation-natural-language\"\u003e\u003cspan style='font-size: 12pt;'\u003eNatural language authoring\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now generally available and on by default, so teams can describe the automation they want in plain language that’s generated automatically. Versioning is built in, tracking every change, letting teams compare any two versions, and rolling back to a working one in a click, so there’s always a record of who changed what and when. Visual mode shows a workflow as a graph with its triggers, steps, branches, and logic visible at a glance alongside the YAML; drag-and-drop editing is coming next. And human-in-the-loop now reaches outside Kibana. When a workflow needs a person to approve or weigh in, it pauses and sends the request to tools like Slack. Automation handles the routine while teams stay on top of the decisions that need judgment. These are Elasticsearch Platform capabilities, available across Search, Observability, and Security.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Observability ","_metadata":{"uid":"csa681ccb301d2b360"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 delivers observability upgrades designed to make unified monitoring faster to adopt and easier to scale. Whether you're migrating from Prometheus, onboarding Kubernetes, or connecting cloud and SaaS data, it's easier to get started with less operational overhead. Improved SRE workflows, managed integrations, and AI-ready context help teams move from detection to diagnosis faster.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Native Prometheus and PromQL support, now GA","_metadata":{"uid":"cs5438d5e469fd523b"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith 9.5, it is easier than ever to consolidate observability with best-in-class metrics. With the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/prometheus-metrics-elasticsearch-getting-started\"\u003e\u003cspan style='font-size: 12pt;'\u003ePrometheus remote-write endpoint and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003enative PromQL\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esupport\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e embedded directly in ES|QL, teams can point existing Grafana dashboards and queries at Elastic with minimal migration effort — no need to abandon the query language and workflows they've spent years building. A new \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/migrate-datadog-grafana-dashboards-alerts-to-kibana\"\u003e\u003cspan style='font-size: 12pt;'\u003emigration tool\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is also now GA, helping bring Grafana and Datadog dashboards and alerts into Elastic automatically and making it easier for users to benefit from Elasticsearch's storage efficiency (up to 2.5x better than Prometheus) and faster query performance (up to 30x faster than Prometheus) without starting from scratch. In 9.5, a new codec (ES95) builds on \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElasticsearch's\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e already substantial efficiency gains \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-metrics-engine-30x-faster-prometheus\"\u003e\u003cspan style='font-size: 12pt;'\u003ewith columnar metrics\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to push storage costs down a further ~20% to roughly 3 bytes per sample, so users can monitor more services and retain metrics longer without ballooning the bill. Along with \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0?#ai-native-kibana\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003edashboards-as-code\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and dashboards in chat, these updates let users unify metrics, logs, and traces on a single platform and correlate across all three for faster root cause analysis while keeping the workflows and standards they already rely on.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Complete integrations fully loaded with AI","_metadata":{"uid":"cs64b6c39f41752ca5"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic's latest out-of-the-box integrations for Kubernetes and AWS (tech preview) mean you can go from zero to fully monitored in minutes. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/kubernetes-dashboards-alerts-anomaly-detection\"\u003e\u003cspan style='font-size: 12pt;'\u003eKubernetes monitoring\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now GA and ships complete with preconfigured dashboards, alerts, SLOs, and machine learning jobs. Plus, \u003c/span\u003e\u003ca href=\"https://github.com/elastic/agent-skills\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Skills\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and an \u003c/span\u003e\u003ca href=\"https://github.com/elastic/example-mcp-app-observability\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eObservability MCP app\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e make health monitoring, anomaly detection, incident investigation, and remediation available through any MCP-enabled AI tool where SREs already work. These comprehensive integration packages enable teams to get immediate value from metrics from the moment they connect.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Easier onboarding of cloud native data","_metadata":{"uid":"cs567c718fc3a455e0"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/reference/integrations/managed_integrations\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic managed integrations\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e eliminate the operational burden of ingesting cloud data sources. With just a few clicks, users can now ingest and start getting value without deploying or maintaining on-prem agents. In the spirit of the “easy button,” we’ve also \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esimplified Kubernetes and AWS\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e onboarding by streamlining both setup flows to default to the recommended OTel path, meaning platform engineers and SREs can get up and running without navigating multiple screens and decisions.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced APM and LLM observability","_metadata":{"uid":"cs7c18830d2b60cfa5"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e9.5 delivers a major quality of life improvement for SREs and developers investigating service incidents. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/service-map-apm-dependency-analysis\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDependency analysis in alerts and dashboards\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eintroduces\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ea faster route to triage, eliminating context-switching by surfacing service maps directly in an alert or custom dashboard. Better \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/red-metrics-trace-breakdown-discover\"\u003e\u003cspan style='font-size: 12pt;'\u003esurfacing of anomalies\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e in APM service health views makes ML-based degradation signals easier to spot.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s new \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/anthropic-claude-api-monitoring\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAnthropic integration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e for LLM observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e polls Anthropic's Admin APIs to ingest organization-wide telemetry from the Claude API platform, token usage, cost, and rate limit configuration into Elasticsearch with prebuilt Kibana dashboards and out-of-the-box alerts.\u003c/span\u003e\u003c/p\u003e\u003cfigure style=\"text-align: center\"\u003e\u003cdiv data-img-caption-container=\"true\" style=\"display: inline-block; text-align: center;\"\u003e\u003cimg alt=\"Identify dependencies directly on your alert detail pages.\" src=\"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt067e8b4fb11c577d/6a68fe5e4a8634f3338e86b7/image.png\" style=\"text-align: center;\" /\u003e\u003cfigcaption style=\"text-align: center;\" \u003eIdentify dependencies directly on your alert detail pages.\u003c/figcaption\u003e\u003c/div\u003e\u003c/figure\u003e"},{"title_l10n":"Elastic Security","_metadata":{"uid":"cs8f784c22a169b3e0"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Security 9.5 gives analysts more time to decide and fewer alerts to sort. Stronger endpoint protection stops more threats before they ever raise an alert. Attack Discovery works the alerts that do fire the way an analyst would, surfacing the real attacks so that teams don't start their day buried in raw alerts. And automation runs underneath it all, triggering those investigations and handling the mechanical work, so the decisions stay with analysts.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Alert Zero: From alert queue to validated threats","_metadata":{"uid":"csd47364aa92a03d2e"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/security-labs/agentic-soc-alert-triage-alertzero\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAlert Zero\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is the SOC's version of inbox zero, a queue worked down to what actually matters, reached by agents and analysts together. It’s a goal teams move toward. It doesn't mean zero alerts, and it doesn't mean replacing the analysts. Attack Discovery is what gets a SOC closer to Alert Zero. It now investigates like an analyst by threat-hunting raw events, checking entity risk, and corroborating beyond the alerts that first fired before it calls anything an attack, so teams open a short list of validated attacks instead of a wall of raw alerts. When it finds something the rules missed, it drafts an ES|QL rule to close the gap with an analyst approving before anything is saved.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery run goes through the same investigation now, whether kicked off manually, set on a recurring cadence, or triggered from an Elastic Workflow. A separate alert analysis workflow works the noise from the other side, classifying alerts as true or false positives so that analysts stop losing hours to low-fidelity ones, leaving Attack Discovery a cleaner set to investigate.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced endpoint protection","_metadata":{"uid":"cs7d2ac3456975a485"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWith Elastic Security 9.5, new\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/vulnerable-driver-detection-elastic-defend-byovd\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eendpoint capabilities\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;make protection stronger and extend coverage across more devices. For vulnerable drivers, which attackers bring in already signed and trusted to reach the kernel, our threat research team monitors public disclosure sources like VirusTotal, loldrivers.io and Microsoft's blocklist. Through an always-on process, Elastic automatically generates and instantly deploys YARA rules as new drivers are disclosured, so protection keeps pace instead of waiting on a release cycle. That speed matters when AI-driven attacks can move from one machine to the next in under a minute, faster than any response workflow can react. Windows on ARM is now fully covered in Elastic Defend, bringing Surface and other ARM-based laptops into full coverage. And a new endpoint troubleshooting skill in Agent Builder flags policy and performance issues, so teams spend less time chasing endpoint problems.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Automation across your SOC","_metadata":{"uid":"cs72ef596968bff27e"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0?#enhanced-automation-where-your-data-lives\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e brings native automation to the SOC, so a detection can trigger enrichment, case creation, and response automatically with no separate SOAR to buy, integrate, or maintain. Humans stay on the decisions that need judgment.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"In case you missed it …","_metadata":{"uid":"cs557c07c970d1a14a"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn between stack releases, we’re not just resting on our laurels. The time between Elastic 9.4 and 9.5 was anything but quiet. Here's a roundup of some key announcements ICYMI:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eJina AI updates:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/jina-embeddings-v5-omni-all-media-one-index\"\u003e\u003cspan style='font-size: 12pt;'\u003ejina-embeddings-v5-omni\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e extends the v5-text model family with native image, audio, and video support, carrying nearly 100 languages across all four modalities in a single embedding space with no reindexing required.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/on-prem-ai-jina-embedding-models\"\u003e\u003cspan style='font-size: 12pt;'\u003eJina On-Prem\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now available for teams with strict data residency requirements. It packages the full Jina AI model lineup (e.g., reader, embedding, and reranking) to run entirely on your own hardware, fully air-gapped with zero outbound calls once deployed. Costs are fixed and predictable, not metered per token. The embedding models search text, images, audio, and video across nearly 100 languages in a single embedding space with accuracy that rivals much larger models on commodity hardware.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe've released\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/jina-reranker-35-legal-medical-structured-data\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;jina-reranker-v3.5\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, a drop-in successor to jina-reranker-v3. \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003ejina-reranker-v3.5\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, at just 600M parameters, beats its predecessor by 50%+ on case law with further gains on medical and financial reranking and runs up to 56% faster on long documents. Against Qwen3-Reranker-4B, a widely used open source reranker more than seven times its size, it wins outright on general-purpose search and one structured-data benchmark and closes most of the remaining gap everywhere else.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-reindex-node-relocation-pit-serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eReindex from remote\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now generally available in Elastic Cloud Serverless, giving teams a seamless way to migrate indices from any Elastic Cloud Hosted deployment or Serverless project, regardless of region, directly into their Serverless environment. The operation is built for the realities of Serverless infrastructure; it automatically resumes through node shutdowns triggered by scaling events or software deployments, so your migration keeps moving without manual intervention.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Start here now","_metadata":{"uid":"csf05711966cecbdb6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 is packed to the brim with new and enhanced features ready to help organizations get the most out of their data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 is \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/registration\"\u003e\u003cspan style='font-size: 12pt;'\u003enow available on Elastic Cloud\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, the hosted Elasticsearch service that includes all of the new features in this latest release.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs0bc9d90f7703644f"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs2bd7c587737f0ffb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs509895f2c59a88c6"}}}],"publish_date":"2026-08-04","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt06b80eb6b39592e6","_version":1,"title":"9.5-blog.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-28T17:25:32.582Z","updated_at":"2026-07-28T17:25:32.582Z","content_type":"image/png","file_size":"36207","filename":"9.5-blog.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-04T14:39:49.790Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt06b80eb6b39592e6/6a68e60caacc0d215b0b13f9/9.5-blog.png"},"title":"Elastic 9.5: Columnar, VectorDB index mode \u0026 auto-calibration, and AI-driven alert triage","title_l10n":"Elastic 9.5: Columnar, VectorDB index mode \u0026 auto-calibration, and AI-driven alert triage","updated_at":"2026-08-04T17:26:58.687Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/whats-new-elastic-9-5-0","publish_details":{"time":"2026-08-04T17:27:06.980Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltc7ff688a0819c20f","locale":"en-us","_version":5,"ACL":{},"abstract_l10n":"The new columnar metrics engine in Elastic Observability enables public sector IT teams to combine logging, metrics, and traces in one platform. As a result, SREs can improve uptime while protecting taxpayer dollars in the process.","author":[{"uid":"blte520dce49f64b517","_version":11,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2022-10-11T19:46:12.649Z","created_by":"bltd9765be97bbed20c","email_id":"","facebook_id":"","first_name":"Leanne","image":null,"job_title_l10n":"Director, Global Industry Marketing","key":"","last_name":"Link","linkedin_id":"https://www.linkedin.com/in/leannelink/","paragraph_l10n":"\u003cp\u003eLeanne leads global industry product marketing at Elastic. In this role, she helps connect leaders in verticals like financial services, government, and education with solutions and best practices. In addition to her professional experience in the technology space, she brings previous expertise working in magazine publishing. She enjoys learning about new ideas, technology, use cases, and helping smart people amplify their big ideas.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Leanne Link","twitter_id":"","updated_at":"2026-07-23T15:36:31.139Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-23T15:36:35.220Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt89f31f1ceefa7f45","_version":3,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2024-09-30T19:43:17.555Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Abhi","image":null,"job_title_l10n":"Principal Solutions Architect ","key":"","last_name":"Pandey","linkedin_id":"","paragraph_l10n":"\u003cp\u003eAbhi Pandey is a principal solutions architect working in the federal civilian team at Elastic. Throughout his career in software engineering, he has served in prominent technical leadership roles in the solution consulting and cloud migration engineer in a diverse range of government and commercial clients in the Washington, D.C. metropolitan area.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Abhi Pandey","twitter_id":"","updated_at":"2026-07-23T15:27:47.744Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-23T15:27:52.488Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-07-22T16:59:03.416Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csd700a0fbee12fe7d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePublic sector site reliability engineers (SREs) operate under a distinct set of pressures, whether that’s supporting a federal agency, a health department, a public university, or a transit authority. You're expected to maintain mission-critical uptime across complex, hybrid infrastructure while facing strict audit and compliance requirements. And you must justify every dollar of IT spend to oversight bodies, legislators, and the public you serve.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe observability tools market has historically made that last part hard; the platforms with the best capabilities tend to be the most expensive, and the most expensive platforms tend to penalize you for the instrumentation richness that modern infrastructure demands. When costs spiral, the predictable response is to drop data, shorten retention, or skip high-cardinality metrics entirely. During a 2:00 a.m. incident affecting citizen-facing services, a student portal, or a hospital system, that missing context is the difference between a fast resolution and a prolonged outage.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic has changed that equation with the recent launch of rebuilt metrics capabilities, including a fully \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/metrics\"\u003e\u003cspan style='font-size: 12pt;'\u003ecolumnar metrics engine\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, native \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/prometheus-monitoring\"\u003e\u003cspan style='font-size: 12pt;'\u003ePrometheus and PromQL\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e support, out-of-the-box infrastructure content, and agentic investigation \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/workflows\"\u003e\u003cspan style='font-size: 12pt;'\u003eworkflows\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. As a result, public sector IT teams can have complete operational visibility without the cost tradeoffs that have historically forced a choice between coverage and budget.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Reduce observability debt with one platform for logs and metrics","_metadata":{"uid":"cs3246219a1995b633"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMany public sector organizations already rely on Elastic for affordable log storage and retention, especially to comply with government mandates, such as \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/m-26-14-memorandum\"\u003e\u003cspan style='font-size: 12pt;'\u003eOMB Memorandum M-26-14\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e in the US.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNow, that same trusted logging foundation extends to metrics. Most public sector organizations running modern infrastructure have accumulated observability debt in the form of siloed tools: one system for logs, another for metrics, and a third for traces. Every signal lives in a different back end, uses a different query language, and requires context-switching to correlate. When an incident occurs, engineers are assembling a picture by hand across disconnected systems under pressure.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Observability stores metrics, logs, and traces in a single unified back end. When an alert fires, the investigation context is already assembled in the form of correlated log events, preceding metric anomaly, or related trace. Engineers aren't opening three tabs before they can form a hypothesis. Machine learning (ML) anomaly detection runs automatically against infrastructure metrics, so alerts surface with context about what changed and how severe the deviation is, not just a raw threshold breach. For public sector SREs managing services that constituents depend on, this means faster mean time to resolution. For leadership, it means fewer prolonged outages and less personnel time spent on manual correlation.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Deployment flexibility: Cloud, on-prem, air-gapped","_metadata":{"uid":"cs8ea74fc3a947a5fd"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Observability runs across three deployment modes: Elastic Cloud Serverless, Elastic Cloud Hosted, and fully self-managed on-premises or air-gapped environments. Unlike some vendors that limit on-premises deployment or reserve their highest-value features for hosted instances, Elastic's full capabilities are available across all three. Organizations with strict data residency requirements can run the complete platform in their own infrastructure without sacrificing capability.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"A pricing model built for budget accountability","_metadata":{"uid":"cs5bc3668fb60de4f7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePublic sector IT budgeting depends on predictability. Multiyear contracts, budget cycles, and appropriations processes don't accommodate surprise invoices driven by opaque pricing mechanics.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMany commercial observability vendors use pricing models that compound unpredictably as modern infrastructure grows. Per-host fees are combined with custom metric charges and container overages, creating bills that climb as Kubernetes environments scale or OpenTelemetry instrumentation deepens. The costs are hard to forecast because they're tied to cardinality — the very property that makes observability valuable in complex environments.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic's model is fundamentally different: You pay for data volume, not for how many hosts you have or how granularly you instrument your systems. On Elastic Observability Serverless, metrics stored in time series data streams (TSDS) index mode are priced at \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/metrics-pricing\"\u003e\u003cspan style='font-size: 12pt;'\u003e25% of the standard Observability per-GB rate\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e for both ingest and retention, or roughly $0.023 per GB ingested and $0.005 per GB per month retained at volume tiers. There are no per-host licenses, no cardinality-based surcharges, and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eno custom metric classifications that penalize richer instrumentation\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e,\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003elanding at \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/metrics-pricing\"\u003e\u003cspan style='font-size: 12pt;'\u003ehalf the cost of Datadog\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and other vendors.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLong-term retention is also meaningfully affordable; at roughly $0.005 per GB per month, keeping a year or more of full-resolution metrics data is financially viable, supporting the kind of retrospective auditing that public programs often require.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csa84fc9e509683ef8"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs62d43f0c607ade44"},"paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eA note on pricing and deployment models\u003c/strong\u003e\u003c/span\u003e\u003cstrong\u003e:\u003c/strong\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003ePublic sector customers often have non-negotiable constraints on where their data lives. For US organizations, Elastic is authorized at the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/industries/public-sector/fedramp\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFedRAMP Moderate and High\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;levels on AWS GovCloud (US). For organizations running\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Cloud Hosted\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;or\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eself-managed\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;deployments, including air-gapped environments common in classified or high-compliance contexts, TSDS metrics are available at\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eno additional charge\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;at this time. In both cases, the columnar storage engine means metrics simply require less infrastructure to run, delivering cost efficiency regardless of deployment model.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"The engineering behind the cost savings","_metadata":{"uid":"cs7114b34b59f3b771"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe performance improvements in Elastic's new metrics capabilities reflect a fundamental re-engineering of how Elasticsearch stores and queries time series data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic rebuilt metrics functionality around a columnar storage engine purpose-built for TSDS workloads. The \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-metrics-columnar-engine\"\u003e\u003cspan style='font-size: 12pt;'\u003eresults are substantial\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMetrics now land at 3.75 bytes per data point for OpenTelemetry metrics, which is down from 25 bytes a year earlier — a 6.6x reduction in storage footprint and up to 2.5x more storage efficient than Prometheus.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTime series queries run up to 160x faster than earlier TSDS versions and up to 30x faster than Prometheus with indexing throughput up to 50% higher.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor public sector IT teams, the implications are direct: Storage efficiency means maintaining full-resolution metrics for months or years at a fraction of the previous cost without sacrificing speed or performance, enabling trend analysis, capacity planning, and audit trails that span meaningful time horizons. And adding new Kubernetes labels, cloud tags, or application dimensions adds data volume without triggering pricing tier changes or architectural strain.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Native Prometheus support: Protecting what you've already built","_metadata":{"uid":"cs44041c0bd08f5c5c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePublic sector infrastructure evolves slowly and deliberately. Procurement cycles are long, integrations run deep, and the operational risk of disruption to constituent-facing services is high. Any platform transition has to protect what's already been built.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost SRE teams running modern cloud and containerized infrastructure have invested significantly in Prometheus-based tooling: scrape configs, alert rules, PromQL queries, and Grafana dashboards that represent years of operational knowledge. Historically, migrating metrics back ends meant rewriting all of it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic has removed most of that friction. Prometheus metrics arrive via Prometheus Remote Write and land in the same columnar store without semantic changes. PromQL works natively in Kibana, so existing queries, dashboards, and alert rules migrate directly without modification. For organizations that want to keep Grafana as their visualization layer, Elasticsearch exposes a native Prometheus-compatible API that any compatible front end can query directly, meaning teams can replace the back end while keeping the interface their engineers already know.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"A streamlined migration process ","_metadata":{"uid":"cs31ace71f41c48785"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMigration can be incremental and largely automated. The \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/migrate-datadog-grafana-dashboards-alerts-to-kibana\"\u003e\u003cspan style='font-size: 12pt;'\u003eObservability Migration Platform\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is a CLI-driven workflow that translates supported Grafana and Datadog assets into Kibana-native outputs and produces the evidence needed to review the result, changing migration from a manual rebuild into a translation-and-verification workflow. It works from exported assets or live APIs, covering dashboards and alerting content from both Datadog and Grafana paths. Crucially for public sector teams, the workflow also produces reviewer-facing evidence, such as a migration report, manifest, verification packets, and rollout plan, so teams can see what translated cleanly, what was downgraded or flagged for manual review, and what still needs human judgment.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic is a recognized observability leader","_metadata":{"uid":"cscf2e06fa81d55e61"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eElastic Observability’s credibility in the market continues to grow. In July 2026, Elastic was named \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-leader-gartner-magic-quadrant-observability-platforms-2026\"\u003e\u003cspan style='font-size: 12pt;'\u003ea Leader in the 2026 Gartner® Magic Quadrant™ for Observability Platforms\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e for the third consecutive year. We believe this recognition reflects Elastic’s prioritization of staying ahead of market shifts while offering customers the efficiencies of standardization through Prometheus and OTel as well as the ability to use a single platform for logs, metrics, and traces.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csa7fe10f6d1a7b6a6"}}},{"image":{"image":{"uid":"blt63c26377150f0460","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-07-22T16:52:53.168Z","created_by":"bltb6c155cd84fc0c1a","file_size":"108907","filename":"GMQ.png","parent_uid":null,"tags":[],"title":"GMQ.png","updated_at":"2026-07-22T16:52:53.168Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-23T13:00:00.935Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt63c26377150f0460/6a60f5659e4a6b9086f52e49/GMQ.png"},"_metadata":{"uid":"cs89001b95dc823b4b"},"caption_l10n":"","alt_text_l10n":"Gartner Magic Quadrant","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":"width-large: 75%"}}},{"title_text":{"title_text":[{"title_l10n":"The strategic case for public sector IT leadership","_metadata":{"uid":"cs88860cdd741604f4"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor public sector IT leaders, the case is both operational and strategic. A \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability\"\u003e\u003cspan style='font-size: 12pt;'\u003eunified observability platform\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e combining best-in-class metrics with Elastic's established logging capabilities changes the conversation across several dimensions:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eObservability coverage costs significantly less with a predictable model.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAutomated investigation context means faster incident response and improved service availability.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAffordable long-term retention supports compliance and audit readiness.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eConsolidating metrics, logs, and traces on one platform reduces procurement complexity and integration risk.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Next steps for metrics in public sector","_metadata":{"uid":"cse0c4a273804a0948"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLearn more about how public sector leaders are approaching observability by downloading the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/industries/public-sector/landscape-observability-report\"\u003e\u003cspan style='font-size: 12pt;'\u003e2026 Landscape of Observability for Public Sector report\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, or \u003c/span\u003e\u003ca href=\"http://elastic.co/contact/public-sector\"\u003e\u003cspan style='font-size: 12pt;'\u003eschedule time with one of our experts\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cscbc90859b84c70c9"}}},{"callout":{"title_l10n":"Related blogs","_metadata":{"uid":"csdf7051e8d614fa83"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/maintaining-public-trust-with-ai-observability\"\u003e\u003cspan style='font-size: 12pt;'\u003eAI observability: The backbone of mission resilience in the public sector\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/prometheus-metrics-elasticsearch-faster-cheaper-datadog\"\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch: Best-in-class for logs, now best-in-class for metrics\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/metrics-pricing\"\u003e\u003cspan style='font-size: 12pt;'\u003eUpdated metrics pricing for Elastic Observability: Best-in-class metrics — now cheaper, too!\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs758f9a4a01396d9e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003eGartner, Inc. Magic Quadrant for Observability Platforms. Padraig Byrne, Martin Caren, etl. 13 July 2026.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003eGARTNER is a trademark of Gartner, Inc. and/or its affiliates. MAGIC QUADRANT is a registered trademark of Gartner, Inc. and/or its affiliates and is used herein with permission. All rights reserved.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003eGartner does not endorse any company, vendor, product or service depicted in its publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner publications consist of the opinions of Gartner’s business and technology insights organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this publication, including any warranties of merchantability or fitness for a particular purpose.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003eThis graphic was published by Gartner, Inc. as part of a larger research document and should be evaluated in the context of the entire document. The Gartner document is available upon request from Elastic.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e—\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs64a692430809d65a"}}}],"publish_date":"2026-07-23","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"The new columnar metrics engine in Elastic Observability enables public sector IT teams to combine logging, metrics, and traces in one platform. As a result, SREs can improve uptime while protecting taxpayer dollars in the process.","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":["blt62646ad19dd7b0b8","blt3185b1f0e9eed8d1"],"tags_partner":[],"tags_topic":[{"uid":"bltd6680e0300eee933","_content_type_uid":"tags_topic"},{"uid":"bltb2519aa4ed213854","_content_type_uid":"tags_topic"},{"uid":"bltc6e3d049760fc06a","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"blt60e4f8c6c19cebb7","title":"Metrics","label_l10n":"Metrics","keyword":"metrics","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:19.868Z","updated_at":"2020-07-06T22:20:08.577Z","ACL":{},"_version":2,"hidden_value":false,"_in_progress":false,"publish_details":{"time":"2026-09-11T20:39:25.551Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt95a1ba816c24b3ac","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-07-22T16:43:09.404Z","created_by":"bltb6c155cd84fc0c1a","file_size":"106552","filename":"720x420_blogheader_metrics_for_public_sectorit_Superside_V1.png","parent_uid":null,"tags":[],"title":"720x420_blogheader_metrics_for_public_sectorit_Superside_V1.png","updated_at":"2026-07-22T16:43:09.404Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-23T13:00:00.911Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt95a1ba816c24b3ac/6a60f31da66b927d848135b7/720x420_blogheader_metrics_for_public_sectorit_Superside_V1.png"},"title":"Elastic’s new metrics capabilities will dramatically improve uptime for public sector IT","title_l10n":"Elastic’s new metrics capabilities will dramatically improve uptime for public sector IT","updated_at":"2026-07-22T17:13:19.568Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/observability-metrics-public-sector-it","publish_details":{"time":"2026-07-30T08:03:55.195Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltd2dbbdc7177e9382","_version":11,"locale":"en-us","ACL":{},"abstract_l10n":"Elastic was named a Leader in the Gartner® Magic Quadrant™ for Observability Platforms. In our opinion, Elastic Observability helps teams investigate faster with agentic AI with full context and reduces costs with efficient metrics and logs storage.","author":[{"uid":"blt31d7848852828ddd","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2025-06-19T00:54:28.031Z","created_by":"blte369ea3bcd6ac892","email_id":"","facebook_id":"","first_name":"Natalie","image":{"uid":"blt0bb5c14ce4d2a1a8","_version":1,"title":"natalie.jpg","created_by":"bltd9765be97bbed20c","updated_by":"bltd9765be97bbed20c","created_at":"2025-06-24T16:20:28.632Z","updated_at":"2025-06-24T16:20:28.632Z","content_type":"image/jpeg","file_size":"7421","filename":"natalie.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-06-24T16:20:37.288Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt0bb5c14ce4d2a1a8/685ad04c8481f9bc19ed4ca4/natalie.jpg"},"job_title_l10n":"Director, Communications","key":"","last_name":"Blake","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Natalie Blake","twitter_id":"","updated_at":"2025-06-24T16:20:31.856Z","updated_by":"bltd9765be97bbed20c","publish_details":{"time":"2025-06-24T16:20:37.077Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-07-15T15:03:31.548Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs03c9edf208c0037f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 16pt;'\u003eElastic has been named a Leader in the 2026 Gartner® Magic Quadrant™ for Observability Platforms for the third consecutive year. This recognition comes alongside the Gartner companion Critical Capabilities for Observability Platforms report where Elastic ranked first for three of the seven use cases evaluated.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs55dae48a5a873e59"}}},{"image":{"image":{"uid":"blta75009c0a8f01af1","_version":1,"title":"GMQ-2026.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-15T15:06:15.959Z","updated_at":"2026-07-15T15:06:15.959Z","content_type":"image/png","file_size":"512293","filename":"GMQ-2026.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-15T15:29:41.094Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta75009c0a8f01af1/6a57a1e7ade6f57fd06e66b6/GMQ-2026.png"},"_metadata":{"uid":"csf8185c3500eed192"},"caption_l10n":"","alt_text_l10n":"Gartner 2026 Magic Quadrant Graphic","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csc4610438c211bb2d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn our view, the observability market looks different than it did when we first received that recognition. AI has accelerated telemetry volume growth in ways that were difficult to anticipate, putting pressure on storage costs and on the budgets of the teams managing them. Expectations for AI-assisted investigations have moved from conversational to operational and agentic. And the ecosystem has continued to evolve, with \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability/opentelemetry\"\u003e\u003cspan style='font-size: 12pt;'\u003eOpenTelemetry (OTel)\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/prometheus-monitoring\"\u003e\u003cspan style='font-size: 12pt;'\u003ePrometheus\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e establishing themselves as standards that any serious platform needs to support natively, without a schema translation tax.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe believe this recognition reflects how we have responded to those shifts. Here is what we believe got us here.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"High cost-efficiency for logs, metrics, and traces","_metadata":{"uid":"cs1ba1c020b8635cf9"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTelemetry volumes are exploding thanks to AI, driving up costs across the industry. The standard response is to store less: tighter retention policies, aggressive sampling, deprioritized data types. The problem with that approach is that it compounds. Every piece of telemetry dropped is context no longer available, and context is exactly what AI-driven investigations depend on.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic approaches this differently. Elasticsearch stores logs and traces \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/elasticsearch-logsdb-storage-evolution\"\u003e\u003cspan style='font-size: 12pt;'\u003eup to 4x more efficiently\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e than standard indexing, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-metrics-engine-30x-faster-prometheus\"\u003e\u003cspan style='font-size: 12pt;'\u003emetrics up to 2.5x\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e better than Prometheus. It runs two purpose-built engines under a single interface: a full-text search engine optimized for logs and traces, and a fully columnar engine optimized for metrics. Each engine is designed for the shape of the data it handles, which is where the efficiency gains come from. Both share the same query language, APIs, and dashboards, so teams work across all three signal types from a single interface without separate backends to maintain and without context switching between tools. Storing everything costs less than storing a fraction of it on a less efficient platform.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Your logs have the answer. Elastic finds it.","_metadata":{"uid":"cs3c75f17bc324283a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLogs are the richest signal in observability but often underutilized because they are unstructured and expensive to store at full fidelity. Most teams keep what storage budgets allow and treat log search as something done reactively, by experts, when an incident demands it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/streams\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Streams\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e extracts structure, meaning, and operational context from raw logs automatically, turning a reactive, expert-only signal into a proactive one. It uses AI to surface Knowledge Indicators (KIs) without requiring engineers to know what to search for in advance, pulling out entities and dependencies from unstructured data so the relevant context is already available when an alert fires.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"AI-driven investigations with full context","_metadata":{"uid":"cs234e6554faf99e2f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic offers AI agents and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability/aiops\"\u003e\u003cspan style='font-size: 12pt;'\u003emachine learning\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (ML) built on the richest possible context for investigations and root cause analysis (RCA). Because telemetry is stored efficiently enough that nothing needs to be dropped, and log data is structured well enough to be actionable, AI has complete context to work from.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUnderpinning all of this is the retrieval layer. Elasticsearch retrieves relevant logs, metrics, and traces semantically, not just by keyword match. The quality of that retrieval is what determines whether the AI finds the right context or a close approximation of it. This is where \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/context-engineering\"\u003e\u003cspan style='font-size: 12pt;'\u003econtext engineering\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e becomes essential: Elastic structures and enriches telemetry at ingest, tagging entities, extracting dependencies, and building service maps, so that the data is prepared for AI consumption before an alert ever fires.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor teams that need to build their own investigation workflows, Elastic \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/agent-builder\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Builder\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/workflows\"\u003e\u003cspan style='font-size: 12pt;'\u003eWorkflows\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e provide the primitives to construct custom AI agents. Elastic also provides an open repository of \u003c/span\u003e\u003ca href=\"https://github.com/elastic/agent-skills\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Skills\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e that can query Elasticsearch, execute ES|QL, and reason over results. Preconfigured anomaly detection and log categorization capabilities have been a core part of the platform for years. All these capabilities support agent-driven investigations and remediation.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Future-proof with open standards","_metadata":{"uid":"cs73647a08b0119dea"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBetting on a closed stack means migration work every time the ecosystem evolves. Every instrumentation change has an engineering cost in the form of new pipelines, schema translation, and data reconciliation. Within observability, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability/opentelemetry\"\u003e\u003cspan style='font-size: 12pt;'\u003eOTel\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is becoming the dominant instrumentation standard, while \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/prometheus-monitoring\"\u003e\u003cspan style='font-size: 12pt;'\u003ePrometheus\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is often the default for metrics.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch is open by design, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability/infrastructure-monitoring#one-datastore-all-formats-no-context-switching\"\u003e\u003cspan style='font-size: 12pt;'\u003eschema-neutral\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, and built on OTel from the ground up. With Elasticsearch, teams can ingest any data from any source, whether Prometheus, OTel, or any other format, store it natively, and query it as-is. Data stays in its native format with no translation layer and nothing lost in conversion.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What this recognition means to us","_metadata":{"uid":"csb1bbfe37eb960a0e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe believe being named a Leader in the Gartner Magic Quadrant for the third consecutive year reflects what our customers have told us: that observability should not force tradeoffs, teams should be able to store all their telemetry efficiently, to build on open standards rather than closed ones, and to ensure that AI investigations have the full context they need.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEach of the four areas covered here connects to the others: efficiency makes complete context possible, complete context makes AI investigations reliable, and open standards ensure that investment is not lost when the industry moves on. We believe this recognition reflects our continued progress in all four areas.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Read the full report","_metadata":{"uid":"csa5a0b6ee5e1fc877"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/observability/analyst-report/gartner-magic-quadrant-observability-platforms\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e2026 Gartner® Magic Quadrant™ for Observability Platforms\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;and the\u0026nbsp;\u003c/span\u003e\u003ca href=\"http://elastic.co/resources/observability/analyst-report/gartner-critical-capabilities-observability-platforms\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e2026 Gartner® Critical Capabilities for Observability Platforms\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;are now available.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAccess the reports\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;to learn more about the observability market and why we believe Elastic was recognized as a Leader.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eExplore how\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Observability\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;helps organizations investigate issues faster, monitor AI-powered applications, embrace open standards, and operate confidently at scale.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs4674f6953507ff48"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs84d0e889c9a58ab8"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eGartner, Magic Quadrant for Observability Platforms,\u003cbr /\u003ePadraig Byrne, Martin Caren, D.B. Cummings, Neil Young, 13 July 2026.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eGartner, Critical Capabilities for Observability Platforms,\u003cbr /\u003eMartin Caren, Padraig Byrne, D.B. Cummings, Neil Young, 13 July 2026\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eGARTNER is a registered trademark and service mark of Gartner, Inc. and/or its affiliates in the U.S. and internationally, and MAGIC QUADRANT is a registered trademark of Gartner, Inc. and/or its affiliates and are used herein with permission. All rights reserved.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eGartner does not endorse any vendor, product or service depicted in its research publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner research publications consist of the opinions of Gartner’s research organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this research, including any warranties of merchantability or fitness for a particular purpose.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThis graphic was published by Gartner, Inc. as part of a larger research document and should be evaluated in the context of the entire document. The Gartner document is available upon request from Elastic.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003e–\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, ESRE, Elasticsearch Relevance Engine and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csc8378595570c5bff"}}}],"publish_date":"2026-07-15","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt9af3e778f8182890","_version":1,"title":"elastic-white-background.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-15T13:12:44.820Z","updated_at":"2026-07-15T13:12:44.820Z","content_type":"image/png","file_size":"89272","filename":"elastic-white-background.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-15T15:29:41.117Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt9af3e778f8182890/6a57874cd032ab2eb7297a80/elastic-white-background.png"},"title":"Elastic named a Leader in the 2026 Gartner® Magic Quadrant™ for Observability Platforms","title_l10n":"Elastic named a Leader in the 2026 Gartner® Magic Quadrant™ for Observability Platforms","updated_at":"2026-07-16T15:03:33.512Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-leader-gartner-magic-quadrant-observability-platforms-2026","publish_details":{"time":"2026-07-30T08:08:58.550Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blte9c6638ba8ad7c45","_version":6,"locale":"en-us","ACL":{},"abstract_l10n":"On Elastic Observability Serverless, metrics data stored in TSDS index mode is now priced at 25% of the standard Observability per-GB rate for both ingest and retention.","author":[{"uid":"blt8319fc21e686bc61","title":"Vinay Chandrasekhar","first_name":"Vinay","last_name":"Chandrasekhar","job_title_l10n":"Director, Product Management","company_l10n":"","image":{"uid":"bltff75418083d1781a","_version":1,"title":"Vinay Chandrasekhar","created_by":"blt03b12f5a6591ef8c","updated_by":"blt03b12f5a6591ef8c","created_at":"2026-07-02T12:55:58.415Z","updated_at":"2026-07-02T12:55:58.415Z","content_type":"image/webp","file_size":"16478","filename":"857236284423a27e8399b722fab4807f9c89e9cc-600x600.webp","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-29T08:22:31.831Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltff75418083d1781a/6a465fdeb88cd107b06312cd/857236284423a27e8399b722fab4807f9c89e9cc-600x600.webp"},"paragraph_l10n":"","key":"","facebook_id":"","email_id":"","subtitle_l10n":"","tags":[],"locale":"en-us","created_by":"bltd9765be97bbed20c","updated_by":"blt03b12f5a6591ef8c","created_at":"2022-08-02T13:38:09.618Z","updated_at":"2026-07-13T14:06:50.169Z","ACL":{},"_version":4,"linkedin_id":"","twitter_id":"","publish_details":{"time":"2026-07-29T08:22:30.492Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-06-29T10:56:45.220Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs2977d7bbf77300f9"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs part of the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/prometheus-metrics-elasticsearch-faster-cheaper-datadog\"\u003e\u003cspan style='font-size: 12pt;'\u003esignificant product enhancements\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e being announced around metrics, Elastic Observability is updating how it prices metrics. On Elastic Observability Serverless, metrics data stored in TSDS index mode is now priced at 25% of the standard Observability per-GB rate for both ingest and retention. On Elastic Cloud Hosted (ECH) and Self-Managed, metrics on TSDS is available for no additional charge at this time. On both, metrics now simply require less infrastructure to run.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThese pricing changes accompany the recent revamp of how Elastic Observability stores and queries metrics. Elastic rebuilt the metrics platform around a columnar storage engine purpose-built for time series. It stores metrics up to 2.5x more efficiently and reduces query latency by up to 30x versus competition. It also adds native Prometheus ingest and PromQL support, along with comprehensive ES|QL time series querying support. Those engineering improvements make Elastic incredibly efficient to run for metrics, which means customers now pay a fraction of the costs compared to other vendors. This blog covers what is changing and then walks through an illustrative cost comparison with Datadog where Elastic delivers dramatic cost savings, well over 50%.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Observability Serverless: Metrics now priced at 25% of the standard per-GB rate","_metadata":{"uid":"csccaf7743ea458e73"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOn Elastic Observability Serverless, TSDS metrics data is now priced at 25% of the standard Observability per-GB rates for both ingest and retention. How you are billed does not change. You still pay per GB ingested and per GB retained on the same volume-tiered structure you already use. TSDS index mode metrics are simply priced at one-quarter of the rate that applies to other observability data at each tier.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn practice, that means metrics in Observability Complete are priced approximately as follows:\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003c/span\u003e\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDimension\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eStandard Observability rate (as low as)\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eMetrics rate (as low as)\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eIngest (per GB)\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e~$0.09\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e~$0.023\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eRetention (per GB/month)\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e~$0.019\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e~$0.005\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs7f6d3b0d0721ad87"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs74a72ae692e8b41e"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eRates shown are the deepest volume-tier (\"as low as\") prices. Entry-tier rates are higher and step down with volume. Metrics rates are 25% of the corresponding standard rate at every tier. Pricing applies to metrics stored as time series (TSDS) on Elastic Observability Serverless.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs4a4fbda0ebb94baa"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThere are a few things are worth calling out:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eYou keep paying for what you use in units you already understand.\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e There is no separate metrics billing model to learn, no per-host license, and no cardinality-based surcharge. A new Kubernetes label, a new cloud instance tag, or a new application dimension adds data, but it does not move you into a different or custom pricing model.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLong retention stays inexpensive.\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Because metrics retention is priced at 25% of the standard rate, keeping a year or more of metrics costs a fraction of what signal-agnostic pricing would charge. Shorter retention windows cost proportionally less.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eVolume pricing tiers still apply.\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e As your ingest and retained volume grow, your per-GB unit price decreases across the same tier structure used for the rest of observability.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Elastic Observability Serverless price comparison with Datadog","_metadata":{"uid":"cs7d84a3a01f8ea2bb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDatadog prices infrastructure monitoring primarily per host and then bills separately for \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ecustom metrics\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e: any user-defined metric beyond Datadog's built-in integrations, which might include OpenTelemetry, Prometheus, or Kubernetes data. As instrumentation gets richer and cardinality grows, the custom-metric and container line items climb on top of the per-host charge. Elastic prices the same workload on data volume at the metrics rate shown above.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo make the comparison concrete, here are two illustrative workload examples. Both use conservative, clearly stated assumptions.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eShared assumptions\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDatadog:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eInfrastructure Pro at its lowest published (annual commit) host price of $15/host/month, which includes 15-month retention\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCustom-metric overage at the $5 per 100 metrics/month list rate\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eContainer overage at $1/container/month\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic Observability Serverless:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eObservability Complete\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePremium support\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e15-month retention to match Datadog's included 15 months\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eNote that storing data for less than 15 months will lead to lower prices with Elastic.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eBoth:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e15-second collection interval (Datadog's Agent default applied to both platforms)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e~450 bytes per datapoint (approximate based on test data at ingestion across OpenTelemetry and Prometheus on Kubernetes and hosts)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFigures are rounded monthly estimates for illustration\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Example 1: A 300-host cloud and VM fleet","_metadata":{"uid":"csf0de555f52c58b0e"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eConsider a team monitoring 300 hosts — each emitting roughly 500 metric series, including about 250 custom application metrics per host (150 above Datadog's included allotment of 100 per host).\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u0026nbsp;\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eDatadog (Infrastructure Pro*)\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Observability Serverless\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHosts\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cp\u003e\u003cspan style=\"color: rgb(255, 0, 0);font-size: 12pt;\"\u003e$4,500\u003c/span\u003e\u003c/p\u003e\u003cp style=\"text-align: right;\"\u003e\u003cspan style=\"font-size: 9pt;\"\u003e(300 × $15)\u003c/span\u003e\u003c/p\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e—\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCustom-metric overage\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cp\u003e\u003cspan style=\"color: rgb(255, 0, 0);font-size: 12pt;\"\u003e$2,250\u003c/span\u003e\u003c/p\u003e\u003cp style=\"text-align: right;\"\u003e\u003cspan style=\"font-size: 9pt;\"\u003e(250 − 100) × 300 hosts = 45,000 over allotment; 45,000 ÷ 100 × $5\u003c/span\u003e\u003c/p\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e—\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMetrics data (ingest + 15-month retention)\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIncluded\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cp\u003e\u003cspan style=\"color: rgb(56, 118, 29);font-size: 12pt;\"\u003e~$2,200\u003c/span\u003e\u003c/p\u003e\u003cp style=\"text-align: right;\"\u003e\u003cspan style=\"font-size: 9pt;\"\u003eIngest $693.22 + retention $1,240.10 = $1,933.32 subtotal. Premium support ×15% = $290.00\u003c/span\u003e\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eEstimated monthly total\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"color: rgb(255, 0, 0);font-size: 12pt;\"\u003e\u003cstrong\u003e~$6,750\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"color: rgb(56, 118, 29);font-size: 12pt;\"\u003e\u003cstrong\u003e~$2,200\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cbr /\u003eElastic comes in about 67% below the Datadog estimate for this illustrative workload.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Example 2: A Kubernetes platform (5 clusters, ~200 nodes)","_metadata":{"uid":"cs396a6c8cfaa3bc17"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eConsider a higher-cardinality Kubernetes environment: 200 nodes, ~1,000 series per node, ~400 custom metrics per node, and about 20 containers per node.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u0026nbsp;\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eDatadog (Infrastructure Pro*)\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Observability Serverless\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHosts\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cp\u003e\u003cspan style=\"color: rgb(255, 0, 0);font-size: 12pt;\"\u003e$3,000\u003c/span\u003e\u003c/p\u003e\u003cp style=\"text-align: right;\"\u003e\u003cspan style=\"font-size: 9pt;\"\u003e(200 × $15)\u003c/span\u003e\u003c/p\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e—\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCustom-metric overage\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cp\u003e\u003cspan style=\"color: rgb(255, 0, 0);font-size: 12pt;\"\u003e$3,000\u003c/span\u003e\u003c/p\u003e\u003cp style=\"text-align: right;\"\u003e\u003cspan style=\"font-size: 9pt;\"\u003e(400 − 100) × 200 nodes = 60,000 over allotment; 60,000 ÷ 100 × $5\u003c/span\u003e\u003c/p\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e—\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eContainer overage\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cp\u003e\u003cspan style=\"color: rgb(255, 0, 0);font-size: 12pt;\"\u003e$3,000\u003c/span\u003e\u003c/p\u003e\u003cp style=\"text-align: right;\"\u003e\u003cspan style=\"font-size: 9pt;\"\u003e(20 − 5) × 200 nodes = 3,000 over allotment; 3,000 × $1\u003c/span\u003e\u003c/p\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e—\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMetrics data (ingest + 15-month retention)\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIncluded\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cp\u003e\u003cspan style=\"color: rgb(56, 118, 29);font-size: 12pt;\"\u003e~$2,800\u003c/span\u003e\u003c/p\u003e\u003cp style=\"text-align: right;\"\u003e\u003cspan style=\"font-size: 9pt;\"\u003eIngest $835.21 + retention $1,618.47 = $2,453.67 subtotal. Premium support ×15% = $368.05\u003c/span\u003e\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eEstimated monthly total\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"color: rgb(255, 0, 0);font-size: 12pt;\"\u003e\u003cstrong\u003e~$9,000\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"color: rgb(56, 118, 29);font-size: 12pt;\"\u003e\u003cstrong\u003e~$2,800\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cbr /\u003eAgain, Elastic lands about 69% below the Datadog estimate.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cscd88c4539b54529c"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs4b52936911fca500"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e*A note on the Datadog tiers: Infrastructure Pro at $15/host/month, the lower-priced and more common tier, is shown above. Datadog Enterprise costs more per host ($23) but includes larger allotments of 200 custom metrics and 10 containers per host, versus 100 and 5 on Pro, so the totals tend to land in the same range. In Example 1, Enterprise works out to about $7,650 per month (Elastic roughly 71% lower) versus Pro's $6,750 (roughly 67% lower); in Example 2, Enterprise works out to about $8,600 (Elastic roughly 67% lower) versus Pro's $9,000 (roughly 69% lower). The comparison reaches the same conclusion on either tier.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"What the comparison shows: Cost savings of well over 50% ","_metadata":{"uid":"cs1f18bf7c3f2ee5dc"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn both examples, Elastic Observability Serverless costs roughly two-thirds less than the comparable Datadog bill with retention matched at 15 months on both sides. The gap is driven by how each platform prices metrics: Datadog's custom-metric and container charges accumulate on top of the per-host fee as instrumentation grows while Elastic bills on data volume alone.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe size of any individual saving depends on cardinality, collection interval, and retention. These examples use Datadog's 15-second default collection interval. At a 60-second interval or with lighter custom-metric and container usage, the percentages shift, but the direction does not. The conclusion holds across a wide range of assumptions: For metrics, Elastic Observability Serverless is well over 50% cheaper than Datadog, and you keep every metric at full resolution rather than dropping data to manage cost.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Frequently asked questions","_metadata":{"uid":"cs72e98f0908bf1af3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eHow are metrics billed on Elastic Cloud Serverless?\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Metrics are billed the same way as the rest of Elastic Observability: per GB ingested and per GB retained on a volume-tiered structure. With this update, metrics data is priced at 25% of the standard Observability per-GB rate on both dimensions, which works out to roughly $0.023 per GB ingest and $0.005 per GB per month retention at the highest volume tiers.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDoes Elastic charge more for high-cardinality metrics?\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e No. Elastic does not use cardinality-based or per-metric billing. Adding a new Kubernetes label, cloud instance tag, or application dimension adds data volume, but it does not trigger a premium tier or custom-metric surcharge, so you can keep high-cardinality metrics at full resolution.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eIs Elastic Observability cheaper than Datadog for metrics?\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e In the illustrative workloads in this post, Elastic Observability Serverless costs about two-thirds less than Datadog for metrics, modeled at Datadog's 15-second default collection interval with retention matched at 15 months on both sides. Datadog bills primarily per host plus custom-metric and container overage while Elastic bills on data volume, so the gap widens as cardinality grows or collection frequency drops. Actual savings depend on your hosts, cardinality, collection interval, and retention.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eHow much does it cost to keep a year or more of metrics on Elastic?\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Because retention is priced at 25% of the standard Observability rate (as low as ~$0.005 per GB per month), long-window metrics retention on Elastic Cloud Serverless is still extremely reasonably priced, and allows you the control to choose and pay for your retention period. In the comparisons above, 15-month retention is shown in the Elastic figures. Shorter retention windows cost proportionally less since you pay per GB retained.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eWhy are Datadog metrics bills high for Kubernetes and OpenTelemetry workloads?\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Datadog classifies most OpenTelemetry, Prometheus, and Kubernetes app metrics as custom metrics, which are billed on top of the per-host charge once they exceed the included allotment, alongside container overage. High-cardinality, densely instrumented environments cross those thresholds quickly. Elastic prices the same data on volume alone, which is why the cost difference is largest for exactly these workloads.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Availability and getting started","_metadata":{"uid":"cs8986d694ce7e0a58"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe new metrics pricing accompanies the broader Elastic Observability metrics release, which includes the columnar metrics engine, native Prometheus ingest, PromQL support, ES|QL time series queries, prebuilt Kubernetes and AWS content, and migration tooling for Datadog and Grafana.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://cloud.elastic.co/registration\"\u003e\u003cspan style='font-size: 12pt;'\u003eStart a free trial\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://cloud.elastic.co/pricing/serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003eCreate a pricing estimate\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/solutions/observability\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Observability documentation\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"cs1e6e7d062fc959ab"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs3e74d0e9d1c798ab"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ePricing figures, competitive comparisons, and example workloads in this post are illustrative estimates based on published list pricing as of the date of publication. Actual costs vary by workload, configuration, retention, and commercial terms. Competitor pricing is based on publicly available information and is subject to change by the respective vendor. The release and timing of any features or functionality described in this post remain at Elastic's sole discretion and may change.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs662d7cebfd59c7d5"}}}],"publish_date":"2026-06-29","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"We’re slashing the price of TSDS metrics on Elastic Observability Serverless by 75% ","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt39140cf3e2cd4550","ACL":{},"created_at":"2023-11-06T21:51:00.583Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"integrations","label_l10n":"Integrations","tags":[],"title":"Integrations","updated_at":"2023-11-06T21:51:00.583Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.083Z","user":"blt4b2e1169881270a8"}},{"_version":1,"locale":"en-us","uid":"blt47e752b219d104d3","ACL":{},"created_at":"2021-07-12T21:53:40.554Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"metrics","label_l10n":"Metrics","tags":[],"title":"Metrics","updated_at":"2021-07-12T21:53:40.554Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.103Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltd8e03b8972ecf817","_content_type_uid":"tags_topic"},{"uid":"blte0256e5390d036ed","_content_type_uid":"tags_topic"},{"uid":"blt4f7e02463a803fc1","_content_type_uid":"tags_topic"},{"uid":"blt4f82459203f5a666","_content_type_uid":"tags_topic"},{"uid":"bltc8e4f4eb4eed3ccd","_content_type_uid":"tags_topic"},{"uid":"blt5f2c0926801ce9c6","_content_type_uid":"tags_topic"},{"uid":"blt018d981515b9a4fd","_content_type_uid":"tags_topic"},{"uid":"blt069bd34528952802","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"bltb249a1eeba77b317","title":"APM","label_l10n":"APM","keyword":"apm","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:31:53.522Z","updated_at":"2020-07-06T22:20:22.552Z","ACL":{},"_version":2,"hidden_value":false,"_in_progress":false,"publish_details":{"time":"2026-07-15T15:20:20.092Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt86fdc9cfbef62f5d","_version":1,"title":"metricslaunch-blog.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-06-29T10:30:47.196Z","updated_at":"2026-06-29T10:30:47.196Z","content_type":"image/png","file_size":"80636","filename":"metricslaunch-blog.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-06-29T12:03:50.351Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt86fdc9cfbef62f5d/6a4249571950595f75991e2b/metricslaunch-blog.png"},"title":"Updated metrics pricing for Elastic Observability: Best-in-class metrics — now cheaper, too!","title_l10n":"Updated metrics pricing for Elastic Observability: Best-in-class metrics — now cheaper, too!","updated_at":"2026-06-29T14:00:20.340Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/metrics-pricing","publish_details":{"time":"2026-06-29T14:00:25.682Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt59736e3fa5b8da16","_version":7,"locale":"en-us","ACL":{},"abstract_l10n":"LivePerson found that benchmarking Google Cloud machine types cut Logstash costs by over half using AMD Milan instances, while Kafka compression codec selection significantly boosted throughput. ","author":[{"uid":"blt5e57d9e359862f40","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-06-02T17:38:27.679Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Emily","image":null,"job_title_l10n":"Content Development Manager, Customer Advocacy","key":"","last_name":"Chioconi","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Emily Chioconi","twitter_id":"","updated_at":"2026-06-02T17:38:27.679Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-06-02T17:38:32.147Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt7bc6f361cb0235ad","_version":1,"locale":"en-us","ACL":{},"company_l10n":"LivePerson","created_at":"2026-06-16T16:43:53.952Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Kiril","image":null,"job_title_l10n":"Senior DevOps Engineer","key":"","last_name":"Karamanolev","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Kiril Karamanolev","twitter_id":"","updated_at":"2026-06-16T16:43:53.952Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-06-16T16:44:01.776Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt600dec3c1300c3b7","locale":"en-us","_version":1,"ACL":{},"company_l10n":"LivePerson","created_at":"2026-06-16T16:44:48.281Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Strahil","image":null,"job_title_l10n":"Senior DevOps Engineer","key":"","last_name":"Nikolov","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Strahil Nikolov","twitter_id":"","updated_at":"2026-06-16T16:44:48.281Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-06-16T16:44:58.393Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-06-02T18:30:50.761Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"csc3c86d3372ecfbec"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eLivePerson benchmarked Logstash and Kafka across five\u0026nbsp;\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eGoogle Cloud\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u0026nbsp;machine type configurations, finding the optimal cost-per-event ratio for a high-volume logging pipeline.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003en4d-standard-2 (AMD Milan) delivered 100%+ throughput improvement on Logstash over the e2-standard baseline.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eSimilar gains were observed on Kafka with compression codec selection (LZ4 vs. GZIP), adding a further meaningful performance delta.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eAt ~25% higher monthly cost, n4d-standard-2 processed events at $2.70 per 1,000 EPS versus $5.95 for the least efficient instance tested — less than half the cost per event for the best performer\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eFewer high-throughput instances are required, resulting in a smaller Kafka cluster and lower overall infrastructure overhead.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"The challenge: A pipeline growing faster than its infrastructure was optimized for","_metadata":{"uid":"cs4560407ec38c7990"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eAs LivePerson expanded its Google Kubernetes Engine (GKE) footprint and migrated workloads from on-premises to Google Cloud, its logging pipeline scaled with it, but the underlying infrastructure choices hadn't kept pace.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe pipeline runs Filebeat as the log producer, Kafka as the message broker, and Logstash as the consumer and processor before data lands in Elastic. As the system grew, Kafka scaled with it. Because each Logstash instance requires a dedicated partition to consume from, Logstash instances had to scale proportionally. More instances meant more partitions. More partitions meant a larger, more expensive Kafka cluster. The overhead was compounding.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe infrastructure was running on e2-standard instances, Google's general-purpose option, and a common default for logging workloads. Kiril Karamanolev and Strahil Nikolov, DevOps engineers on LivePerson's observability team, suspected there was room to improve. But the team had inherited the stack and never had a baseline to compare against. Without data, there was no way to know whether the current setup represented good value or a significant missed opportunity.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThere was also a subtler problem: e2-standard instances are not tied to a single CPU platform, which means the same machine type can run on AMD or Intel hardware depending on availability. For compute-intensive workloads like Logstash, that distinction can have real performance implications, but only benchmarking would reveal how large the gap actually was.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The approach: Benchmark both ends of the pipeline","_metadata":{"uid":"cs71529b1e156210a0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eRather than making assumptions, the team ran structured benchmarks across both Logstash and Kafka, treating each as a separate workstream.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u003cstrong\u003eLogstash benchmarking\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u0026nbsp;used the built-in Logstash benchmarking framework with standardized test data and configurations, keeping results consistent across instance types. The machine types evaluated were those realistically considered for high-volume logging on\u0026nbsp;\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eGoogle Cloud\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003ee2-standard-2 (AMD)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003ee2-standard-2 (Intel)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003en2-standard-2\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003et2d-standard-2\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003en4d-standard-2\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eAMD and Intel variants of e2-standard-2 were treated as separate test cases, given the potential for meaningful CPU-level performance differences.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u003cstrong\u003eKafka benchmarking\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u0026nbsp;used Kafka's native producer and consumer benchmark scripts with a custom wrapper to streamline execution. The team also tested the impact of compression codec selection, specifically GZIP (Filebeat’s default compression codec) against LZ4, on both write throughput (Filebeat \u0026gt; Kafka) and read throughput (Kafka \u0026gt; Logstash).\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eAI-assisted analysis was used to process and interpret these performance metrics, ensuring that no personal or customer data was involved.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe evaluation metric throughout was not monthly instance cost but throughput per dollar (events per second per unit of spend) — the figure that actually matters at production scale.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Results","_metadata":{"uid":"cs83d7ab6578352a56"},"header_style":"H2","paragraph_l10n":""},{"title_l10n":"Logstash performance","_metadata":{"uid":"cs36efb7427870c30e"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003eThe n4d-standard-2, backed by AMD Milan architecture, delivered a decisive result:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003e100%+ throughput improvement over the e2-standard-2 baseline\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003e370 EPS per dollar, the strongest cost efficiency of any instance tested\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e$2.70 per 1,000 EPS, compared to $5.95 for the least efficient configuration tested, over 50% reduction in processing cost\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003et2d-standard-2 ranked second, offering strong value for regions where n4d availability is limited\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003eThe performance gap between AMD and Intel variants of e2-standard-2 was large enough to be operationally significant\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003en2-standard-2 ranked last on efficiency despite carrying essentially the same monthly price as t2d-standard-2\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003eThe clearest takeaway: the cheapest monthly instance is rarely the most cost-efficient once actual throughput is accounted for.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Kafka performance","_metadata":{"uid":"cseea3a83b7b2adefd"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003eBenchmarking Kafka produced two key findings:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003eMachine type selection had a significant impact on Kafka throughput; consistent with the Logstash results\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003eCompression codec choice was an independent variable with meaningful impact on both write and read performance. Switching from GZIP to LZ4 delivered throughput gains on both the producer and consumer side.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003eTesting both halves of the pipeline together was essential. A Kafka bottleneck throttles the entire system: If logs can't be written fast enough, Filebeat backs up; if they can't be read fast enough, Logstash goes underutilized. Optimizing only one side would have given an incomplete picture.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Infrastructure footprint reduction","_metadata":{"uid":"cs3460b7e1e1b03794"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe most consequential outcome was structural. Higher per-instance throughput directly reduces the number of Logstash instances required to handle the same volume. Fewer Logstash instances means fewer required Kafka partitions. Fewer partitions means a smaller Kafka cluster with lower overhead across the board.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe optimization compounds: Better instance selection reduces component count, which reduces operational complexity and cost while improving performance at the same time.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The broader lesson","_metadata":{"uid":"cs979bc455861d99c8"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eCloud providers release new instance families continuously. What represented good value at initial deployment may no longer be competitive one or two years later. LivePerson's team recommends treating infrastructure benchmarking as a recurring practice rather than a one-time decision, particularly for teams running high-volume observability workloads where compute efficiency directly affects both cost and pipeline stability.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe specific findings here reflect\u0026nbsp;\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eGoogle Cloud\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e. Equivalent benchmarking on AWS or Azure would likely surface different winners. The recommendation is not a machine type, it is a methodology: Measure before you commit, and revisit the question periodically as the cloud landscape changes.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Measuring efficiency at scale","_metadata":{"uid":"cs34081e0a463fe145"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eFor a company like LivePerson — whose platform supports millions of enterprise customer conversations daily and processes tens of terabytes of log data across distributed GKE infrastructure — the difference between a well-optimized pipeline and a default one isn't abstract. It shows up in infrastructure spend, in system headroom, and in the team's capacity to focus on higher-value work instead of managing an oversized cluster.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe benchmarking work described here is one part of a broader effort to bring LivePerson's observability platform fully up to date as its cloud migration matures. 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Elastic’s CEO Ash Kulkarni will be appearing at stops across the tour, opening keynotes with a candid conversation about why your data has never been more valuable.","author":[{"uid":"blt50c7dc7ebe247328","_version":6,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2019-09-06T20:54:09.688Z","created_by":"blt3044324473ef223b70bc674c","email_id":"","facebook_id":"","first_name":"Dan","image":{"uid":"blt76e7dbef6af58b16","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2019-09-06T20:54:08.837Z","updated_at":"2019-09-06T20:54:08.837Z","content_type":"image/jpeg","file_size":"64096","filename":"headshot-daniel-courcy-300x300.jpg","title":"headshot-daniel-courcy-300x300.jpg","ACL":{},"_version":1,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2019-09-06T22:26:42.958Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt76e7dbef6af58b16/5d72c7706b141a30e6ef1a6b/headshot-daniel-courcy-300x300.jpg"},"job_title_l10n":"Director, Product Marketing","key":"","last_name":"Courcy","linkedin_id":"","paragraph_l10n":"\n\u003cp\u003eWorking at Elastic since May of 2019, Dan is the product marketing manager for Elasticsearch.\u0026nbsp;His hobbies include spending time with friends and family, playing card games, starting new home improvement projects, and enjoying the great outdoors (fishing, hiking, and camping).\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Dan Courcy","twitter_id":"","updated_at":"2025-06-02T20:05:41.690Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2025-06-02T20:05:44.961Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-09-08T16:41:47.123Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs1e080fa8f779c166"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/events/elasticon\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic{ON}\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;kicks off this September with seven stops in cities around the world, running through March 2027:\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMumbai\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/new-york-city\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eNew York\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/amsterdam\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAmsterdam\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/san-francisco-ai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSan Francisco\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, London, Washington, DC, Singapore, and a final digital event. The annual tour has been a fixture of the Elastic community since the early days back when the platform was more commonly known as the ELK Stack, growing from grassroots developer meetups into the global practitioner event series it is today.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Forge the future: Make all your data an AI advantage","_metadata":{"uid":"csc0db3da012e2ee7c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe more powerful AI gets, the more your data is worth. That’s true whether you're a developer building something that needs to understand the world around it, an SRE diagnosing what broke and why, or a security analyst chasing a threat through millions of events. Elastic’s CEO Ash Kulkarni will be appearing at stops across the tour, opening keynotes with a candid conversation about why your data has never been more valuable and how an evolved Elasticsearch will make your observability, security, and AI applications smarter, faster, and more efficient.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For builders and developers","_metadata":{"uid":"cs77ac0384b40002b5"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you've shipped an AI application that worked and then watched it fall apart in production, the problem is likely context. Getting reliable, accurate context into an AI agent at scale is harder than it looks, and the gap between a working prototype and a production-ready app is where most teams get stuck.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis year's search track will show you how Elasticsearch helps you scale agents in production with context that's reliable, token efficient, and current. Agent responses stay accurate, and the AI experiences you ship stay reliable as workloads grow. This year's Elastic{ON} is where developers can figure out how to give production the context the demo took for granted.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For SREs and platform engineers","_metadata":{"uid":"cs4ace7e66c385b5b0"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost SREs have a story about a night when everything went sideways at once. The question isn't whether incidents will happen; it's whether your tooling can handle them before they wake up the entire team.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis year’s observability track will spotlight how significant investments in both logging and metrics can help you keep more of the signals you need (while spending less) and will give you a sneak peek into how Elastic's forthcoming AI SRE will autonomously detect, investigate, and resolve incidents. A future devoid of 3:00 a.m. alerts is closer than it sounds after all. This year's Elastic{ON} is where SREs can figure out what to do when their observability data is growing faster than their team can manage it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For security analysts and SOC teams","_metadata":{"uid":"csce2fb8f1c6ac69b3"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery SOC analyst knows the feeling where the queue never stops growing. Attacks land in minutes, and the alert that matters is buried under a thousand that don't.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe Elastic{ON} security track shows how your team can shift from working the queue to deciding on the work. It starts with the opening keynote, where agents run continuous detection, investigation, and correlation and then deliver evidence-backed proposals for humans to act on. The track also covers continuous threat hunting that surfaces what analysts would have missed; expanded Attack Discovery and alert analysis workflows that hand analysts pre-triaged findings; agentic endpoint operations that retire manual tool-chaining; and native security intelligence that turns research into customer protections. All of it is built to augment your SOC, not replace it. A day spent making decisions instead of chasing alerts is closer than most teams expect.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What to expect","_metadata":{"uid":"cs4b148668301fd261"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery stop will have:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eA keynote\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThree practitioner-focused breakout tracks across search, security, and observability\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHands-on workshops\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCustomer stories\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLive demonstrations\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eA look at what's arriving in Elastic's next release\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAn evening networking reception\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"What's not on the agenda","_metadata":{"uid":"cs5c6ca339f7e80e30"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSome of the best things about Elastic{ON} don't show up on the agenda. It's the hallway conversations and the chance meetings with a former colleague or a peer from across the industry. The \"small world\" moments where you realize that despite how many winding roads there are in tech, Elasticsearch keeps bringing like-minded people back into the same room. These meetings and conversations are always worth the trip.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What you’ll walk away with","_metadata":{"uid":"csd1bf624572555b34"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAttendees tend to leave Elastic{ON} thinking differently about data — not just the structured kind in an old-school database, but the stuff being generated everywhere constantly, like call transcripts, observability streams, security telemetry, and agent traces. It’s the data that's already there and mostly going unused.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhat if your sales team's call recordings could actually shape what your CRM tells you about a deal? What if those unused logs weren't just a storage cost but a critical signal? With Elasticsearch, there's no hard ceiling on how data can be put to work. And Elastic{ON} is where you learn how to do it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Find your stop","_metadata":{"uid":"csd6d873e0cfa02aca"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCity\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDate\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRegistration link\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eMumbai\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSep. 30, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/3e3e2636-dca7-41f8-85e4-352ee829675e/register?_gl=1*jmrd5f*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTAxMTkkajU5JGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eNew York\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eOct. 8, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/22fae7b1-f70c-4d2f-aaf9-69ec393fbe6f/register?_gl=1*z0de0p*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTAyNDckajYwJGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eAmsterdam\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eOct. 20, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/4398e21f-47a1-49cf-ac9e-a82a4ccc2584/register?_gl=1*pefaca*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTA2NTMkajckbDAkaDExODYxMzk4MDA.\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSan Francisco\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eNov. 4, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/691836f9-1321-4760-9413-c1b490531842/register?_gl=1*18eqatj*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTA2MjEkajM5JGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eLondon\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eFeb. 25, 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSingapore\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eMar. 23, 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eWashington, DC\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eTBC 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e"}],"_metadata":{"uid":"cs0c8bad0a81386ddc"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs3bccd2869482379f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 11pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs511423bd4bf47b3d"}}}],"publish_date":"2026-09-08","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt092b27ada9dd7903","_version":1,"title":"Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-09-08T16:33:49.371Z","updated_at":"2026-09-08T16:33:49.371Z","content_type":"image/png","file_size":"101253","filename":"Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-09-08T16:44:54.304Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt092b27ada9dd7903/6aa038ed37d7f37eb38eb219/Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png"},"title":"See you at Elastic{ON} 2026","title_l10n":"See you at Elastic{ON} 2026","updated_at":"2026-09-08T20:13:16.948Z","updated_by":"bltd9765be97bbed20c","url":"/blog/elasticon-2026","publish_details":{"time":"2026-09-08T20:13:22.796Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt279a4344c2224c85","_version":2,"locale":"en-us","ACL":{},"abstract_l10n":"Your ops team sees a CPU spike. Your security team sees nothing. The cryptominer runs for six hours. Avoid duplication of cost and time and see how a unified observability and security platform with grounded AI closes the gap.","author":[{"uid":"blteab0cd016d1d0dbf","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-09-03T14:03:57.132Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Roberto","image":null,"job_title_l10n":"Senior Solutions Architect","key":"","last_name":"Arico","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Roberto Arico","twitter_id":"","updated_at":"2026-09-03T14:03:57.132Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-09-03T14:04:02.039Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-09-03T14:47:03.039Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs1ccfdbe968eeb777"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt's 3:00 a.m. Your on-call engineer gets paged that the central processing unit (CPU) is at 97% on payment-processor-01. They open their observability platform, look at the metric spike, reboot the host, and close the ticket.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut six hours earlier, an attacker had dropped a cryptominer on that same host and disguised it as a kernel worker thread, quietly draining compute and beaconing out to a Monero mining pool at 15-minute intervals. The ops engineer never saw any of it. The security team never saw the CPU alert. And the ticket that should have said \"confirmed threat — isolate host immediately\" was closed with \"resolved: reboot.\"\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis scenario isn't hypothetical. It plays out across organizations every day, not because people aren't paying attention, but because the data that would have revealed the threat was sitting in a completely different platform that nobody thought to check.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The real cost of running 2 (or more) platforms","_metadata":{"uid":"cs1525d265244921ee"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen organizations run separate tools for observability and security, the split feels logical on paper. Ops teams care about uptime and performance. Security teams care about threats and compliance. Why force them to share a platform?\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAttackers, though, don't stay in their lane.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eModern threats are designed to look like infrastructure noise. A cryptominer masquerades as a kernel process. A data exfiltration job looks like normal egress traffic. A compromised web server generates the same memory pattern as a memory leak. When observability and security data live in separate systems, those threats stay invisible because neither team has the complete picture, and the gap between platforms is exactly where attackers hide.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut the platform separation doesn't just create a visibility problem. It quietly duplicates costs.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe cost is duplicated (and easily missed) because two separate teams are storing and processing the same underlying events twice: once for observability and once for security. Infrastructure logs ingested into a SIEM are often the same logs feeding your APM or metrics platform. Network flow data queried by your SOC analysts is the same flow data your SRE team uses to debug latency. When those platforms are separate, you pay to ingest that data twice and store it twice. And your teams can only ever see half the picture at any given moment.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Same data, both worlds","_metadata":{"uid":"cs3b50af8d9f0124b7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe case for a single platform isn't about forcing ops and security teams to share a UI. It's about giving them access to the same underlying data so that when an alert fires, the full context is already there.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eConsider what changes in the scenario above if observability metrics and security events live in the same Elasticsearch cluster. The process table that shows kworker/u8:2 consuming 97% CPU sits next to the security event that shows that same process was spawned from /tmp/.x11-unix/.kw8 six hours ago, running as www-data, not as root. The DNS query to d0.pool.minexmr.com is in the same cluster as the CPU chart. The 15-minute outbound TCP connections are one query away from the Kibana alert that paged the on-call engineer.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe data was never missing. It was in a different box.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen those boxes become one, an AI agent can reason across both domains in a single conversation, not by querying a separate SIEM and then querying Elastic and trying to cross-reference the results manually, but by using search across both observability and security indices as a unified investigation capability. Ask about the host's CPU history, then ask about its recent process creation events. The agent doesn't switch platforms; it just searches.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is the architecture that turns an observability alert into a security investigation \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eautomatically\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e before anyone has had to open a second tool.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Security value was already there. You just couldn't see it.","_metadata":{"uid":"csc4e1d71fe65ffa13"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOne of the most uncomfortable truths for security teams is how much signal is already flowing through their organization's observability data. Host metrics include running process lists. APM traces capture service-to-service calls that can reveal lateral movement. Infrastructure logs contain DNS queries, network connections, and authentication events that map directly onto MITRE ATT\u0026amp;CK techniques.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe signal is there. What's missing is the index.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOrganizations that ingest observability data into Elastic already have the raw material for security detection. Process telemetry collected by Elastic Agent for infrastructure monitoring is the same telemetry that powers Elastic Security's host-based detection rules. Logs ingested for SRE workflows are the same logs that feed SIEM correlation. The question isn't whether to collect more data; it's whether the data you're already collecting is being used for both purposes.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is where ingesting via search becomes a force multiplier. When data from any source — cloud infrastructure, on-premises hosts, network devices, and third-party SaaS — is brought into Elastic through a unified ingest layer, it becomes queryable by every team the moment it lands. An observability engineer searching for slow queries and a SOC analyst hunting for unusual process behaviour are both running against the same indices. Neither team needs a separate copy of the data. Neither team double pays for the data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAdd an AI agent on top of that unified layer — one that can hold tools over multiple indices and reason across them in a single chain of thought — and the correlation that used to take a human analyst an hour to perform manually happens in seconds \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eautomatically\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e every time an alert fires.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Your procedures, not the internet's","_metadata":{"uid":"cs36a233ae0812f6f4"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA general-purpose language model knows what a cryptominer is. It can describe containment best practices in reasonable terms. What it doesn't know is that your organization's IRP-004 requires dual approval from the SOC lead and payment operations before any payment host is isolated. It doesn't know that your PCI-DSS obligations require the compliance team to be notified within four hours of confirmation, not 24 hours, not \"as soon as possible,\" but \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003efour hours\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e documented in your own policy. It doesn't know that your network quarantine procedure uses \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eVLAN PAYMENT-QUARANTINE\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e or that your forensics team needs a disk snapshot tagged with the incident reference before any remediation begins.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat specificity is the difference between advice you can act on and advice you have to reinterpret before you can act on it. In a regulated industry, reinterpretation introduces risks like the wrong call, the missed notification window, or the undocumented step.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe answer isn't to train a model on your internal documentation (which changes, is version-controlled, and may be restricted). The answer is to put your incident response playbooks into Elasticsearch and give your AI agent a search tool over that index.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is search in its most practical form: not a UI for humans to browse, but a retrieval mechanism for an AI agent to ground its reasoning in your actual procedures at the moment they're needed. When the agent confirms a cryptominer on a PCI-DSS-scoped host, it doesn't reach for general knowledge. It searches the playbooks, retrieves IRP-001 and IRP-004, and derives its recommendations directly from the steps your security and payment teams wrote and approved. \"Isolate the host\" becomes \"apply the PAYMENT-QUARANTINE security group, allow inbound from the forensics VLAN only, get sign-off from SOC lead and payment operations, and notify the compliance team within four hours.\" Every recommendation is traceable to a specific section in a specific document.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis matters beyond compliance. It makes the AI's recommendations auditable. When a regulator asks how a decision was made, the answer isn't \"the model suggested it.\" Instead, it's \"the agent retrieved IRP-004 Section 3.2 and followed it.\" That's a chain of evidence you can defend.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe same principle extends beyond security playbooks. Product runbooks, escalation matrices, vendor SLAs, regulatory obligations, and change procedures shape how your organization responds to events. Ingesting them into Elasticsearch makes that guidance available to the agent as grounded, retrievable context. You're not training the model; you're giving it a library and teaching it to search.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What \"better together\" actually means","_metadata":{"uid":"cs2ad4e069c9d526a0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn the case of observability and security, cross-domain AI investigation is what makes a unified platform meaningfully different from two separate ones.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn AI agent with search tools over both an observability index and a security index can discover that the kernel worker thread consuming 97% CPU is a cryptominer because it can query both the metrics and the security events in the same reasoning chain. That capability isn't achievable by running two separate AI agents on two separate platforms and hoping they communicate. It requires the data to be co-located, queryable together, and under a single context window.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe ops engineer who gets paged at 3:00 a.m. shouldn't have to know which platform to check. The verdict should arrive before they've opened a second tool, and the full audit trail from CPU alert to confirmed threat to case creation should exist in one place and be ready for every compliance requirement the organization needs to satisfy.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDon’t pay twice for data; let your data do double duty.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf your team is running separate platforms for observability and security, the threat that hides in the gap between them isn't a matter of \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eif\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e;\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e \u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eit's a matter of \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ewhen. \u003c/em\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/contact\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003eReach out to learn how Elastic can help you unify both worlds on a single platform\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csf4e339b39b9ac6f0"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs9d69681ba9210c9b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csfa31bf4e31b72b7a"}}}],"publish_date":"2026-09-03","sanity_migration_complete":false,"seo":{"seo_title_l10n":"The security attack hiding in your unified data","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"How teams are leaving value on the table and what it costs when they do","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt6446d17b56e60042","ACL":{},"created_at":"2021-07-12T21:53:04.840Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"endpoint-security","label_l10n":"Endpoint security","tags":[],"title":"Endpoint 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security attack that hid inside your observability data","title_l10n":"The security attack that hid inside your observability data","updated_at":"2026-09-03T14:52:11.605Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/security-attack-hiding-in-observability-data","publish_details":{"time":"2026-09-03T14:52:17.834Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltc97c498fa508f899","_version":5,"locale":"en-us","ACL":{},"abstract_l10n":"AI is supercharging social engineering. Learn how SOC teams can detect deepfakes, spear phishing, and smishing before they cause real damage.","author":[{"uid":"blt1f84830916c3ddfe","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2019-02-19T15:10:54.844Z","created_by":"blt5c97f327f30903e707c39c30","email_id":"","facebook_id":"","first_name":"Joe","image":{"uid":"bltb0419e48e6bf8942","_version":1,"title":"637c5e8ba9a3d02be430a4db9324831c_400x400.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2024-09-22T16:29:48.896Z","updated_at":"2024-09-22T16:29:48.896Z","content_type":"image/jpeg","file_size":"22342","filename":"637c5e8ba9a3d02be430a4db9324831c_400x400.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2024-09-22T16:30:03.958Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltb0419e48e6bf8942/66f045fc3666b06c61babc1a/637c5e8ba9a3d02be430a4db9324831c_400x400.jpg"},"job_title_l10n":"Content Manager, Elastic Security","key":"","last_name":"DeFever","linkedin_id":"https://www.linkedin.com/in/joseph-defever/","paragraph_l10n":"\u003cp\u003eJoe creates written and multimedia content that communicates Elastic Security's value and functionality to security professionals. He has more than seven years of experience marketing in the cybersecurity industry. In his free time, he enjoys snowboarding, rock climbing, and producing music.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Joe DeFever","twitter_id":"","updated_at":"2024-09-22T16:29:57.372Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2024-09-22T16:30:03.663Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-08-31T20:23:09.692Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs0c0ae9af87a6f39b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSocial engineering has always been the softest edge of enterprise defense, and AI is sharpening adversaries’ attacks.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePhishing, business email compromise, and impersonation still dominate the initial-access playbook, but AI has stripped out the cost, time, and skill barriers that once forced attackers to choose between reach and precision. Today, a single operator with a handful of prompts can run spear phishing campaigns at the scale of commodity spam but with an unsettling level of personalization.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The attack types AI is accelerating","_metadata":{"uid":"cs3ee9a571ddaf533d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThree attack techniques stand out for how AI-fueled adversaries have evolved.\u003c/span\u003e\u003c/p\u003e\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eSpear phishing at scale:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Attackers no longer trade sophistication for volume. An AI-equipped operator can pull together an org chart, helpdesk staffing, public code repositories, and employee social footprints and then generate personalized messages to hundreds of targets at once. As much as 86% of the phishing attacks analyzed in 2026 were AI-driven.\u003csup\u003e1\u003c/sup\u003e\u003c/span\u003e\u003cspan style=\"font-size: 0.6em;\"\u003e\u003csup\u003e\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eSmishing:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;SMS phishing catches victims through an unassuming format. Text messages lack the authentication infrastructure email has, so there are fewer built-in signals warning recipients that something's off. Verizon's 2026 Data Breach Investigations Report shows people are up to 40% more likely to fall for social engineering carried out by text or phone than by email.\u003csup\u003e2\u003c/sup\u003e\u003c/span\u003e\u003cspan style=\"font-size: 0.6em;\"\u003e\u003csup\u003e\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eDeepfakes:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Creating a convincing fake once required advanced editing skills. Now, it takes only a few seconds of audio or video. Deepfakes tend to appear at the final step right when a suspicious employee reaches out to verify a payment request and gets a familiar voice on the other end.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe common thread? Identity, not malware, is where most of these attacks actually land. A fake helpdesk request built from real internal knowledge is tough to flag, even for trained experts.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Why legacy detection can't keep up","_metadata":{"uid":"csbbe00aefd751757e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLegacy detection made one big assumption: that adversary output was limited by human effort. Signature-based email filters, rule-based fraud engines, and static awareness training all count on attacker patterns changing slowly enough for defenders to catch up.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAI broke that assumption. When attackers regenerate lures, domains, and payloads at machine speed, matching known artifacts is a losing game. Defenders need detection that reasons over behavior, not one that waits for a pattern it has seen before.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt's a hard pivot for teams built around signatures and playbooks, but this is also where the opportunity lives.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Rebuilding defense to adapt","_metadata":{"uid":"cs334cc7e062fbe6b3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eStopping AI-fueled social engineering isn't a single-product problem. It's an operating-model shift, and a few capabilities make it possible:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eBehavioral analytics grounded in unified telemetry:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e When identity events, endpoint activity, email signals, and cloud sign-ins live in one data model, the platform can spot a legitimate-looking login followed by an unusual OAuth consent grant, which is a known early indicator of compromise.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAgentic investigation and response:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Instead of drowning analysts in hundreds of loosely related alerts, generative AI correlates signals into prioritized attack narratives. With this AI assistance, analysts are able to elevate their role by reading the summarized case, verifying the reasoning, and approving the response.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eTransparent, model-agnostic AI:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e When AI makes judgment calls on identity-based attacks, your team should be able to see the prompts and reasoning behind every decision. If you can't audit it, you can't defend it.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePut these together, and your team stops chasing individual phishing incidents and starts disrupting the campaigns behind them.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Defense against AI threats","_metadata":{"uid":"csde72e2651e0ae9a4"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe economics of social engineering have flipped. Reconnaissance, personalization, and impersonation are now cheap, fast, and available to any adversary. The defenses built for a slower era are in desperate need of an update.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCheck out our guide on\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/article/defending-against-ai-fueled-social-engineering\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003edefending against AI-fueled social engineering\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;for the complete breakdown of detection priorities security teams should act on now and how to defend effectively against AI-powered social engineering attacks.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs96a46bbb4f528e90"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csefa4b09587a93962"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSources:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e1\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eBusinessWire, \"KnowBe4 Research Finds 86% of Phishing Attacks are AI Driven,\" April 2026.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e2\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eVerizon, \"2026 Data Breach Investigations Report,\" 2026.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs3ace09e519500d11"}}}],"publish_date":"2026-09-01","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"bltd8e03b8972ecf817","_content_type_uid":"tags_topic"},{"uid":"blt43ad419de732b584","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blta106b56a59898f4c","_version":1,"title":"levi-loot-1l0dOhOPeyQ-unsplash.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-08-31T20:16:17.051Z","updated_at":"2026-08-31T20:16:17.051Z","content_type":"image/jpeg","file_size":"59174","filename":"levi-loot-1l0dOhOPeyQ-unsplash.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-09-01T15:33:47.856Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta106b56a59898f4c/6a95e111ecbe18e3881e2014/levi-loot-1l0dOhOPeyQ-unsplash.jpg"},"title":"Defending against AI-fueled social engineering","title_l10n":"Defending against AI-fueled social engineering","updated_at":"2026-09-01T15:34:52.705Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/defending-against-ai-fueled-social-engineering","publish_details":{"time":"2026-09-01T15:34:57.985Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt468a97019f3f4cd4","_version":3,"locale":"en-us","ACL":{},"abstract_l10n":"Frontier AI has accelerated cyber threats to machine speed, leaving many ANZ organisations vulnerable. Our latest research reveals how fragmented data and visibility gaps hinder defence and why a unified platform is essential to battle threats.","author":[{"uid":"blt849afd8f13e08832","title":"Jeremy Pell","first_name":"Jeremy","last_name":"Pell","job_title_l10n":"Area Vice President, ANZ","company_l10n":"Elastic","image":{"uid":"blt0ed1f3b5d203d793","_version":1,"title":"headshot-jeremy-pell-300x300.jpg","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2025-03-26T20:03:10.600Z","updated_at":"2025-03-26T20:03:10.600Z","content_type":"image/jpeg","file_size":"16348","filename":"headshot-jeremy-pell-300x300.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-03-29T16:02:48.864Z","user":"blte04802f0330f25f7","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt0ed1f3b5d203d793/67e45d7e07290a9d32ebb53a/headshot-jeremy-pell-300x300.jpg"},"paragraph_l10n":"","key":"","facebook_id":"","twitter_id":"","linkedin_id":"","email_id":"","subtitle_l10n":"","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blte04802f0330f25f7","created_at":"2025-03-26T20:03:12.025Z","updated_at":"2025-04-07T04:15:42.798Z","ACL":{},"_version":3,"publish_details":{"time":"2025-04-07T04:15:57.758Z","user":"blte04802f0330f25f7","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-08-25T18:14:21.246Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"cs9684495bc1922ad3"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eMachine-speed attacks enabled by frontier AI are outpacing current defensive capabilities across Australia and New Zealand.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003ePolicy frameworks in the region are evolving, yet data reveals a persistent gap between regulatory intent and real-world operational security outcomes.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eVisibility gaps and fragmented data environments remain critical challenges that hinder organisations from achieving rapid, automated threat detection.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eData architecture preparation is essential for reliable AI deployment as current infrastructures often lack the complete, searchable context required for effective defence.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs2cd14942dcffcc5c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFrontier AI has handed attackers something they have never had before: the ability to move at machine speed. Attacks that once took days to craft now take minutes. Threats have not just evolved to be automated, adaptive, and operational around the clock. They have also changed category.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe surveyed more than 850 IT and cybersecurity professionals across Australia and New Zealand to understand how organisations are keeping up. What the data reveals is not a capability problem. It is a pace problem. And most organisations are losing the race.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Governments are rewriting the rules, but reality is outpacing policy","_metadata":{"uid":"cs10ec7fba7f03ff41"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBoth Australia and New Zealand have acknowledged the problem at the policy level. In June 2026, the Five Eyes intelligence partnership issued a direct warning: Frontier AI could transform cyber risk within months, not years. Both countries have responded with framework reform.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn Australia, the Australian Signals Directorate (ASD) is consulting on a replacement for the Essential Eight, a framework built for a different era and one that the research confirms has become too rigid for AI-enabled attacks. In New Zealand, \u003c/span\u003e\u003ca href=\"https://www.dpmc.govt.nz/publications/new-zealands-cyber-security-strategy-2026-2030\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003ethe Cyber Security Strategy 2026–2030\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now live, representing the most significant national cyber framework update in years. Both efforts are welcome. The data reveals a significant gap between intent and impact.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn Australia, only 18% say the previous Essential Eight primarily supported real protection over compliance, and 82% want its replacement to be clearer, simpler, and more prescriptive to drive real outcomes. In New Zealand, 83% see the new strategy as delivering genuine security value, but 15% already say compliance burdens outweigh protection.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Machine-speed attacks with human-speed defences","_metadata":{"uid":"cs8d1d00cd71d532bb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAwareness of the risk is not the problem: 90% of Australian respondents and 87% in New Zealand say their organisation understands how frontier AI could be weaponised against them. The issue is that awareness isn’t driving action.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOnly 14% of organisations in both countries say they could respond to an AI-automated attack at machine speed. The majority are still relying on mixed or manual processes to respond to attacks. Alert triage remains a human activity. Attackers have already automated theirs.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDetection speed outside business hours is another critical gap. Only 9% of Australian organisations would detect a compromise within five minutes after hours. More than a third in each country expect detection to take at least an hour. These are the windows attackers are built to exploit.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The gaps in visibility are significant","_metadata":{"uid":"cs1cdc5014e19f9062"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMonitoring blind spots is not a hidden problem: 60% of organisations in Australia have knowingly identified at least one unmonitored area in their environment, including 33% with several gaps. In New Zealand, that figure rises to 67% with 26% reporting multiple gaps.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe causes are consistent across both countries: legacy systems that are difficult to monitor, skills shortages, and security data fragmented across cloud, on-premises, and SaaS environments. The environment has expanded faster than the visibility tools built to cover it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUnmonitored gaps are not just a visibility problem. They are an AI readiness problem. An AI agent can only act on the context it can reach. If that context is incomplete, the agent is blind in exactly the places attackers are trained to exploit.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003c/span\u003e\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eOperational readiness\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAustralia\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eNew Zealand\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eHuman intervention required for 40%+ of alert decisions\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e84%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e87%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eWould detect a compromise within five minutes outside business hours\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e9%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e15%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eExpect detection to take at least an hour outside business hours\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e41%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e35%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eHave knowingly identified at least one unmonitored area\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e60%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e67%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eHave multiple monitoring blind spots\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e33%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e26%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e"},{"title_l10n":"AI tools are being deployed, but data foundations are not ready","_metadata":{"uid":"csc85b393efd42ed68"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOrganisations across both countries are moving fast on AI adoption. New Zealand leads with 62% already using AI for cybersecurity compared with 52% in Australia. However, both countries are in the same position on readiness.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOnly around one in five respondents in each country say their security data is actually ready for an AI agent to use reliably. An AI agent needs complete, searchable, real-time context to function. Scattered data across disconnected systems does not provide that. Deploying AI on a fragmented foundation does not close the readiness gap. It hides it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003c/span\u003e\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAI deployment and data readiness\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAustralia\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eNew Zealand\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eAlready using AI for cybersecurity\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e52%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e62%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eUsing or planning to deploy AI within 12 months\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e77%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e81%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSecurity data ready for an AI agent to use reliably\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e20%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e19%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eUpdated incident response playbook in past 12 months\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e78%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e77%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eRemain unconfident in defences despite updated playbook\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e54%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e49%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e"},{"title_l10n":"The pressure is mounting on leaders","_metadata":{"uid":"cs8ebee1c7c3e262c7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCyber accountability is no longer abstract. Under Australian law, directors can face personal fines and removal following a breach. In Australia, 57% believe their CEO would resign or be removed within 12 months of a major incident. In New Zealand, 50% say the same.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut accountability has not yet translated into operational change at the pace the threat demands. In Australia, 28% say their organisation's response has been mostly paperwork. In New Zealand, 52% say stronger enforcement has not meaningfully changed their leadership team's behaviour.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe pressure is not only falling on leaders. For example, in New Zealand, 56% of security professionals say the growing role of AI in cyber threats has increased their work-related stress over the past 12 months. People on the front line are feeling it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How to navigate this moment","_metadata":{"uid":"cs0d05f54f131c0ac9"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe answer for everyone needs to be about examining the foundations.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor both Australia and New Zealand, the next step for frameworks and organisations is the same. Guidance needs to drive tool consolidation, not tool sprawl. Rather than layering more point solutions on disconnected environments, the path forward is unified platforms that pull data from across on-premises, cloud, third-party, IoT, and operational technology systems in one place. Fragmented tools produce fragmented visibility. Fragmented visibility produces a lack of machine-speed readiness.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eData architecture has to come before AI deployment. You cannot run AI-driven security on scattered, inaccessible data. The path to machine-speed defence runs through the data foundation first. And that foundation should be open and model-agnostic. Organisations should not be locked to a single AI provider for critical security operations as frontier AI continues to evolve.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen the foundation is in place, genuine agentic security becomes possible. AI handles automated threat workflows at machine speed. Security teams gain unified visibility with no blind spots. Humans move to the top of the loop: making decisions, not manually reconstructing context across disconnected systems. That is what good looks like. The question is whether the architecture choices being made now will get organisations there before the threat widens the gap further.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs7d8758a69af877bf"}}},{"callout":{"title_l10n":"About the research","_metadata":{"uid":"cs1841cd235beccf34"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic's 2026 cybersecurity research was conducted by Pureprofile in August 2026. It surveyed over 850 IT and cybersecurity professionals across Australia and New Zealand with primary, shared, or advisory responsibility for their organisation's information or cybersecurity decisions. Australian findings are drawn from 602 respondents; New Zealand findings are from 249 respondents.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs24a6b8a088b4a810"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs3cd9b9a34bad719c"}}}],"publish_date":"2026-08-26","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Machine vs. machine: Navigating AI cyber threats in ANZ","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"},{"uid":"bltd11e6308b4dbe770","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"blte007e1c9cef6ad6b","title":"Endpoint security","label_l10n":"Endpoint security","keyword":"endpoint-security","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:48.898Z","updated_at":"2020-07-06T22:20:15.552Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.524Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt6f00e40aaa5c6f0e","title":"SIEM","label_l10n":"SIEM","keyword":"siem","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:57.128Z","updated_at":"2020-07-06T22:20:05.385Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.501Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"bltc6ff3701d8f9c3ac","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-08-25T18:14:18.385Z","created_by":"bltb6c155cd84fc0c1a","file_size":"54968","filename":"philipp-katzenberger-iIJrUoeRoCQ-unsplash.jpg","parent_uid":null,"tags":[],"title":"philipp-katzenberger-iIJrUoeRoCQ-unsplash.jpg","updated_at":"2026-08-25T18:14:18.385Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-25T23:00:00.511Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltc6ff3701d8f9c3ac/6a8ddb7abed19d80e9afb6e0/philipp-katzenberger-iIJrUoeRoCQ-unsplash.jpg"},"title":"Machine vs. machine: The new reality of cybersecurity in ANZ","title_l10n":"Machine vs. machine: The new reality of cybersecurity in ANZ","updated_at":"2026-08-25T18:50:03.186Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/cybersecurity-in-australia-new-zealand","publish_details":{"time":"2026-08-25T23:00:00.471Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltacf81020c698dd9b","locale":"en-us","_version":4,"ACL":{},"abstract_l10n":"Join us at Elastic{ON} Mumbai to explore search, full-stack observability, and security, and how Elastic acts as the context engine that grounds agentic AI in your enterprise data, transforming regulatory mandates and data into an AI advantage.","author":[{"uid":"blt9c58c47fd772bd4e","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-08-25T19:04:53.764Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Atul","image":null,"job_title_l10n":"Area Vice President and General Manager, India","key":"","last_name":"Ahuja","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Atul Ahuja","twitter_id":"","updated_at":"2026-08-25T19:05:01.085Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-25T19:05:06.069Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-08-26T02:46:04.632Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs528fc0c8b00cb153"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIndia’s digital ecosystem is undergoing a monumental shift, and it is happening in more places at once than ever before. That’s why we are bringing \u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic{ON} to Mumbai\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e for the very first time on 30 September 2026.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs the financial capital of India, Mumbai is where technology meets scale, governance, and business impact. From public sector organisations and massive diversified conglomerates to premier financial institutions, digital leaders across the country are navigating a rapidly evolving operational landscape.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhether you are managing complex hybrid infrastructures or driving customer-facing digital innovations, one message is becoming undeniably clear: In order to build resilient, reliable, and secure systems, you need full-stack observability, modern security, and the ability to retrieve the right context from your own data the moment someone or \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003esomething\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e asks for it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat last requirement is the one that has changed most. Search used to be how people found information; it is now how AI agents ground their reasoning before they act, which means observability, security, and AI all rest on the same foundation. There are three things converging on Indian enterprises at once, so let me take each in turn.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The new mandate: Why full-stack observability matters now ","_metadata":{"uid":"csc4d7d310ab26b7a0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLast month, the Reserve Bank of India replaced its supervisory rulebook, retiring hundreds of circulars in favour of consolidated \u003c/span\u003e\u003ca href=\"https://www.rbi.org.in/Scripts/BS_ViewMasterDirections.aspx?did=402\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMaster Directions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e on cybersecurity, technology risk, resilience, and assurance. This is not a financial services story. SEBI and IRDAI have moved the same way, and regulators well beyond India are converging on the same expectations. That is, the board owns technology and cyber risk, business continuity and disaster recovery have to be formally tested rather than asserted, and evidence has to be produced on demand. The message is clear: Siloed visibility is no longer enough. Institutions need a unified, end-to-end view across every layer of technology in real time.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLast year, the Reserve Bank of India consolidated its supervisory rulebook into the RBI Information Technology Governance, Risk, Controls and Assurance Practices \u003c/span\u003e\u003ca href=\"https://www.rbi.org.in/Scripts/BS_ViewMasterDirections.aspx?did=402\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMaster Directions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (effective April 2024) — a signal that enterprise regulation is shifting across sectors. SEBI, IRDAI, and regulators globally are raising the same aforementioned expectations. Again, siloed visibility is no longer enough, and organisations that treat this as someone else's problem today will find themselves behind the curve sooner than they expect.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost organisations aren't starting from zero. They have logs here, APM there, and metrics somewhere else. The challenge is bringing them all together, and that's exactly where Elastic can help. Getting that foundation right is also the precondition for agentic AIOps. An agent can only triage an incident if it can retrieve the right logs, traces, and metrics with the right context in seconds.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFull-stack observability will be a key part of the conversation at Elastic{ON} Mumbai with practical advice and support on how to make it achievable.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Strengthening security and digital resilience","_metadata":{"uid":"csa32faa74e17d489b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCybersecurity remains a top priority across every boardroom in India. And the regulatory picture is tightening in step. SEBI's mandate for formal SOC audits is one example of a broader sweep of reforms across financial services, insurance, and beyond, pushing organisations to move from asserting security to proving it. India has also introduced a mandatory six-hour incident reporting window, turning detect-and-respond from an aspiration into a hard deadline.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs enterprise attack surfaces expand with rapid cloud adoption, security teams face the challenge of analysing massive volumes of data without introducing operational silos or skyrocketing costs.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMeeting a clock like that is a data problem before it is a security problem. Security and observability share a foundational requirement: clean, structured data at scale. By unifying SIEM, endpoint security, and cloud security, organisations can eliminate data silos between SOC analysts and DevOps engineers.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic{ON} Mumbai, we will showcase how search-powered AI accelerates threat detection, automates incident response, and helps security teams protect critical operations. We will also look at what agentic AI \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eactually\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e changes in the SOC, including analysts investigating in natural language instead of query syntax and agents that are only as trustworthy as the context they can retrieve and cite.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Search and agentic AI: Moving from AI hype to practical enterprise context","_metadata":{"uid":"cs52027716b63d5d5a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBeyond security and observability, the conversation dominating C-suites across India today is agentic AI. India's scale and diversity place unique demands on AI systems with hundreds of millions of digitally connected citizens, dozens of languages, and urban and regional markets with very different needs. And with the Digital Personal Data Protection Act now moving into phased compliance, every enterprise handling personal data faces real constraints around consent, breach notification, and data transfers. For agentic AI to be viable at scale in India, it has to be built on a foundation that is not just capable, but provably safe and auditable.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis shifts the conversation from what AI can do to whether your data infrastructure can support it responsibly. That's where proprietary data integration and context become the real differentiator between an experimental AI project and something production-ready.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic{ON} Mumbai, we will demonstrate how the Elasticsearch Platform serves as the context engine for agentic AI. We bring together semantic search, context engineering, and modern search so that organisations can implement AI that is safe, accurate, and scalable across search, security, and observability.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What to expect at Elastic{ON} Mumbai","_metadata":{"uid":"cs9c482b219efce123"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eHeld at the JW Marriott Mumbai Sahar on 30 September 2026, Elastic{ON} Mumbai brings together tech leaders, developers, SREs, DevSecOps professionals, and CXOs for a full day of innovation, technical deep dives, and real-world collaboration.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eHere is how you can make the most of the agenda:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eKeynotes and product updates:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Hear directly from Elastic executive leadership and global product experts as they showcase features, roadmap innovations, and strategies for leveraging agentic AI across enterprise workflows.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eFull-stack observability deep dives:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Learn how to modernise data platforms, unify telemetry, and meet complex regulatory and data sovereignty standards while maintaining peak performance. We will also walk through what your deployment options actually look like under data localisation rules: Elastic Cloud in the Mumbai region, self-managed, or fully air-gapped.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eSecurity breakouts:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Meet the SOC that never sleeps. Agentic triage, Attack Discovery, and autonomous forensic investigation close the gap between alert and action. We'll get into what Alert Zero actually looks like when you're working against reporting windows like CERT-In's six-hour deadline — the kind of clocks regulators are increasingly setting across industries.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eSearch and AI breakouts:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Learn about using Elasticsearch as the context infrastructure for AI to combine hybrid retrieval, a vector database you can deploy in minutes and scale to billions, Jina models, and more accurate agent results at lower cost.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eHands-on workshops and\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003e\u003cstrong\u003eCapture the Flag\u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003e:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Join three 90-minute labs run alongside the main stage:\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eSmarter Agents\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eSharper Search\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eObservability in the Age of AI\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e, and an Agentic SOC workshop. We close with a\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eCapture the Flag\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;competition.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eCustomer and partner insights:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Hear practical advice and real-world lessons from leading Indian enterprises, hyperscalers, and global system integrators.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Innovating for local impact: NASSCOM hackathon","_metadata":{"uid":"cse8499779219d77b3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eIndia’s strength lies in its immense talent pool and its unique capability to build solutions for real-world complexity.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eA key highlight leading up to our main event is the \u003c/span\u003e\u003ca href=\"https://elastic.hackculture.io/\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eForge the Future Hackathon\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003e,\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e organised in close collaboration with Nasscom, Sarvam, and Hack Culture. Through this hackathon partnership, we are bringing together top developers, engineers, and innovators to solve critical challenges across AI, digital access, and technological innovation.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eWe encourage our local developer and tech community to step forward, build on Elastic, and tackle real-world challenges ahead of the conference. Learn more and register your team \u003c/span\u003e\u003ca href=\"https://elastic.hackculture.io/\"\u003e\u003cspan style='font-size: 12pt;'\u003ehere\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e. The winners will be announced on the main stage in Mumbai.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Final thoughts","_metadata":{"uid":"csb13c6315d000c362"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI've been in technology leadership in India for a long time. I've seen cycles of hype come and go. I've also seen the moments when real transformation actually happens.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhat's different now is the convergence. The RBI mandate creates urgency for observability. The threat landscape creates urgency for security. And agentic AI creates an opportunity but only for organisations that have their data infrastructure in order. All three rest on the same foundation: the ability to search your own data and hand the right context to whoever or\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003ewhatever\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is asking. Those three things are arriving at the same time, and the organisations that navigate them well in the next 18 months will be in a fundamentally different position from those that don't.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThat's what we'll be talking about in Mumbai, not theory but practical paths forward.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI look forward to seeing you there.\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRegister now for\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic{ON} Mumbai\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs589145ca9a0536bd"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs974c148356ebc10e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs29b2eb062e8d14a7"}}}],"publish_date":"2026-08-26","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic{ON} Mumbai: Scaling innovation with search, agentic AI, and full-stack observability","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Join us on 30 September as we explore search, full-stack observability, and security, and how Elastic acts as the context engine that grounds agentic AI in your enterprise data, transforming regulatory mandates and data into an AI advantage.","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blteb5734b59f6dab13","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-25T19:08:38.908Z","created_by":"bltb6c155cd84fc0c1a","file_size":"43270","filename":"web-elasticon-event-thumbnail.png","parent_uid":null,"tags":[],"title":"web-elasticon-event-thumbnail.png","updated_at":"2026-08-25T19:08:38.908Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-26T04:30:00.384Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blteb5734b59f6dab13/6a8de836b74e9d0b7244a84e/web-elasticon-event-thumbnail.png"},"title":"Forging India's Digital Future: Elastic{ON} Comes to Mumbai","title_l10n":"Forging India's Digital Future: Elastic{ON} Comes to Mumbai","updated_at":"2026-08-27T01:41:02.098Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elasticon-mumbai-2026","publish_details":{"time":"2026-08-27T01:41:17.440Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt3b7a17d9ed11afb1","_version":3,"locale":"en-us","ACL":{},"abstract_l10n":"AI-accelerated attacks are outpacing SLED security teams. Learn how state, local, and education organizations are closing the gap by fixing their data foundation first.","author":[{"_version":1,"locale":"en-us","uid":"blt08b4b5ab12c65210","ACL":{},"company_l10n":"","created_at":"2021-12-30T19:31:41.067Z","created_by":"blt4349d9729d06d101","email_id":"","facebook_id":"","first_name":"Bobby","image":null,"job_title_l10n":"","key":"","last_name":"Suber","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Bobby Suber","updated_at":"2021-12-30T19:31:41.067Z","updated_by":"blt4349d9729d06d101","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2021-12-30T19:31:44.267Z","user":"blt4349d9729d06d101"}}],"category":[],"created_at":"2026-08-21T15:58:46.176Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csa0ba0fb38557a158"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAdversaries are using AI to launch cyber attacks in record time, forcing security teams to measure responses in minutes instead of months. Phishing campaigns built with large language models (LLMs) achieve click-through rates 4.5 times higher than traditional methods,\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e1\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e and the average time between initial compromise and lateral movement has fallen to just 29 minutes.\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e2\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e This is a 65% increase from the prior year.\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e2\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/industries/public-sector/state-and-local\"\u003e\u003cspan style='font-size: 12pt;'\u003eState and local governments\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/industries/public-sector/education\"\u003e\u003cspan style='font-size: 12pt;'\u003ehigher education institutions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e are at an inflection point. Most security stacks weren't built for this level of speed, and security teams are stretched thin by staffing challenges and budget constraints that don't move nearly as fast as the threat.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eState CISOs see that gap widening: 55% consider AI-enabled attacks a major threat in the coming year, but only 2% are confident their state's information assets are protected from them. At the same time, budgets aren’t increasing to address this gap. Just 22% of CISOs reported cybersecurity budget increases of 6% or more, while 16% saw budget reductions.\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e3\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo respond at the speed of AI-enabled attacks, teams need AI working on their side. That's why a growing number of SLED organizations are considering an \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/agentic-socs-public-sector-cybersecurity\"\u003e\u003cspan style='font-size: 12pt;'\u003eagentic SOC\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Fragmented security data slows response","_metadata":{"uid":"csc097293e5c842852"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSLED organizations were never built as unified entities. Agencies, departments, and campuses buy tools independently, often over decades with each solving a specific problem in isolation. The result is a complex security landscape with multiple platforms, legacy systems, and varying levels of technology maturity, limiting interoperability across the technology stack and collaboration across teams. That fragmentation used to be an inconvenience, but now it's a structural risk.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEvery week, 66% of SOCs lose an entire day manually aggregating data across disconnected tools.\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e4\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e When adversaries can move laterally in under 30 minutes,\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e2\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e hours spent reconciling consoles are hours of exposure. A single event rarely tells the whole story. Attackers often perform many small actions that look harmless individually but become suspicious when connected.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How an agentic SOC accelerates investigations","_metadata":{"uid":"csd36b5bf724efd0da"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn agentic SOC uses AI agents to perform multistep security tasks: correlating alerts, gathering context, investigating entities, and preparing response plans. Unlike traditional automation, which follows a fixed set of rules, agents can reason across changing information and adapt as an investigation develops.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat autonomy doesn't mean removing analysts from the process. An agentic SOC keeps humans in control of consequential decisions while cutting the manual work required to reach them, which is essential for any organization that answers to a board of regents, a city council, or a legislative committee. Adoption is already moving past experimentation. In 2026, eight states reported having agentic AI tools in production.\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e5\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic's agentic SOC\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is built on the human-in-the-lead model. Agents correlate alerts, investigate entities, and stage response plans across the threat lifecycle. Before taking an action, isolating a host, or disabling an account, an agent presents the plan and waits for analyst approval. Every decision is documented, so reviewers can trace the reasoning. Instead of starting the day with a wall of raw alerts, analysts review a focused list of threats already investigated and enriched with context, letting a small team operate with the capacity of a much larger one.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Agentic AI extends state and local security teams","_metadata":{"uid":"cs53cfe7323c2780dd"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eState and local security leaders are solving different versions of the same problem. A state CIO or CISO may be focused on \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whole-of-state-cyber-defense\"\u003e\u003cspan style='font-size: 12pt;'\u003ewhole-of-state cyber defense\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, shared services, and coverage across dozens of agencies. Local governments often rely on small IT teams wearing multiple hats while facing constant pressure to keep essential services running.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe readiness gap between those environments remains significant. In the survey of state CISOs, none were very confident in local governments’ cybersecurity practices, and 43% were not very confident. Although 88% of state CISOs oversee an enterprise-wide SOC, only 12% participate in a regional SOC that pools cybersecurity resources across agencies and local organizations.\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e3\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAgentic AI cannot replace those missing resources, but it can help extend the capacity and expertise already available by accelerating correlation, triage, investigation, and response.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Different scales, the same data challenge","_metadata":{"uid":"cs520f10587f3b1338"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCalifornia's Employment Development Department manages more than 850 billion records across nearly 3,000 servers and a 60-person security team and cut mean time to response by 99% using Elastic's Attack Discovery.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/caedd\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead the full story →\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eArizona's Department of Homeland Security represents the other end of the spectrum: a lean team managing 12 terabytes of daily logs and using prebuilt alerts to move from reactive to proactive without adding staff.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/arizona-department-of-homeland-security-elastic-ai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead the full story →\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhether it’s 60 analysts or 3, the underlying problem is identical. AI didn't replace either team's analysts. It gave them their time back by automating repetitive work, providing context and accelerating investigations.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs3f1bd7797c605a8e"}}},{"banner":{"reference":[{"uid":"blt49767678145189f9","_content_type_uid":"banner"}],"_metadata":{"uid":"cse77d3c970c671051"}}},{"title_text":{"title_text":[{"title_l10n":"Higher education faces its own form of fragmentation","_metadata":{"uid":"csb162ca028cea1cc3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAcademic freedom creates a different kind of decentralization than government. Departments, research groups, and campuses often procure their own systems, and central security teams must protect environments spanning thousands of users, personal devices, and sensitive research data. AI adoption adds another layer of risk: EDUCAUSE found 94% of higher ed survey respondents had used AI tools for work, but only 54% were aware of institutional policies governing that use.\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003csup\u003e6\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Small teams can secure university-scale environments","_metadata":{"uid":"cs60fd6c7c4101ef0c"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eVrije Universiteit Brussel runs its entire security operation with three engineers covering 64 billion events across more than 300 endpoints and identifies a rogue DHCP server disrupting the network in minutes rather than days. \"Elastic enables a very small team to operate security monitoring at university scale,\" says Network Security ICT Consultant Xavier Tomaszynski.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/vub\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead the full story →\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe Texas A\u0026amp;M University System operates entirely at a different scale, spanning 11 universities, eight state agencies, and more than 153,000 students. Even at that scale, threat investigations that once took months can now be done in just two hours.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/tamus\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead the full story →\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e"},{"title_l10n":"Students can help expand SOC capacity","_metadata":{"uid":"csc29108ba3bf589c8"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA growing number of institutions are also bringing students into security operations as part of academic programs. But turning students into effective SOC contributors has traditionally required months of experience and training. Agentic AI changes the equation. By delivering cases with context, analysis, and prioritization already completed, newer analysts can focus on reviewing, decision-making, learning, and response instead of spending their time assembling the puzzle.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Stronger cybersecurity starts with the data foundation","_metadata":{"uid":"cs8c702bd598adef02"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAcross government and education, the smartest approach to AI cybersecurity is the same: Add context by connecting security data without moving it away from the people who own it, then let AI reduce the manual burden on top of that foundation.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic's \u003c/span\u003e\u003ca href=\"https://www.elastic.co/industries/public-sector/data-mesh\"\u003e\u003cspan style='font-size: 12pt;'\u003edata mesh architecture\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e provides holistic visibility across cloud, hybrid, and on-premises environments without centralizing sensitive data. This is a prerequisite, not a technical detail, for agencies bound by data residency requirements or operating in highly restrictive environments.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTransparency matters as agencies delegate security decisions to AI agents. Joint guidance on AI from the Five Eyes alliance, comprising the US, UK, Canada, Australia, and New Zealand, stresses the need for operational visibility. Humans must understand what agents do, why they do it, and the intent behind each action.⁷ That standard applies as much to a city council or a board of regents as to a national government agency. Transparency and accountability are foundational for building trust with an agentic AI model.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEqually important are open standards and interoperable architectures that prevent vendor lock-in and enable flexibility across complex environments. Built on open source and open standards, Elastic provides interoperability and integrates with existing tools rather than requiring organizations to rip and replace what they've already invested in.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA 60-person state agency, a lean state security team, a 3-person university SOC, and an 11-university system all operate at wildly different scales, but each made the same call. Treat the data foundation as the fix, not another point tool bolted onto an already-fragmented stack. The 29-minute breakout window isn't getting longer. The organizations responding in minutes are the ones that solved the data problem first.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLearn how to build a stronger data foundation for AI-driven security in the\u003c/span\u003e\u003ca href=\"https://www.elastic.co/industries/public-sector/cybersecurity-guide-public-sector\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;public sector cybersecurity guide\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csad8951d283364c95"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs99aa9b82d73fecb7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eFootnotes:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMicrosoft, \"\u003c/span\u003e\u003ca href=\"https://cdn-dynmedia-1.microsoft.com/is/content/microsoftcorp/microsoft/msc/documents/presentations/CSR/Microsoft-Digital-Defense-Report-2025.pdf\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e2025 Digital Defense Report\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e,\" October 2025.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCrowdStrike, \"\u003c/span\u003e\u003ca href=\"https://www.crowdstrike.com/explore/2026-global-threat-report\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e2026 Global Threat Report,\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\" February 2026.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNASCIO and Deloitte, \"\u003c/span\u003e\u003ca href=\"https://www.nascio.org/wp-content/uploads/2026/04/2026-NASCIO-Deloitte-Cybersecurity-Study.pdf\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e2026 Cybersecurity Study\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e,\" April 2026.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMicrosoft, \"\u003c/span\u003e\u003ca href=\"https://marketingassets.microsoft.com/gdc/gdcZhJITG/original\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eState of the SOC: Unify Now or Pay Later\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e,\" February 2026.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNASCIO, \"\u003c/span\u003e\u003ca href=\"https://www.nascio.org/wp-content/uploads/2026/03/NASCIO_Agentic-AI-Report_2026_.a11y.pdf\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eThe Rise of Agentic AI in State Government\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e,\" March 2026.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEDUCAUSE, \"\u003c/span\u003e\u003ca href=\"https://www.educause.edu/research/2026/the-impact-of-ai-on-work-in-higher-education\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eThe Impact of AI on Work in Higher Education\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e,\" January 2026.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eGovInfoSecurity, \"\u003c/span\u003e\u003ca href=\"https://www.govinfosecurity.com/five-eyes-sound-alarm-on-autonomous-ai-security-risks-a-31590\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eFive Eyes Sound Alarm on Autonomous AI Security Risks\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e,\" May 2026.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs522a3ebfee7e8b5f"}}}],"publish_date":"2026-08-21","sanity_migration_complete":false,"seo":{"seo_title_l10n":"How SLED teams win with agentic AI cybersecurity","seo_description_l10n":"AI-accelerated attacks are outpacing SLED security teams. Learn how state, local, and education organizations are closing the gap by fixing their data foundation first.","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":["blt3185b1f0e9eed8d1","blt250fefd1c4d36a4c","blt62646ad19dd7b0b8"],"tags_partner":[],"tags_topic":[{"uid":"blt0f6558083dabc461","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt5453d997083d621c","_version":1,"title":"jahanzeb-ahsan-NHxa-piVOlc-unsplash.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-08-21T15:58:43.504Z","updated_at":"2026-08-21T15:58:43.504Z","content_type":"image/jpeg","file_size":"58828","filename":"jahanzeb-ahsan-NHxa-piVOlc-unsplash.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-21T16:03:52.121Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt5453d997083d621c/6a8875b38bbe5803c590f242/jahanzeb-ahsan-NHxa-piVOlc-unsplash.jpg"},"title":"How SLED can win the cybersecurity race with agentic AI","title_l10n":"How SLED can win the cybersecurity race with agentic AI","updated_at":"2026-08-21T16:03:46.097Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/sled-agentic-ai-cybersecurity","publish_details":{"time":"2026-08-21T16:03:51.863Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt6734d67867f7d726","_version":2,"locale":"en-us","ACL":{},"abstract_l10n":"Learn why trusted context — not just powerful AI models — is the foundation for scaling agentic AI in financial services. Discover how unified data, observability, enterprise search, and governance enable trusted autonomous operations.","author":[{"uid":"bltce462b8f0bc7868a","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2025-01-06T21:29:36.495Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Karen","image":null,"job_title_l10n":"Senior product marketing manager, Financial Services","key":"","last_name":"Mcdermott","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Karen Mcdermott","twitter_id":"","updated_at":"2025-01-06T21:29:36.495Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-01-06T21:29:41.031Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-08-06T18:00:39.402Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csa3a35c9266fb546d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eArtificial intelligence in financial services is entering a new era.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHistorically, financial services companies have focused on deploying generative AI to improve productivity, enhance customer experiences, accelerate software development, and streamline operations. Now, the conversation is shifting toward \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eagentic AI \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e— intelligent systems capable of reasoning, orchestrating workflows, and taking action across the enterprise.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMcKinsey's \u003c/span\u003e\u003ca href=\"https://www.mckinsey.com/capabilities/tech-and-ai/our-insights/tech-forward/state-of-ai-trust-in-2026-shifting-to-the-agentic-era\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eState of AI trust in 2026: Shifting to the agentic era\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e report suggests organizations are moving quickly toward enterprise-scale AI deployment. Yet, only about \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e30% of organizations have reached higher levels of maturity across AI strategy, governance, and agentic AI controls\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e. As AI becomes more autonomous, the challenge is no longer simply deploying AI; it's deploying AI that can be trusted.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor financial institutions, trust isn't a nice-to-have. It's the foundation for scaling AI responsibly.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Agentic AI changes the risk equation","_metadata":{"uid":"cs8b37bdd6267d2b92"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTraditional generative AI answered questions. But agentic AI takes action.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn AI assistant might summarize suspicious transactions or explain a compliance report. But an AI agent can investigate fraud alerts, retrieve customer information, correlate evidence across multiple systems, recommend next steps, and initiate workflows.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe potential business value is enormous, but so are the consequences if an AI system acts on incomplete, inaccurate, or poorly governed information.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEvery autonomous decision depends on more than a powerful foundation model. It depends on whether the AI has access to the right context like current, trusted information that reflects what's happening across the organization.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWithout that foundation, organizations risk automating mistakes instead of accelerating better decisions.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Trust begins with context","_metadata":{"uid":"csf6eb7bf9b6d49d4b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFinancial services has always operated in a trust-first environment.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhether complying with DORA, the EU AI Act, the NYDFS Cybersecurity Regulation, or internal model risk management standards, institutions must demonstrate where data originated, how decisions were made, and whether outcomes can be reconstructed for regulators and auditors.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMcKinsey's research reflects this maturity, identifying financial services among the industries leading in responsible AI because of its strong governance and risk management foundations.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat leadership creates an opportunity.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOrganizations investing in responsible AI are also more likely to report higher AI maturity and stronger business outcomes. Governance doesn't slow innovation; it enables it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor agentic AI, governance starts with context.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eContext is the information an AI agent uses to understand a situation before taking action. In financial services, that means connecting operational telemetry, customer information, transaction history, application data, security events, regulatory policies, and institutional knowledge into a unified view.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWithout rich context, even the most advanced models can produce incomplete recommendations. With trusted context, AI agents can reason more accurately, explain their conclusions, and act with greater confidence.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Better context starts with better data","_metadata":{"uid":"cs28dd518a079561ba"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTrusted AI begins with trusted data. For financial institutions, that means breaking down silos, improving data quality, and ensuring AI systems have access to complete, timely, and relevant information. Without that foundation, even the most sophisticated AI models can produce incomplete, inaccurate, or unexplainable outcomes.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is especially important as organizations move toward Agentic AI, where autonomous systems increasingly reason, make decisions, and initiate actions with limited human intervention. The quality of those decisions depends on the quality of the context they receive.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDuring a \u003c/span\u003e\u003ca href=\"https://www.youtube.com/watch?v=z1aLMtYyDq8\u0026t=6s\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ediscussion at RSAC 2026\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, Elastic General Manager of Security Mike Nichols joined Sal Picheria, corporate vice president of security engineering at New York Life Insurance, and theCUBE's Dave Vellante to discuss how organizations are preparing their security operations for the era of AI-powered threats. Rather than viewing AI as the starting point, Picheria described New York Life's multiyear effort to build a data-first foundation, curating operational data, avoiding the creation of a \"data swamp,\" and prioritizing real-time visibility before expanding AI-assisted security operations.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe lesson extends well beyond cybersecurity. Whether deploying AI to detect fraud, automate compliance, improve customer service, or accelerate software delivery, financial institutions must first ensure their data is accurate, observable, searchable, and secure. As Nichols concluded, \"The first step of being AI ready is getting visibility and control over the data that you have.\"\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTrusted context is what transforms AI from an experimental capability into a dependable enterprise asset.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Observability becomes the control plane for AI","_metadata":{"uid":"cs0485e1fc840041f1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs AI agents become more autonomous, organizations need visibility into more than applications and infrastructure.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThey need visibility into AI itself.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLeaders increasingly need to answer questions, such as:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhich systems did the AI agent access?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhat information influenced its recommendation?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhy did it choose one action over another?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCan every step of its reasoning be reconstructed?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnswering these questions requires a unified view across\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e metrics, traces, and logs\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eMetrics\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e reveal performance trends. \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eTraces\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e show how requests move across distributed applications. \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLogs\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e provide the detailed operational events behind every transaction. Together, these telemetry signals create the operational context needed to understand not only what happened, but why it happened.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eObservability is no longer just about monitoring infrastructure. It becomes the control plane for governing AI.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Security must evolve alongside agentic AI","_metadata":{"uid":"cs761925b3086bec97"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMcKinsey found that nearly two-thirds of organizations identify security and risk concerns as the biggest obstacle to scaling agentic AI. At the same time, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e74%\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e of respondents identified AI inaccuracies, and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e72%\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e cited cybersecurity as highly relevant risks.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor financial institutions, these concerns are well founded.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEvery AI agent introduces new interactions with enterprise systems, APIs, sensitive customer information, and third-party services. Every autonomous action must be monitored, validated, and governed.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eagentic security operations platform\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e helps address this challenge by enabling AI to investigate alerts, correlate activity across logs, metrics, traces, threat intelligence, and historical investigations, and present analysts with a comprehensive view of an incident.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eImportantly, humans remain in control.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAI accelerates investigation and reduces repetitive work while preserving the governance and oversight required in highly regulated environments.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMorgan Stanley's perspective reflects this evolution. At a recent client event in NYC hosted by Elastic, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/article/financial-services-fortune-500-case-studies\"\u003e\u003cspan style='font-size: 12pt;'\u003eRachel Wilson, chief data officer and managing director at Morgan Stanley\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, described cybersecurity as fundamentally a data problem, emphasizing the importance of bringing together fraud, cybersecurity, privacy, and information management data. That unified view becomes increasingly important as organizations adopt autonomous AI.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enterprise search delivers trusted context","_metadata":{"uid":"cs3cdfcb836e2a10fc"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLarge language models provide reasoning. Enterprise search provides context.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs AI agents retrieve information across the enterprise, search ensures they access current, permission-aware, and governed knowledge rather than relying solely on what a model learned during training.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn AI agent investigating potential fraud, for example, may combine customer records, transaction histories, operational logs, fraud indicators, regulatory policies, customer communications, and previous investigations before recommending a course of action.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEnterprise search makes those connections possible, grounding AI in authoritative enterprise knowledge regardless of where the information resides. Rich context improves more than accuracy. It also improves explainability, governance, and trust.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"5 questions every financial institution should ask before deploying agentic AI","_metadata":{"uid":"csc6073d5a23593e53"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBefore moving AI agents into production, financial services leaders should ask:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDoes the AI have the right context?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCan every decision be explained and audited?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCan we observe AI behavior through unified logs, metrics, and traces?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIs our operational data prepared for autonomous AI?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCan security continuously validate AI-driven actions while keeping humans in control?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOrganizations that can confidently answer \"yes\" to these questions will be better positioned to scale agentic AI responsibly.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"From AI experimentation to trusted autonomous operations","_metadata":{"uid":"cs0695fe8f4fbb2667"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMcKinsey concludes that AI trust is becoming more than a compliance exercise. It is increasingly a business enabler. For financial institutions, that trust is built on context.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt combines trusted enterprise data, AI-assisted data preparation, enterprise search, unified observability, intelligent security operations, and governance that keeps humans accountable for AI-driven outcomes.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFinancial services has spent decades earning trust through resilience, transparency, and disciplined risk management. As the industry enters the era of agentic AI, those same principles remain the key to success.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe institutions that lead won't simply deploy more autonomous AI. They'll deploy AI grounded in trusted context where every decision is informed by the right data, every action is observable, every outcome is explainable, and every innovation strengthens trust rather than compromising it. Because in financial services, the future won't belong to the organizations with the most AI. It will belong to the organizations with the most \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003etrusted AI\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/contact?pg=global\u0026plcmt=nav\u0026cta=205352\"\u003e\u003cspan style='font-size: 12pt;'\u003eGet in touch\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to learn more about how Elastic can support your trusted Agentic AI journey.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs79fba6f35d554415"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"csfcb8502737594d3e"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRelated blogs:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/article/financial-services-fortune-500-case-studies\"\u003e\u003cspan style='font-size: 12pt;'\u003eInside Fortune 500 financial risk strategies\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/how-banks-use-existing-data-ai-business-challenges\"\u003e\u003cspan style='font-size: 12pt;'\u003eTransform financial services with AI: Unlock growth, innovation, and insights\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-ai-fraud-detection-financial-services\"\u003e\u003cspan style='font-size: 12pt;'\u003eAI-powered fraud detection: Protecting financial services with Elastic\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/agentic-ai-financial-services\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgentic AI in financial services: The rise of autonomous intelligence\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/intelligent-banking\"\u003e\u003cspan style='font-size: 12pt;'\u003eThe rise of intelligent banking: Unifying fraud, security, and compliance in the era of AI\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs2abb19447881b6ed"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cscf250a7418bd4782"}}}],"publish_date":"2026-08-06","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"As financial institutions move from AI experimentation to autonomous operations, trusted context, governance, and observability become the foundation for enterprise-scale Agentic AI.","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":["blt7898c57653ca2b6e"],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"blt49e356fcb7971aca","_content_type_uid":"tags_topic"},{"uid":"blt484a944a3d130219","_content_type_uid":"tags_topic"},{"uid":"bltc76ab818663a30de","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"blt6f00e40aaa5c6f0e","title":"SIEM","label_l10n":"SIEM","keyword":"siem","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:57.128Z","updated_at":"2020-07-06T22:20:05.385Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.501Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt38a747ecc55b0f9c","_version":1,"title":"mike-hindle-TCCBk_tk3hE-unsplash.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-08-06T18:00:36.543Z","updated_at":"2026-08-06T18:00:36.543Z","content_type":"image/jpeg","file_size":"161460","filename":"mike-hindle-TCCBk_tk3hE-unsplash.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-06T18:19:05.290Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt38a747ecc55b0f9c/6a74cbc48a155275c364aac1/mike-hindle-TCCBk_tk3hE-unsplash.jpg"},"title":"Building trusted agentic AI in financial services: From data to autonomous action","title_l10n":"Building trusted agentic AI in financial services: From data to autonomous action","updated_at":"2026-08-06T18:18:58.278Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/building-trusted-agentic-ai-in-financial-services","publish_details":{"time":"2026-08-06T18:19:04.936Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt6c52353bcd8fc374","_version":31,"locale":"en-us","ACL":{},"abstract_l10n":"Today, we are pleased to announce the GA of Elastic 9.5 as the latest version of the Elasticsearch Platform. This release includes a range of new features, including Columnar Mode, VectorDB index mode, and Agent Builder enhancements. Learn more.","author":[{"uid":"blte77e3a1094542909","locale":"en-us","_version":1,"ACL":{},"company_l10n":"","created_at":"2026-07-28T17:27:44.483Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Sarah","image":null,"job_title_l10n":"Principal Product Marketing Launch Ops \u0026 Programs Manager","key":"","last_name":"Leslie","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Sarah Leslie","twitter_id":"","updated_at":"2026-07-28T17:27:44.483Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-28T17:27:49.094Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltfaae4466058cc7d6","title":"Product release","key":"releases","tags":[],"locale":"en-us","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2018-08-27T12:47:03.147Z","updated_at":"2026-06-03T09:57:21.475Z","ACL":{},"_version":9,"label_l10n":"Product release","_in_progress":false,"publish_details":{"time":"2026-07-24T01:27:49.702Z","user":"bltde77f2161b811714","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-07-28T17:53:04.947Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs4c5e0687f589e416"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eToday, we are pleased to announce the general availability (GA) of Elastic 9.5 as the latest version of the Elasticsearch Platform. This release includes a range of new features aimed to help developers do more with their data, build AI agents more confidently, and sharpen security operations with the introduction of new capabilities across \u003c/span\u003e\u003ca href=\"https://www.elastic.co/enterprise-search\"\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Observability\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csca5b585cb5c0ef33"}}},{"image":{"image":{"uid":"blt4bfd681c46dae24a","_version":1,"title":"image3.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-28T17:47:44.688Z","updated_at":"2026-07-28T17:47:44.688Z","content_type":"image/png","file_size":"346736","filename":"image3.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-04T14:39:49.770Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt4bfd681c46dae24a/6a68eb4078b5fe9c668ef24c/image3.png"},"_metadata":{"uid":"cs465a89ddec2615e6"},"caption_l10n":"The Elasticsearch Platform","alt_text_l10n":"The Elasticsearch Platform","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"What’s new in Elastic 9.5? ","_metadata":{"uid":"cs76e3fb426b498b81"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 continues the advancement of Elasticsearch in efficiency, visibility, and performance to help make enterprise data more accessible and useful. With Elastic 9.5, users can:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eStore more, query faster, and retain longer with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#the-multi-signal-datastore-for-any-workload \" target=\"_self\"\u003e\u003cstrong\u003eColumnar Mode\u003c/strong\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e— Elasticsearch as a native columnar database\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSkip the setup and index tuning with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#vector-database\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eVectorDB index mode and auto-calibration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;—\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003evector search that works out of the box\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMigrate Prometheus workloads to Elasticsearch with the GA of\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#native-prometheus-and-promql-support,-now-ga\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003enative Prometheus and PromQL support\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHelp reach\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#alert-zero:-from-alert-queue-to-validated-threats\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003eAlert Zero\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e;\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003ethe SOC's version of inbox zero — a queue worked down to what actually matters, reached by agents and analysts together\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBuild smarter AI agents with the latest Elastic\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#more-agent-builder-enhancements!\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgent Builder enhancements\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, including Agent Observability and Monitoring and advanced human-in-the-loop approvals\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead more about these and additional feature highlights below.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elasticsearch","_metadata":{"uid":"cs2ea8ab005b55062c"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 brings advancements designed to help every user move faster, operate with greater confidence, and get more value from their data with less friction. This release innovates on\u0026nbsp; multiple aspects of the Elasticsearch Platform from storing and querying data to building and governing AI agents alongside Kibana dashboard enhancements. Read on for details.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The multi-signal datastore for any workload","_metadata":{"uid":"cse1bf1f06f9d8ece1"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic is pleased to announce the technical preview of \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-storage\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eColumnar Mode\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, an opt-in indexing mode that stores each field once in a column store with no inverted index by default, delivering meaningfully smaller storage footprints and a foundation for faster indexing, analytical queries, and longer data retention. It ships alongside existing index modes with zero changes to APIs, dashboards, or integrations. Building on that foundation, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eColumnar Logs\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e is the first specialized profile purpose-built for log data; it keeps a single inverted index on the message field, so full-text search stays fast while storing everything else fully columnar. The result is significantly less storage than logs use today without changing the search experience teams rely on. Both modes are opt-in and existing indices are untouched.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Vector database","_metadata":{"uid":"cs9e643a96ff6d08c7"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eTeams building retrieval for retrieval augmented generation (RAG) applications and agentic AI usually have to make many configuration decisions at index time, and that work grows at production scale. We're introducing these capabilities to take the setup and index tuning off your plate, so vector search works out of the box.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eVectorDB index mode\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;delivers high-performance vector search with a single setting; there’s no manual configuration required. It applies defaults already optimized for vectors, tuning quantization, merge policy, and cache loading for you, so vector search is simpler to stand up and performs out of the box.\u003c/span\u003e\u003c/p\u003e\u003cimg 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\" width=\"331\"/\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/vector-quantization-auto-calibration-diskbbq\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAuto-calibration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;for DiskBBQ vector search\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;automatically configures quantization depth, preconditioning, and oversampling based on statistical analysis of the vectors in the index. The tuning that normally takes expertise and experimentation now happens on its own, using unique algorithms developed at Elastic.\u003c/span\u003e\u003c/p\u003e\u003cimg 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\" width=\"264\"/\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/semantic-field-multimodal-search-elasticsearch\" target=\"_self\"\u003e\u003cstrong\u003eMultimodal semantic\u003c/strong\u003e\u003c/a\u003e\u003cstrong\u003e search makes image search easier for developers.\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Searching images normally means setting up embeddings, ingesting and embedding images, and embedding the query. The new\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cspan data-type='inlineCode'\u003esemantic\u003c/span\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;field simplifies these steps, so users can search images as easily as they search text with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-semantic-text-ga\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cspan data-type='inlineCode'\u003esemantic_text\u003c/span\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"More Agent Builder enhancements!","_metadata":{"uid":"csd8ffa3f7bfa46cf6"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 gives developers greater visibility and control when building AI agents for production.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/opentelemetry-tracing-agent-builder\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgent Observability and Monitoring\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, now available in technical preview, traces large language model (LLM) calls, tool invocations, and reasoning steps as OpenTelemetry (OTel) in Elasticsearch while\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ehuman-in-the-loop approvals\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;gate sensitive actions and record each decision in an audit trail. Developers can also\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ecreate skills, queries, and workflows directly from chat\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eby describing the capability they need, such as a workflow to generate a dashboard. Agent Builder then drafts, names, and saves the configuration without requiring them to leave the conversation, reducing setup time and the need to understand the underlying configuration model.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"AI-native Kibana","_metadata":{"uid":"csd144332ce7f2a528"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith 9.5, our\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e Dashboards \u0026amp; Visualizations API \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ebecomes generally available, providing platform teams with a stable and supported way to create, update, and manage dashboards and visualizations in code. Additionally, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003edashboards in chat \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eis now GA with improved chat quality as well as controls creation and delivers higher speed. These advancements dramatically reduce time-to-insight and eliminate the need for users to build dashboards manually, expediting incident investigation, where speed to a clear visual directly shortens time-to-resolution. And, for use cases where speed is paramount, toggle-on \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eFast Mode UI \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eallows STATS-based queries in Dashboards and Discover to run on a sampled dataset instead of scanning full data, extrapolating results back to real scale while keeping accuracy very close to exact.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced automation where your data lives","_metadata":{"uid":"cs277953e85fdb7bba"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows in 9.5 makes automations faster to build and shows exactly what a workflow will do before it runs. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/ai-workflow-automation-natural-language\"\u003e\u003cspan style='font-size: 12pt;'\u003eNatural language authoring\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now generally available and on by default, so teams can describe the automation they want in plain language that’s generated automatically. Versioning is built in, tracking every change, letting teams compare any two versions, and rolling back to a working one in a click, so there’s always a record of who changed what and when. Visual mode shows a workflow as a graph with its triggers, steps, branches, and logic visible at a glance alongside the YAML; drag-and-drop editing is coming next. And human-in-the-loop now reaches outside Kibana. When a workflow needs a person to approve or weigh in, it pauses and sends the request to tools like Slack. Automation handles the routine while teams stay on top of the decisions that need judgment. These are Elasticsearch Platform capabilities, available across Search, Observability, and Security.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Observability ","_metadata":{"uid":"csa681ccb301d2b360"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 delivers observability upgrades designed to make unified monitoring faster to adopt and easier to scale. Whether you're migrating from Prometheus, onboarding Kubernetes, or connecting cloud and SaaS data, it's easier to get started with less operational overhead. Improved SRE workflows, managed integrations, and AI-ready context help teams move from detection to diagnosis faster.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Native Prometheus and PromQL support, now GA","_metadata":{"uid":"cs5438d5e469fd523b"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith 9.5, it is easier than ever to consolidate observability with best-in-class metrics. With the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/prometheus-metrics-elasticsearch-getting-started\"\u003e\u003cspan style='font-size: 12pt;'\u003ePrometheus remote-write endpoint and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003enative PromQL\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esupport\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e embedded directly in ES|QL, teams can point existing Grafana dashboards and queries at Elastic with minimal migration effort — no need to abandon the query language and workflows they've spent years building. A new \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/migrate-datadog-grafana-dashboards-alerts-to-kibana\"\u003e\u003cspan style='font-size: 12pt;'\u003emigration tool\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is also now GA, helping bring Grafana and Datadog dashboards and alerts into Elastic automatically and making it easier for users to benefit from Elasticsearch's storage efficiency (up to 2.5x better than Prometheus) and faster query performance (up to 30x faster than Prometheus) without starting from scratch. In 9.5, a new codec (ES95) builds on \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElasticsearch's\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e already substantial efficiency gains \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-metrics-engine-30x-faster-prometheus\"\u003e\u003cspan style='font-size: 12pt;'\u003ewith columnar metrics\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to push storage costs down a further ~20% to roughly 3 bytes per sample, so users can monitor more services and retain metrics longer without ballooning the bill. Along with \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0?#ai-native-kibana\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003edashboards-as-code\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and dashboards in chat, these updates let users unify metrics, logs, and traces on a single platform and correlate across all three for faster root cause analysis while keeping the workflows and standards they already rely on.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Complete integrations fully loaded with AI","_metadata":{"uid":"cs64b6c39f41752ca5"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic's latest out-of-the-box integrations for Kubernetes and AWS (tech preview) mean you can go from zero to fully monitored in minutes. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/kubernetes-dashboards-alerts-anomaly-detection\"\u003e\u003cspan style='font-size: 12pt;'\u003eKubernetes monitoring\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now GA and ships complete with preconfigured dashboards, alerts, SLOs, and machine learning jobs. Plus, \u003c/span\u003e\u003ca href=\"https://github.com/elastic/agent-skills\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Skills\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and an \u003c/span\u003e\u003ca href=\"https://github.com/elastic/example-mcp-app-observability\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eObservability MCP app\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e make health monitoring, anomaly detection, incident investigation, and remediation available through any MCP-enabled AI tool where SREs already work. These comprehensive integration packages enable teams to get immediate value from metrics from the moment they connect.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Easier onboarding of cloud native data","_metadata":{"uid":"cs567c718fc3a455e0"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/reference/integrations/managed_integrations\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic managed integrations\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e eliminate the operational burden of ingesting cloud data sources. With just a few clicks, users can now ingest and start getting value without deploying or maintaining on-prem agents. In the spirit of the “easy button,” we’ve also \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esimplified Kubernetes and AWS\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e onboarding by streamlining both setup flows to default to the recommended OTel path, meaning platform engineers and SREs can get up and running without navigating multiple screens and decisions.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced APM and LLM observability","_metadata":{"uid":"cs7c18830d2b60cfa5"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e9.5 delivers a major quality of life improvement for SREs and developers investigating service incidents. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/service-map-apm-dependency-analysis\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDependency analysis in alerts and dashboards\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eintroduces\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ea faster route to triage, eliminating context-switching by surfacing service maps directly in an alert or custom dashboard. Better \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/red-metrics-trace-breakdown-discover\"\u003e\u003cspan style='font-size: 12pt;'\u003esurfacing of anomalies\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e in APM service health views makes ML-based degradation signals easier to spot.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s new \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/anthropic-claude-api-monitoring\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAnthropic integration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e for LLM observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e polls Anthropic's Admin APIs to ingest organization-wide telemetry from the Claude API platform, token usage, cost, and rate limit configuration into Elasticsearch with prebuilt Kibana dashboards and out-of-the-box alerts.\u003c/span\u003e\u003c/p\u003e\u003cfigure style=\"text-align: center\"\u003e\u003cdiv data-img-caption-container=\"true\" style=\"display: inline-block; text-align: center;\"\u003e\u003cimg alt=\"Identify dependencies directly on your alert detail pages.\" src=\"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt067e8b4fb11c577d/6a68fe5e4a8634f3338e86b7/image.png\" style=\"text-align: center;\" /\u003e\u003cfigcaption style=\"text-align: center;\" \u003eIdentify dependencies directly on your alert detail pages.\u003c/figcaption\u003e\u003c/div\u003e\u003c/figure\u003e"},{"title_l10n":"Elastic Security","_metadata":{"uid":"cs8f784c22a169b3e0"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Security 9.5 gives analysts more time to decide and fewer alerts to sort. Stronger endpoint protection stops more threats before they ever raise an alert. Attack Discovery works the alerts that do fire the way an analyst would, surfacing the real attacks so that teams don't start their day buried in raw alerts. And automation runs underneath it all, triggering those investigations and handling the mechanical work, so the decisions stay with analysts.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Alert Zero: From alert queue to validated threats","_metadata":{"uid":"csd47364aa92a03d2e"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/security-labs/agentic-soc-alert-triage-alertzero\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAlert Zero\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is the SOC's version of inbox zero, a queue worked down to what actually matters, reached by agents and analysts together. It’s a goal teams move toward. It doesn't mean zero alerts, and it doesn't mean replacing the analysts. Attack Discovery is what gets a SOC closer to Alert Zero. It now investigates like an analyst by threat-hunting raw events, checking entity risk, and corroborating beyond the alerts that first fired before it calls anything an attack, so teams open a short list of validated attacks instead of a wall of raw alerts. When it finds something the rules missed, it drafts an ES|QL rule to close the gap with an analyst approving before anything is saved.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery run goes through the same investigation now, whether kicked off manually, set on a recurring cadence, or triggered from an Elastic Workflow. A separate alert analysis workflow works the noise from the other side, classifying alerts as true or false positives so that analysts stop losing hours to low-fidelity ones, leaving Attack Discovery a cleaner set to investigate.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced endpoint protection","_metadata":{"uid":"cs7d2ac3456975a485"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWith Elastic Security 9.5, new\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/vulnerable-driver-detection-elastic-defend-byovd\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eendpoint capabilities\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;make protection stronger and extend coverage across more devices. For vulnerable drivers, which attackers bring in already signed and trusted to reach the kernel, our threat research team monitors public disclosure sources like VirusTotal, loldrivers.io and Microsoft's blocklist. Through an always-on process, Elastic automatically generates and instantly deploys YARA rules as new drivers are disclosured, so protection keeps pace instead of waiting on a release cycle. That speed matters when AI-driven attacks can move from one machine to the next in under a minute, faster than any response workflow can react. Windows on ARM is now fully covered in Elastic Defend, bringing Surface and other ARM-based laptops into full coverage. And a new endpoint troubleshooting skill in Agent Builder flags policy and performance issues, so teams spend less time chasing endpoint problems.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Automation across your SOC","_metadata":{"uid":"cs72ef596968bff27e"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0?#enhanced-automation-where-your-data-lives\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e brings native automation to the SOC, so a detection can trigger enrichment, case creation, and response automatically with no separate SOAR to buy, integrate, or maintain. Humans stay on the decisions that need judgment.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"In case you missed it …","_metadata":{"uid":"cs557c07c970d1a14a"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn between stack releases, we’re not just resting on our laurels. The time between Elastic 9.4 and 9.5 was anything but quiet. Here's a roundup of some key announcements ICYMI:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eJina AI updates:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/jina-embeddings-v5-omni-all-media-one-index\"\u003e\u003cspan style='font-size: 12pt;'\u003ejina-embeddings-v5-omni\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e extends the v5-text model family with native image, audio, and video support, carrying nearly 100 languages across all four modalities in a single embedding space with no reindexing required.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/on-prem-ai-jina-embedding-models\"\u003e\u003cspan style='font-size: 12pt;'\u003eJina On-Prem\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now available for teams with strict data residency requirements. It packages the full Jina AI model lineup (e.g., reader, embedding, and reranking) to run entirely on your own hardware, fully air-gapped with zero outbound calls once deployed. Costs are fixed and predictable, not metered per token. The embedding models search text, images, audio, and video across nearly 100 languages in a single embedding space with accuracy that rivals much larger models on commodity hardware.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe've released\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/jina-reranker-35-legal-medical-structured-data\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;jina-reranker-v3.5\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, a drop-in successor to jina-reranker-v3. \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003ejina-reranker-v3.5\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, at just 600M parameters, beats its predecessor by 50%+ on case law with further gains on medical and financial reranking and runs up to 56% faster on long documents. Against Qwen3-Reranker-4B, a widely used open source reranker more than seven times its size, it wins outright on general-purpose search and one structured-data benchmark and closes most of the remaining gap everywhere else.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-reindex-node-relocation-pit-serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eReindex from remote\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now generally available in Elastic Cloud Serverless, giving teams a seamless way to migrate indices from any Elastic Cloud Hosted deployment or Serverless project, regardless of region, directly into their Serverless environment. The operation is built for the realities of Serverless infrastructure; it automatically resumes through node shutdowns triggered by scaling events or software deployments, so your migration keeps moving without manual intervention.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Start here now","_metadata":{"uid":"csf05711966cecbdb6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 is packed to the brim with new and enhanced features ready to help organizations get the most out of their data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 is \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/registration\"\u003e\u003cspan style='font-size: 12pt;'\u003enow available on Elastic Cloud\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, the hosted Elasticsearch service that includes all of the new features in this latest release.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs0bc9d90f7703644f"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs2bd7c587737f0ffb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs509895f2c59a88c6"}}}],"publish_date":"2026-08-04","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt06b80eb6b39592e6","_version":1,"title":"9.5-blog.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-28T17:25:32.582Z","updated_at":"2026-07-28T17:25:32.582Z","content_type":"image/png","file_size":"36207","filename":"9.5-blog.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-04T14:39:49.790Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt06b80eb6b39592e6/6a68e60caacc0d215b0b13f9/9.5-blog.png"},"title":"Elastic 9.5: Columnar, VectorDB index mode \u0026 auto-calibration, and AI-driven alert triage","title_l10n":"Elastic 9.5: Columnar, VectorDB index mode \u0026 auto-calibration, and AI-driven alert triage","updated_at":"2026-08-04T17:26:58.687Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/whats-new-elastic-9-5-0","publish_details":{"time":"2026-08-04T17:27:06.980Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt98d0a4ad6f0afacc","locale":"en-us","_version":6,"ACL":{},"abstract_l10n":"NVIDIA, Elastic, and other industry leaders are founding members of an innovative movement building tools to advance open innovation, shared progress, and trust in AI.","author":[{"uid":"blt39dee51344f15656","_version":5,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2022-05-11T19:58:45.575Z","created_by":"blt1e57c6588ae1816e","email_id":"","facebook_id":"","first_name":"Brian","image":{"uid":"blta836c61e70ff8c61","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2022-10-12T23:56:23.454Z","updated_at":"2022-10-12T23:56:23.454Z","content_type":"image/jpeg","file_size":"37804","filename":"headshot-brian-bergholm-300x300.jpg","title":"headshot-brian-bergholm-300x300.jpg","ACL":{},"_version":1,"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2022-10-12T23:56:29.933Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta836c61e70ff8c61/634754278c820a10568ba8f0/headshot-brian-bergholm-300x300.jpg"},"job_title_l10n":"Principal Product Marketing Manager","key":"","last_name":"Bergholm","linkedin_id":"","paragraph_l10n":"\u003cp\u003eBrian Bergholm is a principal product marketing manager in the Go-To-Market team at Elastic. He’s a specialist in Elastic Cloud, partner marketing, and hyperscaler marketplaces.\u003c/p\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003eHe has spent over 20 years in the tech industry across telecoms, software, and professional services. He most recently spent 15 years at Microsoft in a variety of roles, including global product marketing, sales enablement, launch management, and integrated marketing. During his tenure, he supported numerous launches including Office 365, Windows 10, and Azure Marketplace. He joined Elastic because of the power of search to find the answers that matter.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Brian Bergholm","twitter_id":"","updated_at":"2023-12-14T01:55:58.500Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2023-12-14T01:56:01.829Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltb6b21e8c32a7bae7","_version":2,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2026-03-16T16:58:47.372Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Rachael","image":{"uid":"blt344971a463e59f4d","_version":1,"title":"headshot-rachel-wade-300x300.jpg","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2026-07-01T14:58:59.187Z","updated_at":"2026-07-01T14:58:59.187Z","content_type":"image/jpeg","file_size":"21238","filename":"headshot-rachel-wade-300x300.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-01T14:59:06.262Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt344971a463e59f4d/6a452b33852f8509d8af90ee/headshot-rachel-wade-300x300.jpg"},"job_title_l10n":"Global Tech Alliances Manager","key":"","last_name":"Wade","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Rachael Wade","twitter_id":"","updated_at":"2026-07-01T14:59:01.646Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2026-07-01T14:59:06.112Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-07-27T08:22:56.843Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"cs04ae885bf2592da9"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic joins NVIDIA and other industry leaders as an inaugural member of the Open Secure AI Alliance.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eOpen Secure AI Alliance is a movement to build new tools to advance open innovation, shared progress, and trust in AI across industries.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic has consistently contributed to the advancement of security through open source software, published threat research, and detection innovation.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eAs an Open Secure AI Alliance member, Elastic will contribute research, tools, and architectural knowledge to a shared body of work.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs08e6fbea0dfe0267"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAI is accelerating innovation, unlocking new frameworks, workflows, and applications, but also raising the stakes on security. Adversaries can exploit vulnerabilities faster than ever, and AI agents add another layer of speed and scale. Capitalizing on AI's potential requires an open security approach, where sharing research, tooling, and intelligence broadly lets more defenders identify, understand, and respond to emerging threats. This approach also removes the friction of relying solely on proprietary threat intelligence because in the age of adversarial AI, every barrier is a liability.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eToday, Elastic is joining NVIDIA and other industry leaders as an inaugural member of the \u003ca href=\"https://blogs.nvidia.com/blog/open-secure-ai-alliance?ncid=partn-84075\" target=\"_blank\"\u003eOpen Secure AI Alliance\u003c/a\u003e. As part of the alliance, Elastic will contribute its expertise in open security, large-scale search, and AI-powered detection to help make AI systems more transparent, observable, and secure.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The Open Secure AI Alliance","_metadata":{"uid":"cs1996361f41731ad5"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith a mission to accelerate innovation while strengthening AI security, Open Secure AI Alliance members will focus on expanding AI safety and security through open research and shared tooling. The alliance reflects a shared belief that security improves when defenders can collaborate openly rather than relying on isolated intelligence. As AI evolves rapidly, the goal is to develop methodologies and tools that identify and patch vulnerabilities as fast as they emerge — something Elastic has championed for years. This creates a defensive capability where critical intelligence is shared, not locked inside a small number of closed systems.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Open is in our DNA","_metadata":{"uid":"cs7d899dc2f008fc97"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic has embodied an open source philosophy from the start, contributing to the advancement of open source software. Our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/jina-search-models\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eJina AI models\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;are open weight, enabling developers to inspect, deploy, and build on the same models that power AI search and retrieval. That same commitment extends to our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003epublished threat research\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;and security innovation, turning world-class research into world-class protection through enhancements to detection, triage, and response in our tools. Our strengths in cybersecurity, observability, generative AI (GenAI), and agentic AI align directly with the Open Secure AI Alliance mission to serve the security needs of enterprises and agencies pursuing AI today.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic brings capabilities that directly support the Open Secure AI Alliance mission, including:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eModernizing SecOps with AI-driven security analytics to detect, investigate, and respond before threats have a chance\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003ePrioritizing trust, transparency, and explainability in agentic operations by providing open, inspectable agentic frameworks where analysts can see the prompts, inspect the queries, and verify every AI decision\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic is proud to join the Open Secure AI Alliance and help close the gap between emerging vulnerabilities and the defenders working to stop their exploitation. Elastic Security brings the open, barrier-free platform built to enable organizations to scale security operations and quickly adapt to evolving threats through shared knowledge.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"See how Elastic works in the open","_metadata":{"uid":"cs6de7e1d2034a0c49"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLearn more about our commitment to \u003c/span\u003e\u003ca href=\"https://www.elastic.co/about/open-source\"\u003e\u003cspan style='font-size: 12pt;'\u003eopen source\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e development and our ongoing contributions to the community.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csa4d4e8004f8615b4"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs553df315a317aefa"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos, or registered trademarks of Elasticsearch N.V. in the United States and other countries. All other company and product names are trademarks, logos, or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs879dec37979a80a9"}}}],"publish_date":"2026-07-27","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic joins NVIDIA and industry leaders as inaugural member in the Open Secure AI Alliance","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Open Secure AI Alliance for AI safety and security is a movement to build new tools to advance open innovation, shared progress, and trust in AI","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltd11e6308b4dbe770","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt7e4753993d9dd51b","_version":1,"title":"elastic-white-background.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-27T08:14:30.970Z","updated_at":"2026-07-27T08:14:30.970Z","content_type":"image/png","file_size":"89272","filename":"elastic-white-background.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-27T09:00:36.570Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt7e4753993d9dd51b/6a67136675300abfb4e1d011/elastic-white-background.png"},"title":"Elastic joins NVIDIA and industry leaders as inaugural member of the Open Secure AI Alliance for AI safety and security","title_l10n":"Elastic joins NVIDIA and industry leaders as inaugural member of the Open Secure AI Alliance for AI safety and security","updated_at":"2026-07-27T09:19:00.925Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-nvidia-inaugural-partner-osaia","publish_details":{"time":"2026-07-27T09:19:07.721Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltc301ab306c2c3214","_version":3,"locale":"en-us","ACL":{},"abstract_l10n":"Fragmented SOCs can't keep pace with AI-driven attacks. See why security teams are moving from point tools to open, unified, agentic platforms in 2026.","author":[{"uid":"blt1f84830916c3ddfe","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2019-02-19T15:10:54.844Z","created_by":"blt5c97f327f30903e707c39c30","email_id":"","facebook_id":"","first_name":"Joe","image":{"uid":"bltb0419e48e6bf8942","_version":1,"title":"637c5e8ba9a3d02be430a4db9324831c_400x400.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2024-09-22T16:29:48.896Z","updated_at":"2024-09-22T16:29:48.896Z","content_type":"image/jpeg","file_size":"22342","filename":"637c5e8ba9a3d02be430a4db9324831c_400x400.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2024-09-22T16:30:03.958Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltb0419e48e6bf8942/66f045fc3666b06c61babc1a/637c5e8ba9a3d02be430a4db9324831c_400x400.jpg"},"job_title_l10n":"Content Manager, Elastic Security","key":"","last_name":"DeFever","linkedin_id":"https://www.linkedin.com/in/joseph-defever/","paragraph_l10n":"\u003cp\u003eJoe creates written and multimedia content that communicates Elastic Security's value and functionality to security professionals. He has more than seven years of experience marketing in the cybersecurity industry. In his free time, he enjoys snowboarding, rock climbing, and producing music.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Joe DeFever","twitter_id":"","updated_at":"2024-09-22T16:29:57.372Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2024-09-22T16:30:03.663Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-07-27T14:23:15.275Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs54c632bcfa56df34"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe gap between attacker speed and defender readiness is widening. Attackers can now move from initial access to full domain control in less than a minute using AI.\u003c/span\u003e\u003cspan style='font-size: 0.6em;'\u003e\u003csup\u003e1\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Large language model-generated phishing campaigns are achieving click-through rates 4.5 times higher than traditional methods.\u003c/span\u003e\u003cspan style='font-size: 0.6em;'\u003e\u003csup\u003e2\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost enterprise SOCs weren't built for this tempo and fidelity. They were assembled tool by tool with over a decade of point-solution buying: a SIEM here, an XDR there, a SOAR bolted on top, and a growing collection of dashboards no analyst has time to reconcile. The result is a security architecture that taxes the defender before the adversary even arrives.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor security teams, the question worth asking in 2026 isn't which product to buy next. It's whether the underlying architecture can support the speed, transparency, and economics that AI-era defense now requires.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The fragmentation tax on security operations","_metadata":{"uid":"cs43f1ed652011b6a0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFragmentation of data isn't an aesthetic problem. It's an operational and financial one that shows up in every incident timeline.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnalysts navigate an average of 11 security consoles during an active investigation, and 91% of security teams trace a serious incident directly back to friction between disconnected tools.\u003c/span\u003e\u003cspan style='font-size: 0.6em;'\u003e\u003csup\u003e3\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e SOC team members are spending far too much time each week manually aggregating data across those tools. While this is certainly a productivity problem, it’s also, more importantly, a risk exposure directly attributable to architectural choices.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe financial layer compounds it. Per-endpoint pricing forces coverage decisions to become budget decisions. Rehydration fees on historical data create blind spots during active incidents when full context matters most. Separate SOAR licensing turns automation into a line item instead of a native capability. Each of these is a vendor-imposed tax that quietly shifts risk from the vendor's balance sheet to yours.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Why AI can't repair a fragmented foundation","_metadata":{"uid":"cs3bdf361e189203f1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe industry's answer to fragmentation has been to layer AI on top of it. But this approach is already showing its limits.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAI models — whether they’re classification systems, machine learning detectors, or agentic reasoning frameworks — depend on unified access to historical context. When telemetry is scattered across dozens of systems in inconsistent formats, models inherit the same blind spots as the humans they're meant to augment. This isn’t a solid foundation for autonomous reasoning so much as it is a foundation for expensive hallucination.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor security teams, AI investments made on top of fragmented data infrastructure will underperform their business case. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/lp/retrieval-augmented-generation\"\u003e\u003cspan style='font-size: 12pt;'\u003eRetrieval augmented generation\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (RAG), agentic workflows, and behavioral analytics all assume the model can reason across the full attack surface in real time. If the underlying data can't be queried in place, the AI layer becomes yet another silo, not a solution.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The architectural inflection point","_metadata":{"uid":"cs2908b5f560dbed78"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTwo signals suggest architectural questions are moving from theory to procurement.\u003c/span\u003e\u003c/p\u003e\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAdoption pressure: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eNearly two-thirds of organizations are experimenting with AI agents in security operations, but \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/why-2026-is-the-year-to-upgrade-to-an-agentic-ai-soc\"\u003e\u003cspan style='font-size: 12pt;'\u003efewer than one in four have deployed them into production\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. That gap reflects the difficulty of running agentic systems on infrastructure not designed for them. Governance models, transparency requirements, and cost controls are maturing rapidly, but they require an architecture that supports them natively.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eExecutive expectation: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e80% of CISOs are prioritizing AI-driven security in their 2026 budgets.\u003c/span\u003e\u003cspan style='font-size: 0.6em;'\u003e\u003csup\u003e4\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Boards aren't approving those budgets for incremental improvements. They expect measurable changes in mean time to detect (MTTD), mean time to respond (MTTR), and analyst retention. Delivering on that expectation with a stack designed for a pre-AI threat model is unlikely.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e"},{"title_l10n":"What an open, unified security architecture actually requires","_metadata":{"uid":"cs55656e9dff561e0b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA platform built for the AI era looks different from a SIEM with an AI feature bolted on. Security teams evaluating architectural direction should hold vendors to a specific set of criteria:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eUnified telemetry across domains:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Endpoint, identity, network, and cloud signals flow into a single detection layer, not separate ones stitched together at query time.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eOpen standards as first-class citizens:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Open schemas and frameworks like OpenTelemetry (OTel) and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/guide/en/ecs/current/index.html\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Common Schema\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e are supported natively, so detections written once work across environments.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQuery in place, not constant ETL:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Analysts run a single query across hot, warm, and archival tiers without rehydration penalties or migration projects.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eModel-agnostic AI with transparent reasoning:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Every autonomous decision produces an auditable trace of tools invoked, evidence retrieved, and reasoning applied.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eNative automation, not bolted-on SOAR:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Response actions live inside the platform, so containment doesn't depend on brittle integrations that fail during active incidents.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDeployment flexibility across regulatory boundaries:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e On-premises, cloud, hybrid, and air-gapped options are available for organizations governed by GDPR, HIPAA, DORA, or PCI DSS.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEach item corrects a specific structural weakness of the tool-procurement approach. Together, they define what \"unified\" actually means beyond the marketing category.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Agentic operations: From alert management to attack neutralization","_metadata":{"uid":"csdda4f1ab942bc824"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen the architecture is right, the operational model can finally change. This is where agentic AI moves from concept to production.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security/ai\"\u003e\u003cspan style='font-size: 12pt;'\u003eagentic security operations platform\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is not an autonomous SOC. The distinction matters. Autonomous systems remove humans from the loop and, in a security context, that's neither responsible nor auditable. Agentic systems move the human to the top of the loop: The platform investigates, correlates, and stages a response plan, while the analyst reviews the evidence, applies judgment, and approves the action.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe practical difference shows up in the incident timeline. In a traditional SOC, three related alerts (e.g., a suspicious login, an unusual process execution, and an anomalous outbound connection) might arrive in three different tools within seconds of each other and take hours to correlate. In an agentic model, they surface as a single high-priority attack chain with the reasoning trace already built. Total time from first alert to approved response can be compressed substantially.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor security teams, this shifts the operational metric from alerts triaged to attacks neutralized.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Building the SOC for what's next","_metadata":{"uid":"csfc0aa49e2560194d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe security teams who move ahead successfully over the next 24 months won't be the ones with the biggest, most expensive tool inventories. They'll be the ones whose architecture supports speed, transparency, and agentic operations as native properties, not features added later.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat shift starts with a candid assessment of where the current stack imposes taxes on the defender: coverage gaps caused by pricing, response delays caused by integration friction, AI initiatives constrained by fragmented data. Each of those is a solvable architectural problem. Solving them is what separates a SOC that keeps pace with AI-powered threats from one that continues to fall behind.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor a deeper look at how open, unified architecture reshapes detection and response, check out\u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/article/siem-vs-xdr\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;our article on how to architect a unified, open security platform\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csa546442caf5becd9"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csffda09440d7c8750"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 11pt;\"\u003e\u003cstrong\u003eSources:\u003c/strong\u003e\u003cstrong\u003e\u003cbr bold=\"[object Object]\"/\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 11pt;\"\u003e\u003csup\u003e1\u0026nbsp;\u003c/sup\u003e\u003c/span\u003e\u003cspan style=\"font-size: 11pt;\"\u003eTechRadar, “\u003c/span\u003e\u003ca href=\"https://www.techradar.com/pro/security-at-machine-speed-why-the-soc-must-be-rebuilt-for-the-ai-era\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 11pt;\"\u003eSecurity at machine speed: why the SOC must be rebuilt for the AI era\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 11pt;\"\u003e,” June 2026.\u003cbr /\u003e\u003c/span\u003e\u003cspan style=\"font-size: 11pt;\"\u003e\u003csup\u003e2\u003c/sup\u003e\u003c/span\u003e \u003cspan style=\"font-size: 11pt;\"\u003eThe Register, “\u003c/span\u003e\u003ca href=\"https://www.theregister.com/special-features/2025/10/16/ai-makes-phishing-45x-more-effective-microsoft-says/1050375\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 11pt;\"\u003eAI makes phishing 4.5x more effective, Microsoft says\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 11pt;\"\u003e,” October 2025.\u003cbr /\u003e\u003c/span\u003e\u003cspan style=\"font-size: 11pt;\"\u003e\u003csup\u003e3\u003c/sup\u003e\u003c/span\u003e \u003cspan style=\"font-size: 11pt;\"\u003eMicrosoft, “\u003c/span\u003e\u003ca href=\"https://info.microsoft.com/ww-landing-state-of-the-soc.html?lcid=en-us\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 11pt;\"\u003eState of the SOC\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 11pt;\"\u003e,” 2025.\u003cbr /\u003e\u003c/span\u003e\u003cspan style=\"font-size: 0.6em;\"\u003e\u003csup\u003e\u003c/sup\u003e\u003c/span\u003e\u003cspan style=\"font-size: 11pt;\"\u003e\u003csup\u003e4\u003c/sup\u003e\u003c/span\u003e \u003cspan style=\"font-size: 11pt;\"\u003eCtech, “\u003c/span\u003e\u003ca href=\"https://www.calcalistech.com/ctechnews/article/te4mdxjye\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 11pt;\"\u003eCISOs to pour 2026 budgets into AI as cybersecurity priorities shift\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 11pt;\"\u003e,” February 2026.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csbba920ff5b8483db"}}}],"publish_date":"2026-07-27","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Rethinking the SOC: From tool procurement to platform architecture","seo_description_l10n":"Fragmented SOCs can't keep pace with AI-driven attacks. 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They open their observability platform, look at the metric spike, reboot the host, and close the ticket.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut six hours earlier, an attacker had dropped a cryptominer on that same host and disguised it as a kernel worker thread, quietly draining compute and beaconing out to a Monero mining pool at 15-minute intervals. The ops engineer never saw any of it. The security team never saw the CPU alert. And the ticket that should have said \"confirmed threat — isolate host immediately\" was closed with \"resolved: reboot.\"\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis scenario isn't hypothetical. It plays out across organizations every day, not because people aren't paying attention, but because the data that would have revealed the threat was sitting in a completely different platform that nobody thought to check.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The real cost of running 2 (or more) platforms","_metadata":{"uid":"cs1525d265244921ee"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen organizations run separate tools for observability and security, the split feels logical on paper. Ops teams care about uptime and performance. Security teams care about threats and compliance. Why force them to share a platform?\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAttackers, though, don't stay in their lane.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eModern threats are designed to look like infrastructure noise. A cryptominer masquerades as a kernel process. A data exfiltration job looks like normal egress traffic. A compromised web server generates the same memory pattern as a memory leak. When observability and security data live in separate systems, those threats stay invisible because neither team has the complete picture, and the gap between platforms is exactly where attackers hide.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut the platform separation doesn't just create a visibility problem. It quietly duplicates costs.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe cost is duplicated (and easily missed) because two separate teams are storing and processing the same underlying events twice: once for observability and once for security. Infrastructure logs ingested into a SIEM are often the same logs feeding your APM or metrics platform. Network flow data queried by your SOC analysts is the same flow data your SRE team uses to debug latency. When those platforms are separate, you pay to ingest that data twice and store it twice. And your teams can only ever see half the picture at any given moment.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Same data, both worlds","_metadata":{"uid":"cs3b50af8d9f0124b7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe case for a single platform isn't about forcing ops and security teams to share a UI. It's about giving them access to the same underlying data so that when an alert fires, the full context is already there.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eConsider what changes in the scenario above if observability metrics and security events live in the same Elasticsearch cluster. The process table that shows kworker/u8:2 consuming 97% CPU sits next to the security event that shows that same process was spawned from /tmp/.x11-unix/.kw8 six hours ago, running as www-data, not as root. The DNS query to d0.pool.minexmr.com is in the same cluster as the CPU chart. The 15-minute outbound TCP connections are one query away from the Kibana alert that paged the on-call engineer.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe data was never missing. It was in a different box.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen those boxes become one, an AI agent can reason across both domains in a single conversation, not by querying a separate SIEM and then querying Elastic and trying to cross-reference the results manually, but by using search across both observability and security indices as a unified investigation capability. Ask about the host's CPU history, then ask about its recent process creation events. The agent doesn't switch platforms; it just searches.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is the architecture that turns an observability alert into a security investigation \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eautomatically\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e before anyone has had to open a second tool.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Security value was already there. You just couldn't see it.","_metadata":{"uid":"csc4e1d71fe65ffa13"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOne of the most uncomfortable truths for security teams is how much signal is already flowing through their organization's observability data. Host metrics include running process lists. APM traces capture service-to-service calls that can reveal lateral movement. Infrastructure logs contain DNS queries, network connections, and authentication events that map directly onto MITRE ATT\u0026amp;CK techniques.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe signal is there. What's missing is the index.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOrganizations that ingest observability data into Elastic already have the raw material for security detection. Process telemetry collected by Elastic Agent for infrastructure monitoring is the same telemetry that powers Elastic Security's host-based detection rules. Logs ingested for SRE workflows are the same logs that feed SIEM correlation. The question isn't whether to collect more data; it's whether the data you're already collecting is being used for both purposes.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is where ingesting via search becomes a force multiplier. When data from any source — cloud infrastructure, on-premises hosts, network devices, and third-party SaaS — is brought into Elastic through a unified ingest layer, it becomes queryable by every team the moment it lands. An observability engineer searching for slow queries and a SOC analyst hunting for unusual process behaviour are both running against the same indices. Neither team needs a separate copy of the data. Neither team double pays for the data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAdd an AI agent on top of that unified layer — one that can hold tools over multiple indices and reason across them in a single chain of thought — and the correlation that used to take a human analyst an hour to perform manually happens in seconds \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eautomatically\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e every time an alert fires.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Your procedures, not the internet's","_metadata":{"uid":"cs36a233ae0812f6f4"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA general-purpose language model knows what a cryptominer is. It can describe containment best practices in reasonable terms. What it doesn't know is that your organization's IRP-004 requires dual approval from the SOC lead and payment operations before any payment host is isolated. It doesn't know that your PCI-DSS obligations require the compliance team to be notified within four hours of confirmation, not 24 hours, not \"as soon as possible,\" but \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003efour hours\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e documented in your own policy. It doesn't know that your network quarantine procedure uses \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eVLAN PAYMENT-QUARANTINE\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e or that your forensics team needs a disk snapshot tagged with the incident reference before any remediation begins.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat specificity is the difference between advice you can act on and advice you have to reinterpret before you can act on it. In a regulated industry, reinterpretation introduces risks like the wrong call, the missed notification window, or the undocumented step.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe answer isn't to train a model on your internal documentation (which changes, is version-controlled, and may be restricted). The answer is to put your incident response playbooks into Elasticsearch and give your AI agent a search tool over that index.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is search in its most practical form: not a UI for humans to browse, but a retrieval mechanism for an AI agent to ground its reasoning in your actual procedures at the moment they're needed. When the agent confirms a cryptominer on a PCI-DSS-scoped host, it doesn't reach for general knowledge. It searches the playbooks, retrieves IRP-001 and IRP-004, and derives its recommendations directly from the steps your security and payment teams wrote and approved. \"Isolate the host\" becomes \"apply the PAYMENT-QUARANTINE security group, allow inbound from the forensics VLAN only, get sign-off from SOC lead and payment operations, and notify the compliance team within four hours.\" Every recommendation is traceable to a specific section in a specific document.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis matters beyond compliance. It makes the AI's recommendations auditable. When a regulator asks how a decision was made, the answer isn't \"the model suggested it.\" Instead, it's \"the agent retrieved IRP-004 Section 3.2 and followed it.\" That's a chain of evidence you can defend.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe same principle extends beyond security playbooks. Product runbooks, escalation matrices, vendor SLAs, regulatory obligations, and change procedures shape how your organization responds to events. Ingesting them into Elasticsearch makes that guidance available to the agent as grounded, retrievable context. You're not training the model; you're giving it a library and teaching it to search.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What \"better together\" actually means","_metadata":{"uid":"cs2ad4e069c9d526a0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn the case of observability and security, cross-domain AI investigation is what makes a unified platform meaningfully different from two separate ones.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn AI agent with search tools over both an observability index and a security index can discover that the kernel worker thread consuming 97% CPU is a cryptominer because it can query both the metrics and the security events in the same reasoning chain. That capability isn't achievable by running two separate AI agents on two separate platforms and hoping they communicate. It requires the data to be co-located, queryable together, and under a single context window.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe ops engineer who gets paged at 3:00 a.m. shouldn't have to know which platform to check. The verdict should arrive before they've opened a second tool, and the full audit trail from CPU alert to confirmed threat to case creation should exist in one place and be ready for every compliance requirement the organization needs to satisfy.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDon’t pay twice for data; let your data do double duty.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf your team is running separate platforms for observability and security, the threat that hides in the gap between them isn't a matter of \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eif\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e;\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e \u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eit's a matter of \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ewhen. \u003c/em\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/contact\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003eReach out to learn how Elastic can help you unify both worlds on a single platform\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csf4e339b39b9ac6f0"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs9d69681ba9210c9b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csfa31bf4e31b72b7a"}}}],"publish_date":"2026-09-03","sanity_migration_complete":false,"seo":{"seo_title_l10n":"The security attack hiding in your unified data","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"How teams are leaving value on the table and what it costs when they do","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt6446d17b56e60042","ACL":{},"created_at":"2021-07-12T21:53:04.840Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"endpoint-security","label_l10n":"Endpoint security","tags":[],"title":"Endpoint security","updated_at":"2021-07-12T21:53:04.840Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:22.409Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt43ad419de732b584","_content_type_uid":"tags_topic"},{"uid":"bltc76ab818663a30de","_content_type_uid":"tags_topic"},{"uid":"bltba572dcfa2880a69","_content_type_uid":"tags_topic"},{"uid":"bltdf59d18fa27d1692","_content_type_uid":"tags_topic"},{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"bltd8e03b8972ecf817","_content_type_uid":"tags_topic"},{"uid":"blt49e356fcb7971aca","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"},{"uid":"blt43660d1624e728b9","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"blte007e1c9cef6ad6b","title":"Endpoint security","label_l10n":"Endpoint security","keyword":"endpoint-security","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:48.898Z","updated_at":"2020-07-06T22:20:15.552Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.524Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}},{"uid":"blt6f00e40aaa5c6f0e","title":"SIEM","label_l10n":"SIEM","keyword":"siem","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:57.128Z","updated_at":"2020-07-06T22:20:05.385Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.501Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"title":"Log analytics","label_l10n":"Log analytics","keyword":"log-analytics","tags":[],"locale":"en-us","uid":"blt2e5ece40473e6b0a","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:06.756Z","updated_at":"2020-07-06T22:20:10.220Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2026-04-24T22:01:09.434Z","user":"blt36e890d06c5ec32c"}}],"thumbnail_image":{"uid":"blt3d34bd589a40f2bd","_version":1,"title":"kevin-horvat-Pyjp2zmxuLk-unsplash.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-09-03T14:29:33.080Z","updated_at":"2026-09-03T14:29:33.080Z","content_type":"image/jpeg","file_size":"81677","filename":"kevin-horvat-Pyjp2zmxuLk-unsplash.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-09-03T14:52:18.390Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt3d34bd589a40f2bd/6a99844dd29b4e29381d864e/kevin-horvat-Pyjp2zmxuLk-unsplash.jpg"},"title":"The security attack that hid inside your observability data","title_l10n":"The security attack that hid inside your observability data","updated_at":"2026-09-03T14:52:11.605Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/security-attack-hiding-in-observability-data","publish_details":{"time":"2026-09-03T14:52:17.834Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt468a97019f3f4cd4","_version":3,"locale":"en-us","ACL":{},"abstract_l10n":"Frontier AI has accelerated cyber threats to machine speed, leaving many ANZ organisations vulnerable. Our latest research reveals how fragmented data and visibility gaps hinder defence and why a unified platform is essential to battle threats.","author":[{"uid":"blt849afd8f13e08832","title":"Jeremy Pell","first_name":"Jeremy","last_name":"Pell","job_title_l10n":"Area Vice President, ANZ","company_l10n":"Elastic","image":{"uid":"blt0ed1f3b5d203d793","_version":1,"title":"headshot-jeremy-pell-300x300.jpg","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2025-03-26T20:03:10.600Z","updated_at":"2025-03-26T20:03:10.600Z","content_type":"image/jpeg","file_size":"16348","filename":"headshot-jeremy-pell-300x300.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-03-29T16:02:48.864Z","user":"blte04802f0330f25f7","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt0ed1f3b5d203d793/67e45d7e07290a9d32ebb53a/headshot-jeremy-pell-300x300.jpg"},"paragraph_l10n":"","key":"","facebook_id":"","twitter_id":"","linkedin_id":"","email_id":"","subtitle_l10n":"","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blte04802f0330f25f7","created_at":"2025-03-26T20:03:12.025Z","updated_at":"2025-04-07T04:15:42.798Z","ACL":{},"_version":3,"publish_details":{"time":"2025-04-07T04:15:57.758Z","user":"blte04802f0330f25f7","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-08-25T18:14:21.246Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"cs9684495bc1922ad3"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eMachine-speed attacks enabled by frontier AI are outpacing current defensive capabilities across Australia and New Zealand.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003ePolicy frameworks in the region are evolving, yet data reveals a persistent gap between regulatory intent and real-world operational security outcomes.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eVisibility gaps and fragmented data environments remain critical challenges that hinder organisations from achieving rapid, automated threat detection.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eData architecture preparation is essential for reliable AI deployment as current infrastructures often lack the complete, searchable context required for effective defence.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs2cd14942dcffcc5c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFrontier AI has handed attackers something they have never had before: the ability to move at machine speed. Attacks that once took days to craft now take minutes. Threats have not just evolved to be automated, adaptive, and operational around the clock. They have also changed category.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe surveyed more than 850 IT and cybersecurity professionals across Australia and New Zealand to understand how organisations are keeping up. What the data reveals is not a capability problem. It is a pace problem. And most organisations are losing the race.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Governments are rewriting the rules, but reality is outpacing policy","_metadata":{"uid":"cs10ec7fba7f03ff41"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBoth Australia and New Zealand have acknowledged the problem at the policy level. In June 2026, the Five Eyes intelligence partnership issued a direct warning: Frontier AI could transform cyber risk within months, not years. Both countries have responded with framework reform.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn Australia, the Australian Signals Directorate (ASD) is consulting on a replacement for the Essential Eight, a framework built for a different era and one that the research confirms has become too rigid for AI-enabled attacks. In New Zealand, \u003c/span\u003e\u003ca href=\"https://www.dpmc.govt.nz/publications/new-zealands-cyber-security-strategy-2026-2030\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003ethe Cyber Security Strategy 2026–2030\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now live, representing the most significant national cyber framework update in years. Both efforts are welcome. The data reveals a significant gap between intent and impact.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn Australia, only 18% say the previous Essential Eight primarily supported real protection over compliance, and 82% want its replacement to be clearer, simpler, and more prescriptive to drive real outcomes. In New Zealand, 83% see the new strategy as delivering genuine security value, but 15% already say compliance burdens outweigh protection.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Machine-speed attacks with human-speed defences","_metadata":{"uid":"cs8d1d00cd71d532bb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAwareness of the risk is not the problem: 90% of Australian respondents and 87% in New Zealand say their organisation understands how frontier AI could be weaponised against them. The issue is that awareness isn’t driving action.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOnly 14% of organisations in both countries say they could respond to an AI-automated attack at machine speed. The majority are still relying on mixed or manual processes to respond to attacks. Alert triage remains a human activity. Attackers have already automated theirs.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDetection speed outside business hours is another critical gap. Only 9% of Australian organisations would detect a compromise within five minutes after hours. More than a third in each country expect detection to take at least an hour. These are the windows attackers are built to exploit.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The gaps in visibility are significant","_metadata":{"uid":"cs1cdc5014e19f9062"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMonitoring blind spots is not a hidden problem: 60% of organisations in Australia have knowingly identified at least one unmonitored area in their environment, including 33% with several gaps. In New Zealand, that figure rises to 67% with 26% reporting multiple gaps.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe causes are consistent across both countries: legacy systems that are difficult to monitor, skills shortages, and security data fragmented across cloud, on-premises, and SaaS environments. The environment has expanded faster than the visibility tools built to cover it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUnmonitored gaps are not just a visibility problem. They are an AI readiness problem. An AI agent can only act on the context it can reach. If that context is incomplete, the agent is blind in exactly the places attackers are trained to exploit.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003c/span\u003e\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eOperational readiness\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAustralia\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eNew Zealand\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eHuman intervention required for 40%+ of alert decisions\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e84%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e87%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eWould detect a compromise within five minutes outside business hours\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e9%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e15%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eExpect detection to take at least an hour outside business hours\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e41%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e35%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eHave knowingly identified at least one unmonitored area\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e60%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e67%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eHave multiple monitoring blind spots\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e33%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e26%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e"},{"title_l10n":"AI tools are being deployed, but data foundations are not ready","_metadata":{"uid":"csc85b393efd42ed68"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOrganisations across both countries are moving fast on AI adoption. New Zealand leads with 62% already using AI for cybersecurity compared with 52% in Australia. However, both countries are in the same position on readiness.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOnly around one in five respondents in each country say their security data is actually ready for an AI agent to use reliably. An AI agent needs complete, searchable, real-time context to function. Scattered data across disconnected systems does not provide that. Deploying AI on a fragmented foundation does not close the readiness gap. It hides it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003c/span\u003e\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAI deployment and data readiness\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAustralia\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eNew Zealand\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eAlready using AI for cybersecurity\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e52%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e62%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eUsing or planning to deploy AI within 12 months\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e77%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e81%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSecurity data ready for an AI agent to use reliably\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e20%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e19%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eUpdated incident response playbook in past 12 months\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e78%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e77%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eRemain unconfident in defences despite updated playbook\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e54%\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e49%\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e"},{"title_l10n":"The pressure is mounting on leaders","_metadata":{"uid":"cs8ebee1c7c3e262c7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCyber accountability is no longer abstract. Under Australian law, directors can face personal fines and removal following a breach. In Australia, 57% believe their CEO would resign or be removed within 12 months of a major incident. In New Zealand, 50% say the same.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut accountability has not yet translated into operational change at the pace the threat demands. In Australia, 28% say their organisation's response has been mostly paperwork. In New Zealand, 52% say stronger enforcement has not meaningfully changed their leadership team's behaviour.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe pressure is not only falling on leaders. For example, in New Zealand, 56% of security professionals say the growing role of AI in cyber threats has increased their work-related stress over the past 12 months. People on the front line are feeling it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How to navigate this moment","_metadata":{"uid":"cs0d05f54f131c0ac9"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe answer for everyone needs to be about examining the foundations.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor both Australia and New Zealand, the next step for frameworks and organisations is the same. Guidance needs to drive tool consolidation, not tool sprawl. Rather than layering more point solutions on disconnected environments, the path forward is unified platforms that pull data from across on-premises, cloud, third-party, IoT, and operational technology systems in one place. Fragmented tools produce fragmented visibility. Fragmented visibility produces a lack of machine-speed readiness.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eData architecture has to come before AI deployment. You cannot run AI-driven security on scattered, inaccessible data. The path to machine-speed defence runs through the data foundation first. And that foundation should be open and model-agnostic. Organisations should not be locked to a single AI provider for critical security operations as frontier AI continues to evolve.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen the foundation is in place, genuine agentic security becomes possible. AI handles automated threat workflows at machine speed. Security teams gain unified visibility with no blind spots. Humans move to the top of the loop: making decisions, not manually reconstructing context across disconnected systems. That is what good looks like. The question is whether the architecture choices being made now will get organisations there before the threat widens the gap further.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs7d8758a69af877bf"}}},{"callout":{"title_l10n":"About the research","_metadata":{"uid":"cs1841cd235beccf34"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic's 2026 cybersecurity research was conducted by Pureprofile in August 2026. It surveyed over 850 IT and cybersecurity professionals across Australia and New Zealand with primary, shared, or advisory responsibility for their organisation's information or cybersecurity decisions. Australian findings are drawn from 602 respondents; New Zealand findings are from 249 respondents.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs24a6b8a088b4a810"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs3cd9b9a34bad719c"}}}],"publish_date":"2026-08-26","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Machine vs. machine: Navigating AI cyber threats in ANZ","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"},{"uid":"bltd11e6308b4dbe770","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"blte007e1c9cef6ad6b","title":"Endpoint security","label_l10n":"Endpoint security","keyword":"endpoint-security","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:48.898Z","updated_at":"2020-07-06T22:20:15.552Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.524Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt6f00e40aaa5c6f0e","title":"SIEM","label_l10n":"SIEM","keyword":"siem","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:57.128Z","updated_at":"2020-07-06T22:20:05.385Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.501Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"bltc6ff3701d8f9c3ac","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-08-25T18:14:18.385Z","created_by":"bltb6c155cd84fc0c1a","file_size":"54968","filename":"philipp-katzenberger-iIJrUoeRoCQ-unsplash.jpg","parent_uid":null,"tags":[],"title":"philipp-katzenberger-iIJrUoeRoCQ-unsplash.jpg","updated_at":"2026-08-25T18:14:18.385Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-25T23:00:00.511Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltc6ff3701d8f9c3ac/6a8ddb7abed19d80e9afb6e0/philipp-katzenberger-iIJrUoeRoCQ-unsplash.jpg"},"title":"Machine vs. machine: The new reality of cybersecurity in ANZ","title_l10n":"Machine vs. machine: The new reality of cybersecurity in ANZ","updated_at":"2026-08-25T18:50:03.186Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/cybersecurity-in-australia-new-zealand","publish_details":{"time":"2026-08-25T23:00:00.471Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt56d2051e1b95946a","_version":7,"locale":"en-us","ACL":{},"abstract_l10n":"AV-Comparatives published the 2026 Business Security Test, covering the March–June 2026 test period. Across 16 enterprise solutions tested on fully patched Windows 11, Elastic Security was the only vendor to achieve a 100% malware protection rate.","author":[{"_version":1,"locale":"en-us","uid":"bltd0b7c1c11763da81","ACL":{},"company_l10n":"","created_at":"2024-05-29T14:16:09.209Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Roxana","image":null,"job_title_l10n":"Senior Product Manager, Endpoint Security","key":"","last_name":"Gheorghe","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Roxana Gheorghe","twitter_id":"","updated_at":"2024-05-29T14:16:09.209Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-05-29T14:16:17.901Z","user":"bltb6c155cd84fc0c1a"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-07-14T19:57:34.752Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csbe71553ef1f5fe0f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCybersecurity teams face a seemingly impossible responsibility to ensure absolute threat prevention without impacting performance or triggering false positives. Many vendors promise out-of-the-box protection, but independent test organizations provide the rigorous, real-world evaluation required to see if any platform can truly achieve this without the benefit of custom tuning.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAV-Comparatives just published the first half-year report of its\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003ca href=\"https://av-comparatives.org/tests/business-security-test-2026-march-june/\" target=\"_blank\"\u003e2026 Business Security Test\u003c/a\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, covering the March–June 2026 test period. Across 16 enterprise solutions tested on fully patched Windows 11, Elastic Security was the only vendor to achieve a 100% malware protection rate while landing in the top tier for real-world protection and earning AV-Comparatives Approved Business Product Award. At the heart of this result is Elastic Defend, the native endpoint protection solution inside Elastic Security. Here is what the numbers say and why they turned out the way they did.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic is the only vendor with 100% in the Malware Protection Test","_metadata":{"uid":"cs42cbfee20f566d5d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Malware Protection Test simulates the scenario every business eventually faces: malware that's already on the disk or arrives over the LAN or on a removable drive, rather than straight off a website. AV-Comparatives ran 1,000 recent malware samples against every product, scanning on access and then executing anything that slipped through, so behavioral defenses had a chance to react.\u003c/span\u003e\u003cspan style='font-size: 14pt;'\u003e \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eElastic came out on top, being the only vendor with a perfect score as stated by AV-Comparatives:\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csf4908d124ce4ecc0"}}},{"quotes":{"quote_l10n":"Elastic Security posted a perfect 100% score in our Malware Protection Test, the top result across the entire field this cycle.","_metadata":{"uid":"cs98ab9267ecac0aa0"},"quote_author_l10n":"Andreas Clementi, CEO, AV-Comparatives","quote_details_l10n":""}},{"image":{"image":{"uid":"blt2fa600b1934bc319","_version":1,"title":"avc-graphic-1.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-14T19:58:22.512Z","updated_at":"2026-07-14T19:58:22.512Z","content_type":"image/png","file_size":"55921","filename":"avc-graphic-1.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-15T17:34:30.151Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt2fa600b1934bc319/6a5694de15befed39c3a77c0/avc-graphic-1.png"},"_metadata":{"uid":"csf03afd0d589fef2b"},"caption_l10n":"AV-Comparatives Malware Protection Test (March 2026) Results","alt_text_l10n":"AV-Comparatives Malware Protection Test (March 2026) Results","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs82a2828c4a81a92f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe gap between 99% and 100% may look small on paper, but it isn't; at enterprise scale, that one-in-a-hundred is the sample that becomes an incident, a ticket queue, and, in the wrong case, a breach. And Elastic reached it with zero false alarms on common business software, which is exactly the balance the test is designed to reward.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic tied at the top for the Real-World Protection Test","_metadata":{"uid":"csc2d79593b3692c22"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Real-World Protection Test is the harder one, simulating what a business user actually runs into while browsing like malicious URLs, drive-by exploits, and socially engineered downloads. It also lets every layer of the product step in at any stage: URL blocking, download inspection, behavioral analysis, and memory protection. The test was run continuously from March through June 2026 across 400 test cases and is the closest test simulating the real-world scenarios inside a lab.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security achieved the highest score and blocked 399 of 400 threats — a 99.8% protection rate alongside two other vendors.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs4ba3ca03c223145a"}}},{"image":{"image":{"uid":"bltcf75e63a1b97de5e","_version":1,"title":"Screenshot 2026-07-14 at 4.02.46 PM.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-14T20:03:25.938Z","updated_at":"2026-07-14T20:03:25.938Z","content_type":"image/png","file_size":"88632","filename":"Screenshot_2026-07-14_at_4.02.46_PM.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-15T17:34:30.129Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltcf75e63a1b97de5e/6a56960d745c959cfb3ab29d/Screenshot_2026-07-14_at_4.02.46_PM.png"},"_metadata":{"uid":"csd75d5c5ff1ad680d"},"caption_l10n":"AV-Comparatives Real-World Protection Test (March–June 2026) Results","alt_text_l10n":"AV-Comparatives Real-World Protection Test (March-June 2026) Results","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs7ecee469725e7470"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTaken together, the two protection tests tell a consistent story: Elastic Security caught everything thrown at it in the malware test and all but one case in the real-world test, placing it above every other enterprise vendor in the field, including the names most organizations already have on their shortlist.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"A note on false positives","_metadata":{"uid":"cse809519426346c68"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAlert fatigue is real, and protection scores only mean something when they're paired with accuracy. AV-Comparatives is rigorous about testing both. Elastic recorded zero false alarms on common business software in both tests, which is the metric that matters most for day-to-day operations and a hard requirement for certification. On less common and non-business files, Elastic landed in the \"High\" false-positive band and was flagged alongside other vendors for above-average false positives in the Real-World Protection Test.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat aggressive prevention is exactly why our protection numbers are so high. While it might flag the occasional uncommon or non-business file, we review those cases quickly and adjust our rules. For teams that regularly run unusual internal tooling, it's a known dimension worth tuning. And \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/solutions/security/configure-elastic-defend/configure-an-integration-policy-for-elastic-defend\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic's centralized policy management\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/solutions/security/manage-elastic-defend/trusted-applications\"\u003e\u003cspan style='font-size: 12pt;'\u003etrusted applications\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e lists, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/solutions/security/manage-elastic-defend/elastic-endpoint-exceptions\"\u003e\u003cspan style='font-size: 12pt;'\u003eendpoint exceptions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e are the tools to help and support through the process.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic is within the lines for the Performance Test","_metadata":{"uid":"csf5dfdcedafb79a25"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Performance Test measures how much a product slows down everyday work like copying files, launching apps, browsing, and installing software on deliberately low-end hardware (a Core i3 with 8 GB of RAM). Elastic Security posted a total impact score of 24.2, sitting comfortably under the 40-point threshold required for certification with a Procyon office-productivity score of 90.8 against a clean-system baseline of 100. That is a solid result for a comprehensive security solution running on a modest machine, proving that the best protection doesn’t need to sacrifice performance.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What this means for your organization","_metadata":{"uid":"cs5beb39e5867128d7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis round of testing from AV-Comparatives says something specific and verifiable: Elastic Defend delivers best-in-field prevention — the only 100% malware protection rate in the test and a top-tier real-world score — while staying within the accuracy and performance limits that keep security teams productive rather than buried in noise.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Defend is the endpoint layer of Elastic Security, which unifies endpoint protection, SIEM, investigation, response, and automation and can ingest telemetry from the third-party tools you already run. It deploys in connected, restricted-network and fully air-gapped environments with security content distributed over internal infrastructure when there's no direct internet access.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Get started with Elastic Security","_metadata":{"uid":"cs9cca11226a6c8f32"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eJoin the growing number of businesses that trust Elastic Security to protect their organization against attacks. Experience the peace of mind that comes with knowing that your endpoints\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003eand organization as a whole\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;are secure against the latest threats. Start your Elastic Security\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/serverless-registration?onboarding_token=security\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003efree trial\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, and discover the difference that our protection can make. Visit\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eelastic.co/security\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;to learn more.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csea39a8880e47f891"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs6cff90bace4cf29b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(52, 55, 65);font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs955763b318e45681"}}}],"publish_date":"2026-07-15","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt7cdf52ef357ab22a","_content_type_uid":"tags_topic"},{"uid":"blt47414afcde70b058","_content_type_uid":"tags_topic"},{"uid":"bltac352930d0bd6c7f","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"blte007e1c9cef6ad6b","title":"Endpoint security","label_l10n":"Endpoint security","keyword":"endpoint-security","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:48.898Z","updated_at":"2020-07-06T22:20:15.552Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.524Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"bltdf758e666d3d1da7","_version":1,"title":"AV-comparative-business-blog-header.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-14T19:43:19.013Z","updated_at":"2026-07-14T19:43:19.013Z","content_type":"image/png","file_size":"38431","filename":"AV-comparative-business-blog-header.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-15T17:34:30.169Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltdf758e666d3d1da7/6a569157ade6f5a1f76e6200/AV-comparative-business-blog-header.png"},"title":"Elastic leads the latest AV-Comparatives Malware Protection Test with a perfect score","title_l10n":"Elastic leads the latest AV-Comparatives Malware Protection Test with a perfect score","updated_at":"2026-07-15T17:34:24.114Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/av-comparatives-business-security-test-2026","publish_details":{"time":"2026-07-15T17:34:29.835Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt50ea980fbe51d4df","_version":8,"locale":"en-us","ACL":{},"abstract_l10n":"Elastic has been named a Strong Performer in The Forrester Wave™: Extended Detection And Response Platforms, Q2 2026. Elastic Security is the agentic security operations platform built to secure, not to tax.","author":[{"uid":"blt31d7848852828ddd","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2025-06-19T00:54:28.031Z","created_by":"blte369ea3bcd6ac892","email_id":"","facebook_id":"","first_name":"Natalie","image":{"uid":"blt0bb5c14ce4d2a1a8","_version":1,"title":"natalie.jpg","created_by":"bltd9765be97bbed20c","updated_by":"bltd9765be97bbed20c","created_at":"2025-06-24T16:20:28.632Z","updated_at":"2025-06-24T16:20:28.632Z","content_type":"image/jpeg","file_size":"7421","filename":"natalie.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-06-24T16:20:37.288Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt0bb5c14ce4d2a1a8/685ad04c8481f9bc19ed4ca4/natalie.jpg"},"job_title_l10n":"Director, Communications","key":"","last_name":"Blake","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Natalie Blake","twitter_id":"","updated_at":"2025-06-24T16:20:31.856Z","updated_by":"bltd9765be97bbed20c","publish_details":{"time":"2025-06-24T16:20:37.077Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-06-15T21:34:51.000Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs2cc20fbaedb7f088"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic has been named a Strong Performer in The Forrester Wave™: Extended Detection And Response Platforms, Q2 2026 report. The report recognized our SIEM-replacement capabilities, open data architecture, AI innovation, and endpoint protection. Here's what Forrester found and why we believe it reflects what we've been building.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs4ebb8d4e1c241096"}}},{"image":{"image":{"uid":"blt8c63458a80835ec2","_version":1,"title":"forrester-wave-xdr-2026.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-06-16T13:23:25.969Z","updated_at":"2026-06-16T13:23:25.969Z","content_type":"image/png","file_size":"625170","filename":"forrester-wave-xdr-2026.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-06-16T13:47:05.103Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt8c63458a80835ec2/6a314e4dbe37cb000811a712/forrester-wave-xdr-2026.png"},"_metadata":{"uid":"csc227039e5cef015c"},"caption_l10n":"","alt_text_l10n":"graphic for the forrester wave extended detection and response platforms 2026","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"What the report found","_metadata":{"uid":"csd1efa3fa0aac0580"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eForrester evaluated vendors across strategy, current offering, and customer feedback. A few things stood out to us in our profile.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"SIEM and telemetry ingestion ","_metadata":{"uid":"csd8577773f839be92"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAccording to the report, “Elastic's SIEM-replacement features are strong as it ingests a wide-range telemetry at scale, including from its \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security/xdr\"\u003e\u003cspan style='font-size: 12pt;'\u003eendpoint agent\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.” Security teams have to be able to correlate across cloud, endpoint, identity, application, and network data without fighting through siloed tools. Elastic is built for exactly that.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Flexibility as a differentiator","_metadata":{"uid":"cs110ac7bd35c1d31f"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe report identified flexibility as Elastic's biggest differentiator. Security teams can ingest telemetry from virtually any source, tailor detections to their unique environment and risk profile, and build workflows that align with their existing processes rather than adapting to rigid platform constraints. Detection engineers can move faster, reduce vendor lock-in, and create security operations experiences that fit their organization instead of forcing their organization to fit the tool.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe report also pointed to our open data formats, core engines, strong training content, and flexible data management that make it heavily customizable. That's not marketing or sales lingo, it's what Elastic Common Schema (ECS), Open Cybersecurity Schema Framework (OCSF), and OpenTelemetry (OTel) support actually look like in practice.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"AI in the SOC","_metadata":{"uid":"cs8a7be6125186e11a"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn a market full of AI hype, the Forrester report also noted that Elastic has demonstrated a strong commitment to innovation with a focus on AI features like Automatic Migration and Attack Discovery.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAutomatic Migration\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e helps teams easily migrate dashboards and detection rules from their existing SIEM into Elastic without rewriting rules or rebuilding dashboards.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAttack Discovery\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e correlates related alerts and surfaces higher-confidence attack narratives, so analysts spend time on actual incidents rather than working through an undifferentiated alert queue.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Endpoint protection","_metadata":{"uid":"cs0d8512593834b282"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic's endpoint protection was evaluated as on par compared to other vendors in the Wave, rooted in the Endgame acquisition and built on kernel-level visibility, behavioral prevention, and memory threat detection.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic is the only vendor to achieve 14 consecutive months of 100% rates in \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/av-comparatives-business-security-test-2025\"\u003e\u003cspan style='font-size: 12pt;'\u003eAV-Comparatives’ Malware and Real-World Protection Tests\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, demonstrating tangible efficacy against real-world attack scenarios.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Customer feedback","_metadata":{"uid":"csddf843e581c7c483"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eReference customers told Forrester they benefit from the open nature of the Elastic platform, as it provides transparency and control. They report that Elastic grows its list of integrations and that its analytics cover many use cases they need out of the box. They highlight fleet management as especially simple.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Why open architecture is a security strategy","_metadata":{"uid":"cs08853bd46c24bf53"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eClosed ecosystems create migration debt. Every proprietary data format, every vendor-specific detection language, every locked integration is work you'll eventually pay to undo. Elastic's approach is different: open standards in; open standards out. Your data stays yours, your detections are portable, and your security program doesn't depend on one vendor's roadmap decisions.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor CISOs evaluating long-term architecture, the cost of a platform switch to other vendors isn't the license; it's the detection content, the integrations, the analyst workflows, and the institutional knowledge built on top of whatever you're running today. Elastic’s open architecture reduces that switching cost whether you're moving in, expanding, or moving out.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Where Elastic Security is headed","_metadata":{"uid":"csf61b991e8211bc40"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eForrester noted that we envision an open, agentic SOC that will automate operations. We agree, and it's where our investment is going.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAgentic security operations means autonomous AI agents that can investigate alerts, correlate signals, and surface recommended actions \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ewith analysts making the calls that matter\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e. The infrastructure for that is already in Elastic: \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/workflows-soar\"\u003e\u003cspan style='font-size: 12pt;'\u003enative automation\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e; composable, out-of-the-box AI skills; conversational detection engineering; and so much more.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut these capabilities aren’t just available in Elastic Security. The \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/elastic-security-mcp-app\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security MCP App\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e built on the open MCP Apps extension to the Model Context Protocol let an MCP tool return an interactive UI alongside its text response, rendered inline in Claude Desktop, Claude.ai, VS Code Copilot, Cursor, or any compatible host. This enables alert triaging, threat hunting, and case management all in the same tools analysts are already using.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBecause Elastic Security runs on the same platform as observability and search workloads, security teams can correlate across operational and security telemetry without moving data between silos.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The platform built for this moment — not retrofitted to meet it","_metadata":{"uid":"csce6c96e1a12359b3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe industry's security stack was built before AI changed how fast attacks move. Breakout times are measured in seconds. Phishing campaigns built by large language models achieve click-through rates multiple times higher than traditional methods. The adversary is already operating at machine speed.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe modern threat environment exposes every friction point in the legacy security stack: per-endpoint fees that force coverage decisions no security team should have to make on a budget; bolted-on automation that breaks during the active incidents it was supposed to help with; proprietary AI that hides its reasoning when analysts need to validate a decision; and data architectures that put historical context behind rehydration delays exactly when an investigation needs it most.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEvery one of those is a vendor-imposed barrier. Every barrier is time the adversary is already using. Elastic Security is built to remove barriers by providing unified SIEM, XDR, and native automation in one platform, no per-endpoint fees, no separate SOAR license, AI that shows its work, and real-time access to historical data without rehydration penalties. At Elastic, the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/what-is/agentic-security-ops\"\u003e\u003cspan style='font-size: 12pt;'\u003eagentic SOC\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e isn't a future state. It's what happens when those barriers are gone.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/customers/success-stories?usecase=security-analytics\u0026industry=All\"\u003e\u003cspan style='font-size: 12pt;'\u003eLearn more about how customers use Elastic Security\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to power agentic security operations.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Read the full report","_metadata":{"uid":"csb110f0ef20459501"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003eThe Forrester Wave™: Extended Detection And Response Platforms, Q2 2026\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is now available. \u003ca href=\"https://www.elastic.co/resources/security/report/forrester-xdr-wave\" target=\"_self\"\u003eRead the report\u003c/a\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eExplore how\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Security\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;enables autonomous agents to handle the full lifecycle from ingestion through response, and your analysts handle judgment, verification, and approval.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csb18de4cb163c50ae"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs52f45040aa85f0ab"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eForrester does not endorse any company, product, brand, or service included in its research publications and does not advise any person to select the products or services of any company or brand based on the ratings included in such publications. Information is based on the best available resources. Opinions reflect judgment at the time and are subject to change. This report is part of a broader collection of Forrester resources, including interactive models, frameworks, tools, data, and access to analyst guidance. For more information, read about Forrester’s objectivity here .\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs2edd483a1b208e6b"}}}],"publish_date":"2026-06-16","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt6446d17b56e60042","ACL":{},"created_at":"2021-07-12T21:53:04.840Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"endpoint-security","label_l10n":"Endpoint security","tags":[],"title":"Endpoint security","updated_at":"2021-07-12T21:53:04.840Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:22.409Z","user":"blt4b2e1169881270a8"}},{"title":"SIEM","label_l10n":"SIEM","keyword":"siem","hidden_value":false,"tags":[],"locale":"en-us","uid":"blta7a92715fa2dc7aa","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2021-07-12T21:52:53.275Z","updated_at":"2021-07-12T21:52:53.275Z","ACL":{},"_version":1,"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2021-10-07T18:59:30.492Z","user":"blt36e890d06c5ec32c"}}],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltac352930d0bd6c7f","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}},{"uid":"blte007e1c9cef6ad6b","title":"Endpoint security","label_l10n":"Endpoint security","keyword":"endpoint-security","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:48.898Z","updated_at":"2020-07-06T22:20:15.552Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.524Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt6f00e40aaa5c6f0e","title":"SIEM","label_l10n":"SIEM","keyword":"siem","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:57.128Z","updated_at":"2020-07-06T22:20:05.385Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.501Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"thumbnail_image":{"uid":"blt8cc7668fe69ceb53","_version":1,"title":"forrester-wave-xdr-blog.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-06-15T21:34:48.867Z","updated_at":"2026-06-15T21:34:48.867Z","content_type":"image/png","file_size":"22604","filename":"forrester-wave-xdr-blog.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-06-16T13:47:05.075Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt8cc7668fe69ceb53/6a306ff8db6e4a31518c91af/forrester-wave-xdr-blog.png"},"title":"Making Waves: Elastic named a Strong Performer in The Forrester Wave™: Extended Detection And Response Platforms, Q2 2026","title_l10n":"Making Waves: Elastic named a Strong Performer in The Forrester Wave™: Extended Detection And Response Platforms, Q2 2026","updated_at":"2026-06-16T13:46:55.883Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/forrester-wave-strong-performer-extended-detection-and-response-platforms-2026","publish_details":{"time":"2026-06-16T13:47:04.798Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltbf05966c1c40d874","_version":2,"locale":"en-us","ACL":{},"abstract_l10n":"State and local governments in the United States face growing cyber threats but uneven security resources across agencies. A whole-of-state security model enables shared visibility, coordination, and resilience without sacrificing data sovereignty.","author":[{"_version":1,"locale":"en-us","uid":"blt08b4b5ab12c65210","ACL":{},"company_l10n":"","created_at":"2021-12-30T19:31:41.067Z","created_by":"blt4349d9729d06d101","email_id":"","facebook_id":"","first_name":"Bobby","image":null,"job_title_l10n":"","key":"","last_name":"Suber","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Bobby Suber","updated_at":"2021-12-30T19:31:41.067Z","updated_by":"blt4349d9729d06d101","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2021-12-30T19:31:44.267Z","user":"blt4349d9729d06d101"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-04-29T18:05:04.933Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"cs03758ecf4cb543f6"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eState and local governments in the United States face growing cyber threats, but there are uneven security resources across agencies.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/modern-siem-whole-of-state-cybersecurity\"\u003e\u003cspan style='font-size: 12pt;'\u003eA whole-of-state security model\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e enables shared visibility, coordination, and resilience without sacrificing data sovereignty.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-security-ai-security-analytics-solution\"\u003e\u003cspan style='font-size: 12pt;'\u003eAI-driven security analytics\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e help understaffed teams detect real threats faster and operate at scale.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eOpen, distributed architectures make it possible to protect citizen services while controlling cost and complexity.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"Why are US states rethinking how they defend against cyber threats?","_metadata":{"uid":"cs8ae0cb6c26bcdb7a"},"header_style":"H2","paragraph_l10n":""}],"_metadata":{"uid":"csa4ab48dbe88b27d0"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"csbed14373aa6f8169"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eShort answer: \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eBecause attackers exploit fragmentation faster than governments can respond\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csd912c04d116f88ab"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis shift toward collective cyber defense is a cornerstone of the new federal vision. The March 2026 \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/cyber-strategy-for-america\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003eNational Cyber Strategy for America\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e explicitly calls for a \"new level of relationship between the public and private sectors\" and demands \"unprecedented coordination across government\" to protect the American people. By prioritizing the \"security and resilience of the systems that underpin our military, intelligence, and civilian enterprises,\" the strategy signals that local and state security is no longer an isolated concern; it is a matter of national economic and social prosperity.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eState governments today oversee a vast and diverse ecosystem, including executive agencies, counties, cities, school districts, higher education, and public safety organizations. Each plays a critical role in delivering citizen services, yet many operate with different tools, staffing levels, and security maturity.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAttackers understand this imbalance. Rather than targeting the most mature state systems directly, they often compromise \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esmaller, under-resourced entities\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e first, using them as entry points into larger environments.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis reality is driving a shift toward a \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ewhole-of-state cybersecurity approach\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What is a whole-of-state cybersecurity model?","_metadata":{"uid":"cs77624ddfeb2f85ad"},"header_style":"H2","paragraph_l10n":""}],"_metadata":{"uid":"cs496eb7b6f4904965"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"csf36b0736df0a23a5"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eShort answer: \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eA collaborative security strategy that treats the entire state ecosystem as a shared defensive perimeter\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csa58c137ae1dbf9ca"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTraditionally, state agencies, local municipalities, and school districts have operated as individual \"islands\" of security. A whole-of-state approach breaks down these silos, allowing shared threat intelligence, unified tooling, and coordinated incident response.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eInstead of every agency or district operating independently, states coordinate tooling, visibility, and response across jurisdictions. Larger state security teams can share capabilities and expertise with smaller local entities, raising the baseline of protection for everyone.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe result is a move from fragmented defense to \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ecollective resilience\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis model is increasingly supported by federal frameworks. For instance, the \u003c/span\u003e\u003ca href=\"https://www.cisa.gov/state-cybersecurity-governance-case-studies\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eCISA State Cybersecurity Governance Case Studies (2026)\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e highlight how states like Georgia and Virginia have successfully used formal governance structures to manage cyber risk as a collective strategic priority. These studies demonstrate that by establishing clear policies and shared resources, states can protect the most vulnerable local entities without infringing on their operational independence.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Why does the weakest link matter in public sector security?","_metadata":{"uid":"csca9b54ae275886ef"},"header_style":"H2","paragraph_l10n":""}],"_metadata":{"uid":"csbfe06306a49c55eb"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs3b53f6936235dc08"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eShort answer: \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eBecause cyber defense is only as strong as its most vulnerable endpoint\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cse5b4a44432933ce5"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis isn't just a theoretical risk. Recent analysis from\u003c/span\u003e\u003ca href=\"https://www.deloitte.com/us/en/insights/industry/government-public-sector-services/whole-of-state-cybersecurity.html\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;Deloitte (2026): Whole-of-state cybersecurity: Protecting the public information ecosystem\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e reveals that cybercriminals are increasingly bypassing hardened state data centers to target \"cyber-underserved\" entities. These include K-12 districts and small municipalities that serve as the literal front doors to a state's digital ecosystem. These entities often lack the budget for elite defense, yet they are connected to the same vital networks. This creates a vast and vulnerable attack surface that Deloitte identifies as the single greatest challenge to state-wide resilience.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA breach in any one of these organizations can disrupt statewide services or expose sensitive citizen data. A whole-of-state model addresses this risk by enabling:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eShared detection and response:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Threats are identified early before they can move laterally through the network.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCoordinated action:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Organizations move away from siloed incident handling toward a unified defense posture.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eConsistent protection:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Security standards remain high regardless of an individual agency's size or budget.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen one organization is protected, the entire ecosystem benefits.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How does a whole-of-state approach protect citizen services?","_metadata":{"uid":"cscecdf077d8ac84ba"},"header_style":"H2","paragraph_l10n":""}],"_metadata":{"uid":"csc767cf3addc24103"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs4c1d1598c633e277"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eShort answer: \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eBy enabling real-time coordination before incidents become crises\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csd4315d30dffcc401"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCyber incidents in the public sector are not abstract IT problems. They can halt 911 dispatch, delay emergency response, close schools, or expose student and citizen personally identifiable information (PII).\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith shared visibility and standardized workflows, security teams can:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDetect attacks as they propagate across agencies\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCoordinate response across state and local boundaries\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eKeep essential services running during incidents\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis operational alignment is critical for maintaining public trust.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Can states achieve economies of scale without sacrificing autonomy?","_metadata":{"uid":"cs7c3520b0e0611c8c"},"header_style":"H2","paragraph_l10n":""}],"_metadata":{"uid":"csccd1b3e928d47a61"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"csc80f67491ccf2e94"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eShort answer: \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eYes, but only with the right architecture\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs9b84d7245adf1abb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePooling resources does not mean forcing every agency into a single, centralized system. Modern whole-of-state strategies rely on \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-global-data-mesh-security-governance-policy\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003edistributed architectures\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e that balance efficiency with governance.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis enables:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/observability/tool-consolidation\"\u003e\u003cspan style='font-size: 12pt;'\u003eReduced tool sprawl\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and licensing redundancy\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLower operational complexity\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBetter use of taxpayer and tuition dollars\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt the same time, agencies retain control over their own data and policies.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Why do distributed security architectures matter for state governments?","_metadata":{"uid":"cs4c25c80d998fe08b"},"header_style":"H2","paragraph_l10n":""}],"_metadata":{"uid":"cs89eaf48b3ab6ee66"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs7b2bbc914baa817d"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eShort answer: \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eBecause sensitive data cannot always be centralized\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csc5937fc9f8e9d7f2"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTraditional security information and event management (SIEM) platforms often require moving large volumes of log data into a central repository. For state governments, this can introduce massive costs, data egress fees, and complex compliance risks.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA distributed \u003c/span\u003e\u003ca href=\"https://www.elastic.co/industries/public-sector/data-mesh\"\u003e\u003cspan style='font-size: 12pt;'\u003edata mesh\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e approach allows teams to search and analyze data where it already resides while still providing statewide visibility. This reflects the current federal gold standard. For example, the CISA Continuous Diagnostics and Mitigation (CDM) Program uses Elastic to enable CISA to access federal agencies’ cybersecurity data via a unified dashboard without moving that data or removing ownership from the originating agency.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBy adopting this same architecture, states can achieve:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eData sovereignty:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Keeping sensitive student or citizen data within its originating department to satisfy local privacy mandates\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ePolicy-aware access controls:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Ensuring that shared visibility is always aligned to jurisdictional and agency boundaries\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAffordable long-term retention:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Supporting strict mandates like \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eM-21-31\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e by using searchable \"frozen\" data tiers rather than relying on expensive, inaccessible cold storage\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis architecture makes collaboration possible without compromising the privacy, governance, or budgets of individual agencies.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cse434b52dad532145"}}},{"image":{"image":{"uid":"blt3d0b5c45076a6f71","_version":1,"title":"image1.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-04-29T17:54:08.266Z","updated_at":"2026-04-29T17:54:08.266Z","content_type":"image/png","file_size":"484750","filename":"image1.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-04-29T18:08:40.478Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt3d0b5c45076a6f71/69f245c0c7c3ba45b3d05601/image1.png"},"_metadata":{"uid":"csbe71ee247d7dc3c8"},"caption_l10n":"","alt_text_l10n":"On State SOC graphic","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"Why does open security matter in a whole-of-state strategy?","_metadata":{"uid":"csd6ef4d9847469bd4"},"header_style":"H2","paragraph_l10n":""}],"_metadata":{"uid":"csea622810bec4363c"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs577f720a3d32966f"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eShort answer: \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eBecause whole-of-state cyber defense requires integration across agencies without forcing uniform tools or vendor lock-in\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs5e608fd849eac4ec"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eState and local organizations operate with different budgets, policies, and legacy systems. An \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style='font-size: 12pt;'\u003eopen security model\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e enables collaboration by allowing agencies to participate without abandoning existing investments.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOpen security enables:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eVendor-agnostic data ingestion\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, so agencies can share security signals regardless of existing tools\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eStandards-based integrations\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, allowing systems to work together across jurisdictions\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/resources/security/report/state-of-detection-engineering-at-elastic\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCommunity-driven detections\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, providing transparency instead of opaque black-box analytics\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor state, local, and education (SLED) organizations, openness reduces long-term risk, preserves agency autonomy, and makes sustained statewide collaboration achievable.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How does AI become a force multiplier for understaffed security teams?","_metadata":{"uid":"cs2b7f17f90b544777"},"header_style":"H2","paragraph_l10n":""}],"_metadata":{"uid":"cs8a0caa6e57fa37db"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs710c33adcf657dcb"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eShort answer: \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eBy helping teams focus on what matters most\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs5b59c8f5c6136018"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eState CISOs consistently cite staffing shortages as one of their biggest challenges, but the strategy for solving this has shifted. According to the \u003c/span\u003e\u003ca href=\"https://www.nascio.org/resource-center/resources/state-cio-top-ten-policy-and-technology-priorities-for-2026/\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eNASCIO Top 10 Priorities for 2026\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, artificial intelligence has officially overtaken cybersecurity as the number-one policy priority for State CIOs for the first time in over a decade. This signals a transition from seeing AI as a future trend to treating it as the primary operational tool for managing risk across the state ecosystem.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis includes:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAlert triage\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, correlating hundreds of alerts into a small number of high-confidence incidents\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eGuided investigation\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, reducing noise and analyst fatigue\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eFaster response\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, enabling teams to act before threats escalate\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBy shifting analysts from triage to decision-making, AI extends the reach of limited teams.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Can AI-driven security be used responsibly in the public sector?","_metadata":{"uid":"csa16111cb8ed4e6d3"},"header_style":"H2","paragraph_l10n":""}],"_metadata":{"uid":"cs65d303804a594135"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs043d6b2cb1e10790"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eShort answer:\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e Yes, the system can leverage \u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/what-is/context-engineering\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003econtext engineering\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e to ensure every AI output is grounded in verified, local data.\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs517cfd1c6f16af23"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePublic sector organizations face strict privacy and compliance requirements, which is why a one-size-fits-all approach to AI often fails. To maintain trust, agencies are moving toward \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003econtext engineering\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e. Rather than relying on simple prompts, context engineering is the technical discipline of dynamically assembling the right data, policy guardrails, and institutional knowledge for AI in real time.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBy using this approach, the system ensures that:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ePolicy is enforced at the data layer:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e AI only \"sees\" the context it is authorized to access, ensuring that redaction and PII protections are absolute.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eInstitutional memory is preserved:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e AI draws from past incident reports and state-specific standard operating procedures (SOPs), preventing hallucinations that are common in generic models.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSovereignty is maintained:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Because context is assembled dynamically from your own secure data stores, sensitive information is never used to train public models.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"What does whole-of-state cyber defense enable long term?","_metadata":{"uid":"cs395651f989d31a83"},"header_style":"H2","paragraph_l10n":""}],"_metadata":{"uid":"cs41092f7abccd5866"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs6cf093a22d5c9f5c"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eShort answer: \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eA whole-of-state strategy is not just about better tools; it is about fundamentally changing how governments defend themselves.\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs1cc564acd9f587ff"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBy combining open, distributed architectures with AI-driven security analytics, states can align with the vision set forth in \u003c/span\u003e\u003ca href=\"https://www.whitehouse.gov/wp-content/uploads/2026/03/President-Trumps-Cyber-Strategy-for-America.pdf\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ePresident Trump’s Cyber Strategy for America (March 2026)\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. This national framework prioritizes the rapid adoption of agentic AI to autonomously detect, divert, and deceive threat actors at scale. For state leaders, this enables a shift from reactive firefighting to a proactive, coordinated defense that can:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eExtend protection to under-resourced agencies:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Bringing elite, AI-powered defense to small towns and school districts that cannot hire dedicated security teams\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eImprove resilience against coordinated attacks:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Identifying patterns across the entire state ecosystem to stop a multiprong campaign before it spreads\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eOperate more efficiently despite staffing constraints:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Automating routine triage so human analysts can focus on high-level strategy and recovery\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eProtect the services and data citizens rely on every day:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Ensuring that critical infrastructure remains resilient against increasingly sophisticated foreign threats\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn an environment where threats move faster than traditional bureaucratic boundaries, collective defense is no longer optional; it is a matter of national security and economic survival.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Frequently asked questions","_metadata":{"uid":"csaa67b084d69db105"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eWhat is whole-of-state cybersecurity?\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eA collaborative security model where state, local, and education organizations share visibility, tooling, and response capabilities to defend the entire ecosystem.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eWhy are small agencies often targeted first?\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eAttackers exploit limited staffing and weaker defenses in smaller organizations to gain access to larger state systems.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDoes whole-of-state security require centralizing all data?\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eNo. Modern approaches use distributed architectures that allow data to remain within its originating agency while still enabling shared analysis.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eHow does AI help public sector security teams?\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eAI automates alert correlation, investigation, and response guidance, allowing small teams to operate more effectively.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csfc69dde3640fa99f"}}},{"callout":{"title_l10n":"Learn more","_metadata":{"uid":"cs884c4dc4252cebf2"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/ai-cybersecurity-arms-race-agentic-soc\"\u003e\u003cspan style='font-size: 12pt;'\u003eThe AI arms race in cybersecurity: Why your SOC needs to evolve now\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/forrester-leader-security-analytics-platforms-2025\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic named a Leader in The Forrester Wave™: Security Analytics Platforms, Q2 2025\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/industries/public-sector/cybersecurity-guide-public-sector\"\u003e\u003cspan style='font-size: 12pt;'\u003ePublic Sector Guide to Cybersecurity in the AI Era\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/customers/tamus\"\u003e\u003cspan style='font-size: 12pt;'\u003eThe Texas A\u0026amp;M University System protects students, emergency responders, and leading research institutions with Elastic Security\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs1e1597f728f9eeec"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs6cce55a090b11c90"}}}],"publish_date":"2026-04-29","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":["blt250fefd1c4d36a4c","blt62646ad19dd7b0b8","blt3185b1f0e9eed8d1"],"tags_partner":[],"tags_topic":[{"uid":"blt49e356fcb7971aca","_content_type_uid":"tags_topic"},{"uid":"blt2d51fc8cada40465","_content_type_uid":"tags_topic"},{"uid":"blt47414afcde70b058","_content_type_uid":"tags_topic"},{"uid":"bltc76ab818663a30de","_content_type_uid":"tags_topic"},{"uid":"blt43ad419de732b584","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"},{"uid":"bltb2519aa4ed213854","_content_type_uid":"tags_topic"},{"uid":"bltc6e3d049760fc06a","_content_type_uid":"tags_topic"},{"uid":"blt17630d07558c63f6","_content_type_uid":"tags_topic"},{"uid":"blt069bd34528952802","_content_type_uid":"tags_topic"},{"uid":"blt38a3af2dfebcb772","_content_type_uid":"tags_topic"},{"uid":"bltba572dcfa2880a69","_content_type_uid":"tags_topic"},{"uid":"bltdf59d18fa27d1692","_content_type_uid":"tags_topic"},{"uid":"bltb942c3776762d538","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}},{"uid":"blte007e1c9cef6ad6b","title":"Endpoint security","label_l10n":"Endpoint security","keyword":"endpoint-security","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:48.898Z","updated_at":"2020-07-06T22:20:15.552Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.524Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt6f00e40aaa5c6f0e","title":"SIEM","label_l10n":"SIEM","keyword":"siem","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:57.128Z","updated_at":"2020-07-06T22:20:05.385Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.501Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"thumbnail_image":{"uid":"blt0eca27f488cf9d23","_version":1,"title":"rodion-kutsaiev--mCL702J-lA-unsplash.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-04-29T18:05:02.261Z","updated_at":"2026-04-29T18:05:02.261Z","content_type":"image/jpeg","file_size":"76247","filename":"rodion-kutsaiev--mCL702J-lA-unsplash.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-04-29T18:08:40.460Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt0eca27f488cf9d23/69f2484ef2be513f4686485b/rodion-kutsaiev--mCL702J-lA-unsplash.jpg"},"title":"Whole-of-state cyber defense: How AI-driven security helps US states protect what matters most","title_l10n":"Whole-of-state cyber defense: How AI-driven security helps US states protect what matters most","updated_at":"2026-04-29T18:08:32.600Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/whole-of-state-cyber-defense","publish_details":{"time":"2026-04-29T18:08:39.916Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltfc483b632177f6be","locale":"en-us","_version":7,"ACL":{},"abstract_l10n":"Introducing Elastic Security XDR. By eliminating the \"endpoint tax,” our agentic security operations platform is enabling organizations to achieve total visibility and world-class prevention across their entire environment.","author":[{"uid":"bltfefcf298b438323c","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-03-23T05:05:42.929Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Mia","image":null,"job_title_l10n":"Sr. Product Marketing Manager","key":"","last_name":"LaVada","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Mia LaVada","twitter_id":"","updated_at":"2026-03-23T05:05:42.929Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-03-23T05:05:48.366Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-03-23T05:21:33.055Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs61fa82abf391de66"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe are ending per-endpoint pricing. While AI-driven adversaries attack in minutes, choosing which assets to protect based on a price list is a liability. For years, the industry has forced security leaders to negotiate against themselves: You protect the laptops and servers you can afford and leave the rest vulnerable to stay within budget.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat compromise is no longer sustainable. At Elastic, we believe you should build your security strategy around your risk, not your license count. By eliminating the \"endpoint tax,” our agentic security operations platform is enabling organizations to achieve total visibility and world-class prevention across their entire environment.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Prevention matters more than ever","_metadata":{"uid":"cs6a46338b76bb6938"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDetection alone doesn’t cut it anymore. If you’re not stopping threats at the edge, you’re chasing them after the damage is done. AI has compressed the attack lifecycle, allowing adversaries to move laterally in minutes. Because these advanced attackers operate \"below the surface\" where user-mode tools can't reach, you need visibility and enforcement at the same level they operate.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo stop them, you have to meet them where they live: the kernel. Elastic Defend, Elastic’s native endpoint protection, provides the necessary kernel-level visibility. By working at the root of the operating system, we can detect and block threats like rootkits, direct kernel manipulation, and advanced persistence techniques before the first line of malicious code ever executes.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs5db491c59124fefa"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"csbe807b15db65f190"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis isn’t about collecting more data. It’s about having the right vantage point to prevent attacks at their source.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"Context is what finds real attacks","_metadata":{"uid":"cs74b171ba8d339523"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eStopping attacks at the edge is only part of the story. To really catch advanced threats, you need context. But context requires scale, and most endpoint products are choking on the volume of data required for modern XDR. They lock your telemetry in a separate box, forcing your analysts to \"swivel-chair\" between consoles to manually stitch a story together.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic is a data company with deep security DNA driven by AI. We don't just handle scale; we are built for it. We automatically correlate endpoint behavior with identity shifts, network traffic, and cloud logs. When an alert fires, the full narrative is already there. You get answers, not just more logs to sift through.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs67f025cef387956f"}}},{"image":{"image":{"uid":"bltdb5b6dca388c2b4d","_version":1,"title":"image3.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-23T05:14:21.731Z","updated_at":"2026-03-23T05:14:21.731Z","content_type":"image/png","file_size":"249145","filename":"image3.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-23T14:02:44.653Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltdb5b6dca388c2b4d/69c0cc2ddbde58df02bc36c0/image3.png"},"_metadata":{"uid":"csd534cdb4472af1b3"},"caption_l10n":"Elastic Attack Discovery","alt_text_l10n":"Elastic Attack Discovery","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"We eliminated the per-endpoint tax","_metadata":{"uid":"cse5de710e89c480c1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost EDR vendors still force a trade-off between coverage and cost. You protect the servers you can afford and leave the rest defenseless. That's not a security strategy; it's a liability.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security XDR has no per-endpoint fees. You protect everything you need to protect. Security decisions get made on risk, not on what's left in a license budget.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs6a2e77f34e61408b"}}},{"video":{"vidyard_uuid":"mPv1TSXcSroKEYT2XXztvd","_metadata":{"uid":"csbc44299327f77fae"},"caption_l10n":"","shadow":false,"video_play_count":"","muted":false,"loop_video":false,"hide_controls":false,"looping_animation":false}},{"quotes":{"quote_l10n":"Migrating our EDR to Elastic Defend was a 'flick of a button' experience. Since we already had Elastic Agent deployed, we activated our new security capabilities instantly through a Fleet policy. No pain, no complex rollout — just immediate protection.","_metadata":{"uid":"cs9e020e8e6cb5cdab"},"quote_author_l10n":"Ben Collier, Security Engineering Lead, THG Ingenuity","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"Coverage that fits how you're actually built","_metadata":{"uid":"cs72c95194395d69db"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhether you need complete endpoint coverage across the enterprise, support for multiple endpoint agents, or a layered approach that extends your existing vendor, Elastic Security XDR works as the unified layer. All of it operates from a single console — no pivoting between platforms or manually stitching context across tools. And because endpoint telemetry flows directly into your SIEM, you also reduce the storage costs you're currently paying your existing endpoint vendor.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor unprotected assets, you can deploy Elastic Defend to instantly close coverage gaps with kernel-level prevention. But we also recognize that many enterprises run multiple tools. We don’t just ingest alerts from \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/operationalize-data-elastic-security\"\u003e\u003cspan style='font-size: 12pt;'\u003eCrowdStrike\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/operationalize-sentinelone-data\"\u003e\u003cspan style='font-size: 12pt;'\u003eSentinelOne\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, or \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/defender-endpoint-data\"\u003e\u003cspan style='font-size: 12pt;'\u003eMicrosoft Defender\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e; we pull in their raw telemetry to provide the critical context that endpoint silos miss. This allows you to operationalize all your third-party data directly within Elastic. Whether it’s running advanced analytics or triggering remote responses like isolating hosts or killing processes, you can do it all without ever leaving the Elastic console.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCrucially, this protection isn't restricted by your infrastructure. Elastic can be deployed across cloud, hybrid, and on-premises environments (including fully air-gapped enclaves). We provide the same world-class protection for your most sensitive assets without forcing you into a cloud-native architecture.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Industry-validated endpoint efficacy","_metadata":{"uid":"cs1946dc43e7409c46"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOur prevention-first approach isn’t just a claim; it’s independently validated. In 2025, Elastic was the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/av-comparatives-business-security-test-2025\"\u003e\u003cspan style='font-size: 12pt;'\u003eonly vendor to maintain a consistent 100% protection rate\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e in AV-Comparatives' Real-World and Malware Tests for the entire year.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csf87f206129a6a12a"}}},{"image":{"image":{"uid":"blta92e14bfc1e7386f","_version":1,"title":"image1.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-23T05:17:08.475Z","updated_at":"2026-03-23T05:17:08.475Z","content_type":"image/png","file_size":"2383296","filename":"image1.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-23T14:02:44.640Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta92e14bfc1e7386f/69c0ccd48f39f60c992e8cbe/image1.png"},"_metadata":{"uid":"cs80f5fde57b438ab6"},"caption_l10n":"","alt_text_l10n":"endpoint efficacy testing comparison: Elastic Security vs. Incumbents","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cse9f0260cb237da6c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWe followed this with a strong performance in the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/elastic-av-comparatives-epr-test-2025\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e2025 AV-Comparatives EPR Test\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, stopping 50 out of 50 advanced attack scenarios with zero workflow delays. This performance, combined with our unified licensing, is why IDC named\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-leader-idc-marketscape-2025\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic a Leader in the IDC MarketScape: Worldwide Extended Detection and Response Software 2025 Vendor Assessment\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Native, agentic automation","_metadata":{"uid":"csfae71f41f9fca966"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe’ve integrated agentic AI and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/workflows-soar\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e directly into the platform to move from alert to action in seconds. This isn't a separate SOAR tool; it is a native automation with direct access to endpoint telemetry and response actions. AI agents can autonomously reason through investigations and execute actions like querying reputation services, isolating hosts, or killing processes directly on the endpoint. By keeping the AI where the data lives, you eliminate the latency and credential overhead of third-party tools.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The bottom line","_metadata":{"uid":"csa49361cddf51a190"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith Elastic, you can see everything, stop threats fast, and investigate incidents with confidence \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ewithout paying per endpoint\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOur agentic security operations platform gives you kernel-level prevention, full endpoint visibility, and context across your environment. Alerts are correlated in real time, so your analysts spend less time pivoting between tools and more time stopping attacks. With Elastic, your security strategy is driven by risk, not license limits, letting you protect your entire environment without compromise.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What it costs","_metadata":{"uid":"csc9fd84c06d344936"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe quickest way to get started is with \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/serverless-registration\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, a fully managed deployment priced on the volume of data you ingest and your retention period. You can use our \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/pricing/serverless?s=security\"\u003e\u003cspan style='font-size: 12pt;'\u003epricing calculator\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e for estimated costs.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you need more control, you can deploy on Elastic Cloud Hosted (resource-based pricing) or self-managed infrastructure (node-based pricing).\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Getting started","_metadata":{"uid":"cs1d600865d7749eeb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo get started, sign up for a free trial for \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/serverless-registration\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, learn how to use Elastic Defend through our \u003c/span\u003e\u003ca href=\"https://videos.elastic.co/watch/wVJRXJQR5orNBEkjgUbVRq\"\u003e\u003cspan style='font-size: 12pt;'\u003eget-started video\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, or visit \u003c/span\u003e\u003ca href=\"http://ohmymalware.com\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eOh My Malware\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to get hands-on with real malware samples.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs5f9a5ff23f70eb1c"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csafd77229a241e6ba"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of Elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs5159c7b75f606786"}}}],"publish_date":"2026-03-23","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"},{"uid":"blt43ad419de732b584","_content_type_uid":"tags_topic"},{"uid":"bltc76ab818663a30de","_content_type_uid":"tags_topic"},{"uid":"blte41b0699a34eac99","_content_type_uid":"tags_topic"},{"uid":"bltac352930d0bd6c7f","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"blte007e1c9cef6ad6b","title":"Endpoint security","label_l10n":"Endpoint security","keyword":"endpoint-security","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:48.898Z","updated_at":"2020-07-06T22:20:15.552Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.524Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt7661ae23fe6833c5","_version":1,"title":"xdr.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-23T05:10:10.707Z","updated_at":"2026-03-23T05:10:10.707Z","content_type":"image/png","file_size":"171074","filename":"xdr.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-23T14:02:44.623Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt7661ae23fe6833c5/69c0cb32f64ab45165be2e49/xdr.png"},"title":"The endpoint tax is over: Elastic Security XDR","title_l10n":"The endpoint tax is over: Elastic Security XDR","updated_at":"2026-03-23T19:23:59.734Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/xdr","publish_details":{"time":"2026-03-23T19:24:06.517Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt78ae76f1fbead6b5","_version":12,"locale":"en-us","ACL":{},"abstract_l10n":"Elastic Workflows brings native automation to Elastic Security, eliminating the need for standalone SOAR. Combine scripted playbooks with AI reasoning to automate alert triage, enrichment, and response directly where your security data lives.","author":[{"uid":"bltcb4a2a46fccb0742","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-01-22T18:01:03.113Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Sumana","image":null,"job_title_l10n":"Product Marketing Director","key":"","last_name":"Mannem","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Sumana Mannem","twitter_id":"","updated_at":"2026-01-22T18:01:03.113Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-01-22T18:01:07.103Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-03-23T04:43:47.023Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csb3dbf9731af97155"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Workflows, now generally available in 9.4, brings native automation to Elastic Security, the agentic security operations platform that already includes unified SIEM and XDR. Stop paying the automation tax. There is no separate SOAR tool to buy, integrate, or maintain.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBuilt natively inside Elastic Security, Workflows has direct access to your alerts, cases, and investigation data. Eliminate manual triage by executing defined tasks from playbooks while AI agents reason through complex investigations to shut down threats faster.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The challenge: The SOC automation tax and forced trade-offs","_metadata":{"uid":"cs6e62c9df13a4ecca"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSecurity teams can't keep pace with growing alert volumes and AI-driven threats. Automation is essential. But the legacy approach of buying a standalone SOAR to bolt onto your SIEM has created its own category of problems. The result is an automation tax on the SOC.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSOAR sits apart from your security data. This forces teams to build and maintain brittle integrations just to act on what the SIEM already knows. That means there are more vendors, more costs, and more complexity along with analysts burning hours on integration overhead instead of investigating threats. According to the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://info.microsoft.com/ww-landing-state-of-the-soc.html?lcid=en-us\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eState of the SOC report\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, the average SOC operates across 11 security consoles, and 91% of security leaders trace a serious incident directly back to the friction between their disconnected tools.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAnd teams face a trade-off between reliability and reasoning. Traditional playbooks handle defined tasks with consistency but can't adapt when an investigation doesn't match a known pattern. AI tools offer reasoning but often lack the reliability that security operations require.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Workflows: End the SOAR automation tax ","_metadata":{"uid":"cs2cbbc13c2d33d509"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eInstead of maintaining a separate automation platform, Workflows runs natively in Elastic Security — no complex integration to build and no data to move between platforms. Close proximity to your data gives automation richer context and faster execution.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDefined in YAML, Workflows are executed by a built-in engine designed for reliability at scale. They are fully composable and event-driven, responding to alerts, schedules, external system events, and analyst-initiated actions.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs66b765c8ca1d0765"}}},{"image":{"image":{"uid":"bltccdb21dfc68359b8","_version":1,"title":"1.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-23T04:43:42.423Z","updated_at":"2026-03-23T04:43:42.423Z","content_type":"image/png","file_size":"157234","filename":"1.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-23T14:01:26.437Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltccdb21dfc68359b8/69c0c4fe0c7dd699226c0b4c/1.png"},"_metadata":{"uid":"cs31f8e735b545f00f"},"caption_l10n":"","alt_text_l10n":"traditional triage","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":"width-large: 75%"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs4b77039456c7e3ba"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOnce running, Workflows connects seamlessly to external systems that your SOC depends on, such as cloud providers, identity platforms, service desks, and messaging tools, allowing a single automation to synchronize context across your security stack.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs145370e4c1a043d9"}}},{"image":{"image":{"uid":"bltf35b71f864fa0c2c","_version":1,"title":"2.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-23T04:43:56.739Z","updated_at":"2026-03-23T04:43:56.739Z","content_type":"image/png","file_size":"349017","filename":"2.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-23T14:01:26.466Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltf35b71f864fa0c2c/69c0c50cdbde58e96cbc36b7/2.png"},"_metadata":{"uid":"cs6fffa20463d14efa"},"caption_l10n":"","alt_text_l10n":"overlapping images - SS","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"Workflows and agents for intelligent automation","_metadata":{"uid":"csde2777aeda9f6146"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows combines scripted automation with AI reasoning. Execute defined tasks from playbooks with consistency and reliability, while AI agents reason through complex investigations.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csa089bf135c893ed4"}}},{"image":{"image":{"uid":"blt93b0f962bedf641d","_version":1,"title":"3.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-23T04:44:07.709Z","updated_at":"2026-03-23T04:44:07.709Z","content_type":"image/png","file_size":"264041","filename":"3.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-23T14:01:26.479Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt93b0f962bedf641d/69c0c5174440ed3e00b1de77/3.png"},"_metadata":{"uid":"csbb661528889854f0"},"caption_l10n":"","alt_text_l10n":"","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs8549ff707526c606"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWorkflows gets its agentic capabilities through integration with\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elastic-ai-agent-builder-context-engineering-introduction\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elastic-ai-agent-builder-context-engineering-introduction\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Agent Builder\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, a native capability of Elasticsearch for creating custom AI agents. The integration works in both directions. Workflows can call agents as intelligent steps for analysis and decision-making. Agents can invoke Workflows as tools to take concrete actions, such as isolating a host, querying threat intel, escalating an incident, or updating a case. Each action and reasoning step is transparent and configurable.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs0026edec482b6741"}}},{"image":{"image":{"uid":"blt3e584cae92bfaf3c","_version":1,"title":"4.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-23T04:44:40.962Z","updated_at":"2026-03-23T04:44:40.962Z","content_type":"image/png","file_size":"439041","filename":"4.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-23T14:01:26.491Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt3e584cae92bfaf3c/69c0c538d22cf2a5a6614c91/4.png"},"_metadata":{"uid":"cs8bdfa1d4deb4c284"},"caption_l10n":"","alt_text_l10n":"threat hunting agent","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs86fd6165cf78b0ff"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBecause Elastic Security is built on the Elasticsearch Platform, agents reason with superior context from your security data, delivering more accurate results tailored to your environment. AI Skills will extend this by giving agents modular, domain-specific reasoning like alert triage or malware analysis that loads dynamically on demand, keeping agents fast and accurate at scale.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHere's what that looks like in practice. Imagine an alert fires for a suspicious login from an unrecognized location on a high-privilege account. Normally, this is where your manual work begins. But with Workflows, the moment that alert triggers, the system immediately begins verifying the user's typical behavior, checking for other recent sign-in anomalies, and bundling the findings into a new case while alerting the team on Slack.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf there isn't a defined playbook for automatically triaging this specific scenario, the workflow can call an AI agent to step in. The agent analyzes the activity, compares it against known attack patterns, and provides a summary of what actually happened. By the time an analyst opens the case, they aren't starting with a vague alert and a blank screen; they are starting with context already assembled.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs690b95284e0a0e3d"}}},{"image":{"image":{"uid":"bltdcb56a76c17de662","_version":1,"title":"5.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-23T04:44:48.785Z","updated_at":"2026-03-23T04:44:48.785Z","content_type":"image/png","file_size":"530293","filename":"5.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-23T14:01:26.517Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltdcb56a76c17de662/69c0c540d4ee4eafe5d0a325/5.png"},"_metadata":{"uid":"cs9c7119a1ffaaa7da"},"caption_l10n":"","alt_text_l10n":"overlapping images","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"image":{"image":{"uid":"blt4521432a3d9f4245","_version":1,"title":"6.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-23T04:44:56.541Z","updated_at":"2026-03-23T04:44:56.541Z","content_type":"image/png","file_size":"560321","filename":"6.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-23T14:01:26.452Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt4521432a3d9f4245/69c0c5482837335ba955ebe9/6.png"},"_metadata":{"uid":"cs0854647998e447d6"},"caption_l10n":"","alt_text_l10n":"workflows","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"quotes":{"quote_l10n":"Using Workflows enabled our SOC to spend so much more time on the things that matter. On a daily basis, we ran through 500 alerts, spending 3 hours creating cases and enriching them manually. Using Workflows, this is all done automatically, saving up to 2.5 hours a day.","_metadata":{"uid":"csacc6fce6d42dfe0d"},"quote_author_l10n":"SOC leader, European government agency","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"For teams with an existing SOAR ","_metadata":{"uid":"cs55d32d74d3c4aeb0"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf your team already has a SOAR platform, Workflows doesn't require you to replace it. Automation that touches your Elastic data, such as alert triage, enrichment, case management, and response actions, moves natively into Workflows. Cross-platform orchestration across non-Elastic systems stays in your existing SOAR. Over time, you can consolidate at your own pace.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Get started with Elastic Workflows","_metadata":{"uid":"csd0c623aa4d45f8cf"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows is generally available in 9.4 in Elastic Security, the agentic security operations platform. Get started with an \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/serverless-registration\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud trial\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, and check out the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/explore-analyze/workflows\"\u003e\u003cspan style='font-size: 12pt;'\u003edocumentation\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt's available with an Enterprise license on Elastic Cloud Hosted and self-managed deployments and with the Complete tier on Elastic Cloud Serverless for Security. Pricing is execution-based with a monthly baseline allocation included.\u003c/span\u003e\u003ca href=\"https://www.elastic.co/pricing/serverless-security\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;See full pricing details.\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor a hands-on walkthrough of building security playbooks with Workflows, watch the \u003c/span\u003e\u003ca href=\"https://youtu.be/Tu505Zn1wUc?si=8zove043k4jB9SPh\u0026t=650\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003edemo on YouTube\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e or read the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/elastic-workflows-ga-9-4\"\u003e\u003cspan style='font-size: 12pt;'\u003eSecurity Labs technical blog\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf your team has been looking for a way to automate SOC operations without adding another tool to your stack, this is a good place to start.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csce0d209e80046adc"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs97bb152bfe487feb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of Elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csbdce20767bc03478"}}}],"publish_date":"2026-03-23","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic Workflows: Native automation for security — No SOAR required","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Elastic Workflows brings automation directly into Elastic Security. Execute defined tasks from playbooks while AI agents reason through complex investigations to shut down threats faster.","tags":[],"tags_culture":[],"tags_elastic_stack":[{"title":"SIEM","label_l10n":"SIEM","keyword":"siem","hidden_value":false,"tags":[],"locale":"en-us","uid":"blta7a92715fa2dc7aa","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2021-07-12T21:52:53.275Z","updated_at":"2021-07-12T21:52:53.275Z","ACL":{},"_version":1,"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2021-10-07T18:59:30.492Z","user":"blt36e890d06c5ec32c"}}],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltc76ab818663a30de","_content_type_uid":"tags_topic"},{"uid":"blt43ad419de732b584","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"},{"uid":"blte41b0699a34eac99","_content_type_uid":"tags_topic"},{"uid":"bltac352930d0bd6c7f","_content_type_uid":"tags_topic"},{"uid":"blte799688802bb242c","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"blte007e1c9cef6ad6b","title":"Endpoint security","label_l10n":"Endpoint security","keyword":"endpoint-security","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:48.898Z","updated_at":"2020-07-06T22:20:15.552Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.524Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}},{"uid":"blt6f00e40aaa5c6f0e","title":"SIEM","label_l10n":"SIEM","keyword":"siem","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:57.128Z","updated_at":"2020-07-06T22:20:05.385Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.501Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"thumbnail_image":{"uid":"blt9afde8e0cab1e9a5","_version":1,"title":"image1 (2).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-23T04:11:28.297Z","updated_at":"2026-03-23T04:11:28.297Z","content_type":"image/png","file_size":"97659","filename":"image1_(2).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-23T14:01:26.504Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt9afde8e0cab1e9a5/69c0bd70f64ab408febe2e39/image1_(2).png"},"title":"Native automation with Elastic Workflows — No SOAR required","title_l10n":"Native automation with Elastic Workflows — No SOAR required","updated_at":"2026-05-05T21:38:30.159Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/workflows-soar","publish_details":{"time":"2026-05-05T21:38:35.328Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt8bc47a9cfcda60aa","locale":"en-us","_version":6,"ACL":{},"abstract_l10n":"This blog highlights the features built into Fleet and Integrations that enable Elastic Agents to seamlessly operate in these environments.","author":[{"_version":1,"locale":"en-us","uid":"blt7efc3760b8361101","ACL":{},"company_l10n":"Elastic","created_at":"2021-08-13T20:27:09.782Z","created_by":"blt3044324473ef223b70bc674c","email_id":"","facebook_id":"","first_name":"Nima","image":{"uid":"blt53792bc64a4774ac","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2021-08-13T20:27:08.505Z","updated_at":"2021-08-13T20:27:08.505Z","content_type":"image/jpeg","file_size":"113157","filename":"headshot-nima-rezainia-300x300.jpg","title":"headshot-nima-rezainia-300x300.jpg","ACL":{},"_version":1,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2021-08-13T20:28:04.894Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt53792bc64a4774ac/6116d59cf30c8713cf6e559a/headshot-nima-rezainia-300x300.jpg"},"job_title_l10n":"Product Manager","key":"","last_name":"Rezainia","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Nima Rezainia","updated_at":"2021-08-13T20:27:09.782Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2021-08-13T20:28:04.945Z","user":"blt3044324473ef223b70bc674c"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-01-16T03:26:07.218Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csaefae870c15aa2f6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn today's global enterprises, distributed infrastructure is the norm, not the exception. Organizations operate across continents and are driven by customer proximity and regulatory requirements. For the Elastic Stack, this reality often translates into a \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003emulti-cluster deployment model\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, where data is collected and stored in multiple geographically dispersed Elasticsearch clusters.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut, why adopt complexity? The decision to decentralize data storage is generally driven by three critical factors:\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e1. Data sovereignty and regulatory compliance: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eFor organizations operating in regions like the European Union, Australia, or China, laws dictate that certain types of data like personal, financial, or national security data must physically remain within the country's borders. This concept, known as \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003edata sovereignty\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, is non-negotiable. Storing data locally in dedicated clusters is the only way to satisfy these stringent, often complex, regulatory mandates.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e2. Performance, latency, and cost optimization: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eWhile unified platforms are ideal for analysis, moving vast quantities of raw data across continental lines is prohibitively expensive and time-consuming.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCost:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Cross-region data transfer costs (egress fees) are a significant, recurring expense. Localizing data collection minimizes these costs.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLatency:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Sending agent data to a cluster hundreds or thousands of miles away can introduce unacceptable latency, especially for performance-sensitive applications or low-bandwidth edge devices. Local clusters ensure fast, reliable data ingestion.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e3. Resilience and local autonomy: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eA multi-cluster design improves overall system resilience. If one region or local cluster experiences an outage, data ingestion and local operations in other regions remain unaffected. Furthermore, local operations teams can maintain autonomy over their immediate data and indexing, which is crucial in highly segmented organizations.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMany Fleet deployments involve Elastic Agents installed in diverse locations, requiring data to be stored in local clusters. However, operators need a unified view of all agents and a central management interface for tasks like upgrades, policy organization, and metrics collection.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Unifying Global Fleet Management","_metadata":{"uid":"cs030ab539cd94086b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith recent enhancements (\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-1-0\"\u003e\u003cspan style='font-size: 12pt;'\u003eavailable in 9.1\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e), Elastic Fleet has transformed from a single-cluster manager into a truly \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eGlobal Fleet Management\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e platform, solving the problem of distributed management while preserving the benefits of localized data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe core innovation is simple yet powerful: separating the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eagent's data destination\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e from the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eagent's management control plane\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"1. Global Fleet Management: Centralized control, local data","_metadata":{"uid":"csfac4ef7dddd924e4"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis capability allows operators to achieve the critical \"single pane of glass\" view without sacrificing data sovereignty or incurring high egress costs.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eHow it works:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLocal data routing:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e The Elastic Agent remains configured to send its operational and observability data (e.g., logs, metrics, security events) to a local Elasticsearch cluster.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCentralized control:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Simultaneously, the agent's \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003echeck-in payloads\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e containing its status, version, and health information are routed to the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ecentral management cluster\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe result is that Fleet in the central management cluster maintains a \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eglobal view of every single agent\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e deployed across the world, even though the bulk of the ingested data resides locally. Operators gain immediate, high-level oversight for centralized tasks like:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMonitoring agent health across all regions\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eScheduling and coordinating fleet-wide upgrades\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOrganizing agent policies globally\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMaintaining a comprehensive inventory of all distributed assets\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIssuing actions centrally and analyzing responses received from disparate agents\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"csa5dcc6a06fd0353a"}}},{"image":{"image":{"uid":"blt8c95c7db99015cfc","_version":1,"title":"image1.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-01-16T16:42:57.379Z","updated_at":"2026-01-16T16:42:57.379Z","content_type":"image/png","file_size":"44378","filename":"image1.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-01-16T16:45:47.437Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt8c95c7db99015cfc/696a6a918fe8b400074fe7ef/image1.png"},"_metadata":{"uid":"cs8f5de7d7bf1074e0"},"caption_l10n":"","alt_text_l10n":"fleet and integration flowchart","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":"width-large: 75%"}}},{"title_text":{"title_text":[{"title_l10n":"2. Integration Synchronization: Enforcing consistency at scale","_metadata":{"uid":"cs5324c6e7bea83222"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMaintaining consistent security and observability standards across dozens of clusters is perhaps the greatest challenge in a distributed model. Integration Synchronization addresses this directly by ensuring that all remote clusters automatically receive the same integration content as the management cluster.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eThe synchronization advantage:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eInstall once, deploy globally:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e An operator can now install a new integration, such as a new monitoring package, just once in the central management cluster. Fleet takes responsibility for reliably synchronizing and updating that integration across all linked remote Elasticsearch clusters.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eUnified service actions:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e This consistency is vital for services like OSquery. You can install an OSquery integration in your central cluster, and Fleet ensures that all agents, regardless of their data destination, are running the exact configuration. An operator can then initiate a service action from the central management cluster, and responses from geographically dispersed agents are aggregated and displayed back in the central Fleet UI.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ePrebuilt data views:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e To make the security and observability analysis across these clusters seamless, Fleet now also facilitates the use of prebuilt data views. This eliminates the manual effort required to piece together fragmented data sources, which allows analysts to query the data as if it were all residing in one logical space, unlocking the unified analysis that multi-cluster users crave.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Space Awareness: Enterprise-grade segregation","_metadata":{"uid":"cs08acf9517b3378e6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor teams running Elastic as a \"data-as-a-service\" platform for internal or external tenants, simple global management isn't enough; they need segregation and granular control. To support this enterprise use case, Fleet has introduced \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSpace Awareness\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e and granular role privileges. Previously, all users in Fleet could potentially view and modify everything. Now, operators can:\u003c/span\u003e\u003c/p\u003e\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDefine granular role privileges:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Specify read/write access for roles concerning agents, agent policies, or Fleet settings. A dedicated security team, for instance, can be granted access only to certain agent policies while a service desk team might only get access to the agents tab for troubleshooting.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eUse space segregation:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Since 9.1, Fleet is now fully space-aware. Roles and users within one Kibana Space (representing a tenant or specific team) will not have access to Fleet resources in another space. An agent policy can be assigned to one or multiple spaces, providing precise control over who can manage which policies and by extension, which agents.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis allows organizations to construct highly refined platforms, empowering downstream tenants with localized management capabilities while maintaining centralized, authoritative control over the core platform and global policies.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Complexity managed","_metadata":{"uid":"cs279dd0ba28c4a6ea"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s new multi-cluster capabilities in Fleet directly address the long-standing tension between the necessity of distributed data for compliance and cost and the operational need for centralized management for simplicity and consistency.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBy providing \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eGlobal Fleet Management, Space Awareness,\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eIntegration Synchronization\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, Elastic is delivering a true \"single pane of glass\" for global operations. Platform teams can now confidently scale their Elastic Agent deployments across any number of clusters. Security and observability policies are consistently enforced, while teams maintain strict adherence to data sovereignty rules and minimize unnecessary cross-region costs.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you are currently running a distributed Elastic architecture or planning a global expansion, these features are essential to unlocking efficiency and consistency at scale.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs595074631c8734e9"}}},{"callout":{"title_l10n":"Learn more","_metadata":{"uid":"cs4231517c07bba3b5"},"paragraph_l10n":"\u003cul\u003e\n \u003cli\u003e\n \u003ca href=\"https://www.elastic.co/docs/reference/fleet/automatic-integrations-synchronization\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAutomatic Integration synchronization\u003c/span\u003e\u003c/a\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003ca href=\"https://www.elastic.co/docs/reference/fleet/manage-elastic-agents-in-fleet#global-fleet-management\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eGlobal Fleet Management\u003c/span\u003e\u003c/a\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003ca href=\"https://www.elastic.co/docs/reference/fleet/fleet-roles-privileges\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFleet roles and privileges\u003c/span\u003e\u003c/a\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003ca href=\"https://www.elastic.co/docs/deploy-manage/manage-spaces-fleet\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFleet Space Awareness\u003c/span\u003e\u003c/a\u003e\n \u003c/li\u003e\n\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs3b232b92183da7a4"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(52, 55, 65);font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. 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(1) (1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-01-16T03:06:23.306Z","updated_at":"2026-01-16T03:06:23.306Z","content_type":"image/png","file_size":"113078","filename":"blog-multicluster-fleet_(1)_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-01-16T16:45:47.451Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltb4815b8b18fd9808/6969ab2f462bf0000810edf5/blog-multicluster-fleet_(1)_(1).png"},"title":"Elevating global operations: Mastering multi-cluster Elastic deployments with Fleet","title_l10n":"Elevating global operations: Mastering multi-cluster Elastic deployments with Fleet","updated_at":"2026-01-16T16:46:24.760Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/multi-cluster-elastic-deployments-fleet","publish_details":{"time":"2026-01-16T16:46:30.225Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt678642fcf6abc3ba","_version":10,"locale":"en-us","ACL":{},"abstract_l10n":"While incumbents like CrowdStrike and Microsoft allowed compromises, Elastic delivered 100% efficacy this year. See why independent tests rank Elastic as the only vendor to achieve perfect scores throughout 2025.","author":[{"_version":1,"locale":"en-us","uid":"bltd0b7c1c11763da81","ACL":{},"company_l10n":"","created_at":"2024-05-29T14:16:09.209Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Roxana","image":null,"job_title_l10n":"Senior Product Manager, Endpoint Security","key":"","last_name":"Gheorghe","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Roxana Gheorghe","twitter_id":"","updated_at":"2024-05-29T14:16:09.209Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-05-29T14:16:17.901Z","user":"bltb6c155cd84fc0c1a"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2025-12-15T14:17:04.065Z","created_by":"bltd9765be97bbed20c","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs9fc23adcbb8a8fef"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIn the current threat landscape, the margin for error is nonexistent. According to the IBM Cost of a Data Breach Report 2025,\u003c/span\u003e\u003cspan style=\"font-size: 0.6em;\"\u003e\u003csup\u003e1\u003c/sup\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;the average cost of a data breach in the US has surged to a record $10.22 million — a 9% increase from the previous year. For security teams, this reality creates a high-pressure environment where every missed signal or allowed compromise can spiral into a headline-making crisis.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eToo often, organizations are forced to choose between strict protection and user experience, sacrificing speed for security or accepting higher risk to keep business moving.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWe believe you shouldn't have to choose.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe latest\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.av-comparatives.org/tests/business-security-test-2025-august-november/?utm_source=other-web\u0026utm_medium=email\u0026utm_campaign=sec-blog-gc\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAV-Comparatives Business Security Test\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;(December 2025) validates this belief, providing objective, third-party proof that Elastic Security delivers market-leading efficacy without compromise.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic: The only vendor with all 100% protection rates in 2025 tests","_metadata":{"uid":"csc9e501ae898e686d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhile competitors' scores rise and fall with every test cycle, Elastic delivers the only metric that truly counts: unwavering consistency.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eUpon the release of the latest AV-Comparatives report, Elastic Security achieved a flawless 100% protection rate in both the Real-World Protection Test and the Malware Protection Test.\u0026nbsp;This result is not an anomaly; it is a consistent standard. Because Elastic also achieved 100% protection rates in the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/elastic-security-av-comparatives-business-security-test-2025\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003efirst occurrence of the AV-Comparatives Business Security Test\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;this year,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic extends its streak as the only vendor with consistent 100% protection rates in both the Real-World and Malware Protection Tests for all of 2025\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs95e70e7b37f108f2"}}},{"image":{"image":{"uid":"blt6bce6978e2cc22f1","_version":1,"title":"blog-elastic-endpoint-efficacy-testing-comparison.png","created_by":"bltd9765be97bbed20c","updated_by":"bltd9765be97bbed20c","created_at":"2025-12-15T14:31:48.415Z","updated_at":"2025-12-15T14:31:48.415Z","content_type":"image/png","file_size":"1958159","filename":"blog-elastic-endpoint-efficacy-testing-comparison.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-12-15T15:34:36.027Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt6bce6978e2cc22f1/69401bd4ff4d36306f31d869/blog-elastic-endpoint-efficacy-testing-comparison.png"},"_metadata":{"uid":"csb2eb3ffb57d898a5"},"caption_l10n":"","alt_text_l10n":"endpoint efficacy testing comparison","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csb998512c9b3e6c65"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Security combines\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSIEM, XDR, and cloud security\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;into a single, unified platform, built with the analyst experience top-of-mind. Our high efficacy is driven by:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAdvanced behavioral analysis:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Moving beyond simple signatures,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/integrations/endpoint\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Defend\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;watches for malicious behaviors and attack chains, allowing it to stop zero-day and file-less attacks that bypass traditional security tools.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eExpert-infused prevention:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Security Labs\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;brings deep-rooted expertise to your defense, drawing on hundreds of thousands of hours of counter-intelligence experience (and counting). This ongoing human insight is operationalized into every prevention rule, ensuring your organization is protected by a team that understands attacker psychology just as deeply as they understand technical vulnerabilities.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eConsistency regardless of connectivity:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Modern infrastructure is rarely uniform, which is why Elastic delivers the same prevention efficacy whether an endpoint is online, in a hybrid setup, or completely air-gapped. This ensures that your most critical, isolated assets receive the exact same level of advanced behavioral protection as your cloud-connected workforce, without compromising on security or performance.\u0026nbsp;\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eMachine learning for evasion resistance:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Elastic’s sophisticated machine learning models are continuously trained on vast amounts of threat data, including the expertise from Elastic Security Labs, enabling precise detection and making the solution highly resistant to sophisticated evasion techniques.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ePreventative controls:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;The platform integrates robust prevention capabilities, including memory protection and anti-malware scanning, ensuring threats are neutralized before they can execute.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Breaking down the results","_metadata":{"uid":"cs34dd427ade59da0c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eParticipating vendors: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eThe following vendors submitted products to be tested under Microsoft Windows 11 64-bit: Avast, Bitdefender, Cisco, CrowdStrike, Elastic, ESET, G Data, K7, Kaspersky, ManageEngine, Microsoft, NetSecurity, Rapid7, SenseOn, Sophos, Trellix, and VIPRE.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Real-World Protection Test (August–November 2025)","_metadata":{"uid":"cs9fe43ade03fa4a53"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe Real-World Protection Test is one of the most comprehensive evaluations in the industry. It runs 461 test cases that mimic online malware attacks a typical business user might encounter when surfing the internet.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic result:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Blocked 461 out of 461 threats (100%)\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eThe competition:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Elastic notably outperformed incumbents like Microsoft (99.1%), CrowdStrike (99.3%), and Cisco (96.3%), all of which allowed compromises during this test cycle.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"csa628a2616e24d669"}}},{"image":{"image":{"uid":"blt2c1b712fe6657a9c","_version":1,"title":"blog-elastic-av-comparatives-business-security-test.png","created_by":"bltd9765be97bbed20c","updated_by":"bltd9765be97bbed20c","created_at":"2025-12-15T14:34:21.950Z","updated_at":"2025-12-15T14:34:21.950Z","content_type":"image/png","file_size":"194809","filename":"blog-elastic-av-comparatives-business-security-test.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-12-15T15:34:35.963Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt2c1b712fe6657a9c/69401c6d4fa905405042ab30/blog-elastic-av-comparatives-business-security-test.png"},"_metadata":{"uid":"cs94745aacaa0ebff0"},"caption_l10n":"AV-Comparatives Business Security Test, Real-World Protection Test August–November 2025 results","alt_text_l10n":"AV-Comparatives Business Security Test, Real-World Protection Test August–November 2025 results","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"Malware Protection Test (September 2025)","_metadata":{"uid":"cs8dce0450c59eaacd"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThis test considers scenarios where malware pre-exists on the disk or enters the system via local area networks or removable devices.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic result:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Achieved 100% detection rate\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eFalse alarms:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Scored a perfect result with zero false alarms on common business software\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"cs50b6782cebd28f06"}}},{"image":{"image":{"uid":"blt1ece56d445d12dc3","_version":1,"title":"blog-elastic-av-comparatives-malware-protection-test.png","created_by":"bltd9765be97bbed20c","updated_by":"bltd9765be97bbed20c","created_at":"2025-12-15T14:35:32.746Z","updated_at":"2025-12-15T14:35:32.746Z","content_type":"image/png","file_size":"92312","filename":"blog-elastic-av-comparatives-malware-protection-test.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-12-15T15:34:35.982Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt1ece56d445d12dc3/69401cb4ff4d36238b31d871/blog-elastic-av-comparatives-malware-protection-test.png"},"_metadata":{"uid":"csa3b31b414db85ed4"},"caption_l10n":"AV-Comparatives Business Security Test, Malware Protection Test September 2025 results","alt_text_l10n":"AV-Comparatives Business Security Test, Malware Protection Test September 2025 results","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"Redefining enterprise-grade security","_metadata":{"uid":"csafe01bc53470c84e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAV-Comparatives identifies Elastic Security, along with CrowdStrike, Cisco, and Trellix, as \"exceptionally powerful\" solutions best suited for complex, high-growth organizations. The report notes that these platforms offer capabilities that surpass those of smaller packages, making them essential for enterprises planning for the future.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHowever, among these enterprise leaders, Elastic stands apart by delivering this power without compromise. While incumbents like CrowdStrike, Cisco, and Trellix fell short in the critical Real-World Protection Test — allowing compromises and missing active threats — Elastic achieved a flawless 100% protection rate. This validates that Elastic Security provides the sophisticated, high-performance tooling your SOC needs, backed by the verified 100% efficacy your business demands.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTrue enterprise readiness means adapting to your infrastructure, not the other way around. That’s why Elastic Security meets you where you are, delivering advanced AI analytics and prevention in a single \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/get-started/deployment-options\"\u003e\u003cspan style='font-size: 12pt;'\u003earchitecture that runs anywhere\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e — whether serverless, private cloud, or fully air-gapped.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csb15087fd66559cc9"}}},{"quotes":{"quote_l10n":"In our 2025 Business Main Test Series, Elastic Security showed strong results by achieving a 100% protection rate in both our Real-World and Malware Protection tests for all of 2025, which makes it stand out positively amongst the competitors.","_metadata":{"uid":"cs6604696a12ed0565"},"quote_author_l10n":"Andreas Clementi, Founder \u0026 CEO, AV-Comparatives","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"Extended detection and response (XDR) without compromise","_metadata":{"uid":"cs444742f6a218f693"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eModern attacks don't respect boundaries; they pivot across endpoints, cloud workloads, and networks. XDR represents a critical evolution in security, correlating data across these diverse environments to expose complex threats that standalone EDR misses.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Security unifies your defense, protecting data wherever it resides. By providing limitless ingestion and analysis, we help teams improve detection efficacy and reduce risk.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eExtended visibility:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Eliminate blind spots with a unified view of endpoints, networks, and cloud environments. With hundreds of integrations and AI-driven\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/solutions/security/get-started/automatic-import\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAutomatic Import\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, your team can seamlessly onboard data from any source to visualize the full scope of an attack.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eXDR capabilities:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eDetect sophisticated threats using AI-driven analytics that correlate data across your entire ecosystem. We cut through the noise with hundreds of\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://github.com/elastic/detection-rules\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eprebuilt detection rules\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;mapped to MITRE ATT\u0026amp;CK®, expert content from Elastic Security Labs, and over 75 machine learning models designed to spot anomalies in user and host behavior. But we don’t just generate more alerts. With the power of large language models (LLMs),\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/solutions/security/ai/attack-discovery\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAttack Discovery\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;analyzes the alerts in your environment to correlate them and identify threats. Each “discovery” represents a potential attack by describing the relationships among multiple alerts, telling you which users and hosts are involved and which threat actor might be responsible.\u0026nbsp;\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eNative and third-party responses:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Elastic empowers analysts to stop attacks immediately with a comprehensive suite of native and third-party response actions, streamlining workflows and reducing dwell time.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWe believe XDR is a necessity, not a luxury. That’s why full XDR capabilities are included in Elastic Security without hidden costs or \"optional\" licenses. With no arbitrary tier limits or fees, you have the flexibility to secure your entire infrastructure without budget friction.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Stop overpaying for second place","_metadata":{"uid":"cs4fc78a2962e37640"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIn the security landscape, consistency is the only metric that matters. The AV-Comparatives results confirm that Elastic Security provides the sophisticated tooling your SOC needs with the validated, 100% efficacy your business demands.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eReady to see how Elastic Security compares to your current security analytics platform? Access the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.av-comparatives.org/tests/business-security-test-2025-august-november/?utm_source=other-web\u0026utm_medium=email\u0026utm_campaign=sec-blog-gc\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003efull 2025 AV-Comparatives Business Security Test\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;or\u003c/span\u003e\u003ca href=\"https://www.elastic.co/start\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;start your free trial\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;today.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"","_metadata":{"uid":"cs032f1add77b6b096"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 11pt;'\u003e\u003cstrong\u003eSources\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 11pt;'\u003e1. IBM, “\u003c/span\u003e\u003ca href=\"https://www.ibm.com/reports/data-breach\"\u003e\u003cspan style='font-size: 11pt;'\u003eCost of a Data Breach Report 2025\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 11pt;'\u003e,” 2025.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"","_metadata":{"uid":"cs5bed6b7046fa8a48"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 10pt;\"\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 10pt;\"\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 10pt;\"\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csae764a43308b211a"}}}],"publish_date":"2025-12-15T08:00:00.000Z","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"},{"uid":"blt048e5e01aa446692","_content_type_uid":"tags_topic"},{"uid":"blte41b0699a34eac99","_content_type_uid":"tags_topic"},{"uid":"blt47414afcde70b058","_content_type_uid":"tags_topic"},{"uid":"bltc76ab818663a30de","_content_type_uid":"tags_topic"},{"uid":"blt43ad419de732b584","_content_type_uid":"tags_topic"},{"uid":"bltac352930d0bd6c7f","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}},{"uid":"blte007e1c9cef6ad6b","title":"Endpoint security","label_l10n":"Endpoint security","keyword":"endpoint-security","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:48.898Z","updated_at":"2020-07-06T22:20:15.552Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.524Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt6f00e40aaa5c6f0e","title":"SIEM","label_l10n":"SIEM","keyword":"siem","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:57.128Z","updated_at":"2020-07-06T22:20:05.385Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.501Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"thumbnail_image":{"uid":"bltc4ad8104e809abb6","_version":1,"title":"blog-SEC-AV-Comparatives.png","created_by":"bltd9765be97bbed20c","updated_by":"bltd9765be97bbed20c","created_at":"2025-12-15T14:15:42.400Z","updated_at":"2025-12-15T14:15:42.400Z","content_type":"image/png","file_size":"92333","filename":"blog-SEC-AV-Comparatives.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-12-15T15:34:35.939Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltc4ad8104e809abb6/6940180eff4d36ab2131d849/blog-SEC-AV-Comparatives.png"},"title":"The only vendor standing: Elastic’s clean sweep in 2025 AV-Comparatives Tests","title_l10n":"The only vendor standing: Elastic’s clean sweep in 2025 AV-Comparatives Tests","updated_at":"2026-03-23T23:24:50.192Z","updated_by":"blt3044324473ef223b70bc674c","url":"/blog/av-comparatives-business-security-test-2025","publish_details":{"time":"2026-03-23T23:24:54.651Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt768fcfc82883c2e7","_version":7,"locale":"en-us","ACL":{},"abstract_l10n":"Elastic’s endpoint security, built on Endgame’s proven tech, delivers battle-tested protection for defense and intelligence agencies — running seamlessly on Linux, in air-gapped networks, and in deployable fly-away kits.","author":[{"_version":4,"locale":"en-us","uid":"blt9cc8995191c340e7","ACL":{},"_workflow":{"uid":"blte3b720fd9661d254","updated_at":"2020-06-30T22:57:05.146Z","updated_by":"blt5280857d9e24912bc99a2478","version":1},"company_l10n":"Elastic","created_at":"2020-06-30T22:57:05.146Z","created_by":"blt5280857d9e24912bc99a2478","email_id":"","facebook_id":"","first_name":"Matt","image":{"uid":"blt748ce05bcba397b0","created_by":"blt5280857d9e24912bc99a2478","updated_by":"blt5280857d9e24912bc99a2478","created_at":"2020-07-04T22:55:00.698Z","updated_at":"2020-07-04T22:55:00.698Z","content_type":"image/jpeg","file_size":"87174","filename":"matt-2.jpg","title":"matt-2.jpg","ACL":{},"_version":1,"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2020-07-04T22:55:06.656Z","user":"blt5280857d9e24912bc99a2478"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt748ce05bcba397b0/5f0108c4da5e1e294fcd9eaa/matt-2.jpg"},"job_title_l10n":"USG Solutions Architect","key":"","last_name":"Isett","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Matt Isett","updated_at":"2020-07-04T22:55:01.552Z","updated_by":"blt5280857d9e24912bc99a2478","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2020-07-04T22:55:06.656Z","user":"blt5280857d9e24912bc99a2478"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2025-11-11T18:12:29.743Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csd41729e7f9b85aa1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor more than 20 years, the US Intelligence Community (IC) and Department of Defense (DoD) have relied on a legacy Host Based Security System (HBSS) to provide basic endpoint security on critical networks. This solution has generally served its purpose by checking the box for endpoint security.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHowever, most agencies still lack a truly integrated cross-operating system and cross-domain solution for \u003c/span\u003e\u003ca href=\"https://www.elastic.co/endpoint-detection-response\"\u003e\u003cspan style='font-size: 12pt;'\u003eendpoint detection and response (EDR)\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. Elastic's unified endpoint and extended detection and response (XDR) capabilities combined with powerful native and third-party integrations offer an opportunity to scale, observe, and protect the DoD’s endpoint landscape more effectively.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Endpoint security from Elastic","_metadata":{"uid":"csaebb91a56b000bf3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s endpoint security capabilities — born from the acquisition of Endgame in 2019 — bring years of battle-tested endpoint security and threat prevention expertise to the IC and DoD. These capabilities extend across Linux environments, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/how-to-deploy-elastic-agents-in-air-gapped-environments\"\u003e\u003cspan style='font-size: 12pt;'\u003eair-gapped networks\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, and fly-away kits. This isn’t a bolt-on or third-party integration; it's a native component that integrates seamlessly with Elastic's AI-powered security analytics platform. Elastic also has a proven record of delivering security solutions at scale across the US federal government, including:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCybersecurity and Infrastructure Security Agency (CISA)\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/blog/public-sector-cdms-data-strategy\"\u003e\u003cspan style='font-size: 12pt;'\u003eContinuous Diagnostics and Mitigation (CDM) dashboard\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHunt and Incident Response Team (HIRT)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUS Air Force Cyberspace Defense — NIPR/SIPR, SIEM (600,000+ endpoints)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eC3T — All tactical endpoints covered by Elastic endpoint security capabilities\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Scalability for mission environments","_metadata":{"uid":"cs40b7db0803376409"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs data volumes grow exponentially, Elastic easily scales to meet the demand. Elastic delivers endpoint security and XDR, correlating endpoint, network, user, and cloud telemetry at search speed across petabytes of data all in a single platform.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs043d2f06840aa7c2"}}},{"image":{"image":{"uid":"blt3f2d7f85f6153be1","_version":1,"title":"image2.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-11-11T17:54:40.484Z","updated_at":"2025-11-11T17:54:40.484Z","content_type":"image/png","file_size":"142428","filename":"image2.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-11-13T17:11:04.829Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt3f2d7f85f6153be1/691378609ff6830f7aa75057/image2.png"},"_metadata":{"uid":"csb29deffe14e087f2"},"caption_l10n":"Elastic Security visual event analyzer graph","alt_text_l10n":"Elastic Security visual event analyzer graph","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs7bcbfd27ef933bda"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic goes even further by providing:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eBest-in-class integrated EDR:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Elastic’s agent protects Windows, macOS, and Linux operating systems with the award-winning prevention and detection capabilities originally pioneered at Endgame and evolved into a scalable platform for modern threats. Advanced malware, behavioral, memory, and ransomware defenses are included out of the box.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eHybrid networks ready for public sector:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e No cloud-connected artifacts. Deploy wherever your mission takes you — on-premises, on AWS GovCloud, on Elastic Cloud, or in a hybrid environment. Elastic is built to operate in disconnected, intermittent, limited availability networks (DILs) and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/deploy/self-managed/air-gapped-install\"\u003e\u003cspan style='font-size: 12pt;'\u003eair-gapped\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e environments.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ePolicy enforcement and compliance: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eGovernment agencies must meet stringent security and regulatory standards. Elastic \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-security-device-control\"\u003e\u003cspan style='font-size: 12pt;'\u003eDevice Control\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e enables administrators to enforce device policies aligned with Federal Risk and Authorization Management Program (FedRAMP), DoD Impact Level 5 (IL5), and Criminal Justice Information Services (CJIS) requirements. For example, agencies can restrict device access based on user roles, block unapproved peripherals, and generate audit logs for compliance reporting.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eIntegration with other vendors: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eMany organizations rely on multiple endpoint vendors; Elastic meets them where they are. Elastic’s vendor-agnostic platform seamlessly operationalizes data from \u003c/span\u003e\u003ca href=\"https://www.elastic.co/integrations/data-integrations?solution=security\"\u003e\u003cspan style='font-size: 12pt;'\u003ethird-party endpoint tools\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e alongside Elastic’s own endpoint agent — all within a unified detection and response workflow. No silos. No pivoting.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eUnlimited deployment model: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eWith Elastic, every user gets unlimited agents. This allows teams to scale up during incidents and maintain a resilient baseline across thousands of machines without hidden per-endpoint costs. Elastic delivers a mission-ready platform that protects today’s infrastructure and scales to meet tomorrow’s complexity. This is endpoint security the way it was meant to be: flexible, powerful, and unified.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Elastic delivers proven endpoint excellence","_metadata":{"uid":"cs7538b909e8654728"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic’s endpoint security capabilities are one of the best protection engines in the industry based on independent third-party testing. In the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/elastic-av-comparatives-epr-test-2025\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAV-Comparatives Endpoint Prevention and Response 2025 Report\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, Elastic Security’s results showed near-perfect prevention rates, minimal false positives, no workflow delays, and favorable total cost projections.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIn another test series, the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.av-comparatives.org/wp-content/uploads/2025/04/avc_biz_2025_05_factsheet.pdf\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAV-Comparatives Business Security Test (April–May 2025)\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, Elastic achieved a\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/elastic-security-av-comparatives-business-security-test-2025\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e100% protection rate\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;against more than 200 advanced attack scenarios and 1,000 real-world malware samples. That’s top performance in one of the industry's most rigorous evaluations.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs44d2e9f2a651890c"}}},{"image":{"image":{"uid":"bltc781046ba215dae7","_version":1,"title":"image1.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-11-11T17:54:33.361Z","updated_at":"2025-11-11T17:54:33.361Z","content_type":"image/png","file_size":"118482","filename":"image1.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-11-13T17:11:04.756Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltc781046ba215dae7/691378596702624ced7f1594/image1.png"},"_metadata":{"uid":"csdc3df67ed6a0f9f9"},"caption_l10n":"AV-Comparatives April–May 2025 Malware Test results ","alt_text_l10n":"AV-Comparatives April–May 2025 Malware Test results ","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs3aa82d34bbe5941d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnd that’s not all. Elastic Security was also recently recognized as a \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-leader-idc-marketscape-2025\"\u003e\u003cspan style='font-size: 12pt;'\u003eLeader in the IDC MarketScape\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e: Worldwide Extended Detection and Response Software 2025 Vendor Assessment. IDC specifically recognized Elastic’s native endpoint security capabilities from \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/integrations/endpoint\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Defend\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. Its real-time behavioral analytics, deception techniques, and active prevention controls surfaced as strengths. 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To learn more, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/contact/public-sector\"\u003e\u003cspan style='font-size: 12pt;'\u003ereach out to our team.\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs5904c09de6e7be4f"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs738dc4463cbfef65"},"paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eRelated resources:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eBlog:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-extended-security\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eYou thought Elastic only did SIEM? 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Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csd701826d4ca4a4cb"}}}],"publish_date":"2025-11-13T08:00:00.000Z","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":["blt62646ad19dd7b0b8","blt3185b1f0e9eed8d1"],"tags_partner":[],"tags_topic":[{"uid":"blte41b0699a34eac99","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"blte007e1c9cef6ad6b","title":"Endpoint security","label_l10n":"Endpoint 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Too often, that data stays across separated IT and OT environments, trapped in systems that were never designed to share it, which slows response and hides problems until they become outages.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What are OT and IT, and why does it matter for smart cities?","_metadata":{"uid":"cs31a621667f0a2d76"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eOperational technology (OT)\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e is the hardware and software that monitors and controls physical infrastructure (pumps, valves, signals, building systems).\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eInformational technology (IT) \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;is the hardware and software supporting\u0026nbsp; agencies in investigating incidents, coordinating response, and measuring performance (identity, endpoint security, network security, analytics platforms).\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen OT and IT data remain separated, agencies lose the context needed to act quickly and safely.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis article explains a practical way to bridge OT and IT data with Elastic, so you can move from isolated sensor readings to a unified operational view with searchable, governed, real-time operational insight.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Why is IT and OT data convergence changing how cities operate?","_metadata":{"uid":"cs5dfa4e338f598f1d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIT and OT convergence is the shift away from treating operational technology and information technology as separate domains with separate ownership and toward a model where data, tools, and processes flow between them as one system.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor decades, agencies ran OT and IT as parallel worlds with different teams, different budgets, and different vendors. That separation made sense when OT systems were closed and physically isolated. It makes far less sense today, when a traffic signal controller, a water treatment sensor, and a city laptop can all sit on the same network path.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIT and OT data convergence becomes even more important as organizations adopt AI. The value AI delivers is greater when it has context from unified data and can support teams with a unified operational picture and a better understanding of what is happening across the systems that run the city.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How does Elastic solve protocol sprawl for smart city data? ","_metadata":{"uid":"cs53415f1e7f4d9aea"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic reduces protocol sprawl by using a single ingestion architecture, the Elastic Agent managed by Fleet, to normalize data from legacy industrial protocols and modern IoT sources into Elastic Cloud.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003c/span\u003e\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eArchitecture component\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eWhat it does\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eWhy it matters for agencies\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSensors and devices\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003ePhysical infrastructure: pumps, traffic lights, meters, HVAC, air monitors\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSource of operational truth\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic Agent (edge)\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eRuns on gateways/servers to collect logs/metrics and ship securely\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eReduces tool sprawl; consistent policy and upgrades\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eFleet\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eCentral management for thousands of Elastic Agents\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eOne control plane for rollout, config, and compliance\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic Cloud\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eCentral datastore and search/analytics platform\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eOne place to correlate OT and IT data\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eKibana dashboards\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eVisualizations and workflows for operators and analysts\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eFaster triage and clearer situational awareness\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAs a result, with Elastic, \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003edata from a decades-old valve controller can be indexed and explored with the same consistency as telemetry from a modern IoT sensor, so teams spend less time translating formats and more time resolving issues.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt also improves interoperability by giving legacy and modern systems a common data layer, making it easier to connect systems across different protocols, vendors, and generations of infrastructure.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How do agencies navigate proprietary protocols and vendor lock-in challenges?","_metadata":{"uid":"cs4114e3be2997ca2c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhile many OT protocols are manufacturer-specific, the true challenge for municipalities is long-term interoperability, ensuring that data remains accessible regardless of which hardware vendor provided the sensor.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eStandards like Modbus, PROFINET, and DNP3 typically operate within closed ecosystems. This siloed approach creates significant friction when agencies attempt to integrate new hardware, rotate vendors, or consolidate telemetry into a single operational view.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo counter this, the industry is shifting toward vendor-neutral frameworks. For instance, OPC UA provides a common interface for cross-manufacturer communication. Agencies should apply this same logic to their analytics platforms: adopting a vendor-agnostic, open architectural layer that resides above device-specific protocols to maintain flexibility.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn this environment, open standards, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/fleet\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Agent\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/fleet#central-management\"\u003e\u003cspan style='font-size: 12pt;'\u003eFleet\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e serve as the interoperability plane. Whether data originates \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/beats/filebeat/filebeat-input-mqtt\"\u003e\u003cspan style='font-size: 12pt;'\u003efrom an MQTT broker\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e or a legacy gateway, it is normalized into a unified schema in Elastic Cloud. This ensures that swapping hardware providers doesn't force a total rebuild of your Kibana dashboards or ML jobs, providing a practical defense against vendor lock-in.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What is the measurable ROI of Elastic for municipal agencies?","_metadata":{"uid":"csab534bb221a21ec7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAgencies can quantify impact through faster troubleshooting, fewer blind spots, and earlier detection of operational anomalies (like leaks), especially when OT and IT signals are searchable together. Although use cases may vary depending on organizational needs, these outcomes are already being realized by organizations using Elastic in different operational contexts.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Water utility monitoring (leak detection and faster response)","_metadata":{"uid":"cs2de7f58fdc5a9ad9"},"header_style":"H3","paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eChallenge:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Limited real-time visibility across distribution networks can delay leak detection and increase non-revenue water.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eValue:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e With high-volume telemetry searchable in near real time using piped ES|QL queries, teams can identify anomalies sooner, prioritize field response, and validate remediation faster.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eRead the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/water-utilities-company\"\u003e\u003cspan style='font-size: 12pt;'\u003efull customer story\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Smart parking and city revenue platforms (performance issue resolution)","_metadata":{"uid":"csb6ae9f287f2f2211"},"header_style":"H3","paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eChallenge:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e High transaction volumes and variable demand can create intermittent performance problems that are hard to pinpoint.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eValue:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Unified observability lets teams correlate app/server behavior with infrastructure signals and user-impact metrics.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eRead the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/with-elastic-cloud-on-aws-smarter-city-solutions-ensures-seamless-customer-experience-across-the-smarter-parking-platform\"\u003e\u003cspan style='font-size: 12pt;'\u003efull customer story\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"What does a unified smart city operations view look like in Kibana?","_metadata":{"uid":"cs29e8dbcac9c90825"},"header_style":"H2","paragraph_l10n":""}],"_metadata":{"uid":"cs6974228204be0a06"}}},{"image":{"image":{"uid":"bltbf9c33f31b6b0062","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-26T19:23:29.190Z","created_by":"bltb6c155cd84fc0c1a","file_size":"645069","filename":"image3.png","parent_uid":null,"tags":[],"title":"image3.png","updated_at":"2026-08-26T19:23:29.190Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-27T13:00:00.870Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltbf9c33f31b6b0062/6a8f3d3136492a0bda85fd2c/image3.png"},"_metadata":{"uid":"csc3f73b0900602578"},"caption_l10n":"Kibana dashboards unify OT telemetry (pressure/flow/valve state) with IT health signals so operators can triage incidents faster.","alt_text_l10n":"A Kibana dashboard showing a city map with highlighted utility zones, time-series charts for water pressure and flow, and an alerts panel listing abnormal sensor readings.","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"image":{"image":{"uid":"blt12201fc7bca8079f","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-26T19:23:35.978Z","created_by":"bltb6c155cd84fc0c1a","file_size":"303428","filename":"image2.png","parent_uid":null,"tags":[],"title":"image2.png","updated_at":"2026-08-26T19:23:35.978Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-27T13:00:00.986Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt12201fc7bca8079f/6a8f3d370a3bbe573959ddcb/image2.png"},"_metadata":{"uid":"csfdc9cc02dfc1df72"},"caption_l10n":"Real-time service health and incident response views help transit teams correlate delays with infrastructure and network events.","alt_text_l10n":"A Kibana dashboard with transit lines overlaid on a map, vehicle status metrics, delay indicators, and an event timeline correlating network alerts with service disruptions.","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"image":{"image":{"uid":"bltfde56c6f20e5c636","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-26T19:23:44.311Z","created_by":"bltb6c155cd84fc0c1a","file_size":"187084","filename":"image4.png","parent_uid":null,"tags":[],"title":"image4.png","updated_at":"2026-08-26T19:23:44.311Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-27T13:00:00.933Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltfde56c6f20e5c636/6a8f3d40971ef90699537a40/image4.png"},"_metadata":{"uid":"cs3a57b3f7f833ba95"},"caption_l10n":"Revenue and enforcement teams can track transactions, device uptime, and anomalies in one shared view.","alt_text_l10n":"A Kibana dashboard displaying parking transaction volume, revenue totals, device availability gauges, and alert cards for payment terminal errors.","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"Why does geospatial data matter for Smart City operations?","_metadata":{"uid":"cs4cbf4322e6b6d867"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAlmost every smart city data point already has a location attached to it. Elasticsearch stores that location natively as \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/explore-analyze/geospatial-analysis\"\u003e\u003cspan style='font-size: 12pt;'\u003egeo_point or geo_shape data, and Kibana Maps\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e turns it into a layer agencies can search, filter, and correlate in real time.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA water pressure reading, a traffic signal fault, and a security alert on a substation network all mean more when you know where they happened relative to each other. Treating location as a first-class field, not an afterthought bolted on in a separate GIS tool, is part of what makes an OT/IT unification strategy actually usable day to day.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Geospatial use case examples for smart cities","_metadata":{"uid":"cs5c999a56feb4c96f"},"header_style":"H3","paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAsset and vehicle tracking:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Follow a transit vehicle, maintenance truck, or drone inspection route over time.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDensity and hotspot analysis: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eIdentify clusters such as leak reports or a parking demand hotspot.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLocation-aware search: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eCombine location with other data to find events within a specific area and timeframe.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSecurity correlation: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eEnrich network events with location, which lets analysts see whether unusual OT network activity is coming from a location that makes sense for that facility.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"csd969b6af97dfd610"}}},{"image":{"image":{"uid":"bltf8a7c3479205de81","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-26T19:23:53.384Z","created_by":"bltb6c155cd84fc0c1a","file_size":"2087632","filename":"image1.png","parent_uid":null,"tags":[],"title":"image1.png","updated_at":"2026-08-26T19:23:53.384Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-27T13:00:00.893Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltf8a7c3479205de81/6a8f3d49e41d7fd6e1655001/image1.png"},"_metadata":{"uid":"cs8120d6d78b48e2e0"},"caption_l10n":"Layering OT sensor locations, utility service boundaries, and security events on one map helps operators see the physical scope of an issue, not just a list of alerts.","alt_text_l10n":"Geospatial correlation view","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"How do you secure OT in smart cities?","_metadata":{"uid":"cs5f9f7cf63176c73f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhile strict air-gapping remains a requirement for highly sensitive federal and defense infrastructure, many municipal agencies are intentionally connecting everyday operational systems to power modern smart city services. However, when OT becomes reachable from IT networks, the attack surface expands, and the blast radius can move beyond data loss into physical service disruption.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is why guidance from organizations such as \u003c/span\u003e\u003ca href=\"https://www.cisa.gov/news-events/news/cisa-releases-guide-help-critical-infrastructure-users-adopt-more-secure-communication\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eCISA\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and \u003c/span\u003e\u003ca href=\"https://www.nist.gov/news-events/news/2023/09/guide-operational-technology-ot-security-nist-publishes-sp-800-82-revision\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eNIST\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e emphasizes securing OT environments while accounting for their unique operational and safety requirements.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhether you maintain strictly isolated environments or are embracing IT/OT convergence, Elastic Security supports an OT-aware approach. You can secure connected city infrastructure \u003c/span\u003e\u003ca href=\"https://www.elastic.co/industries/public-sector/zero-trust\"\u003e\u003cspan style='font-size: 12pt;'\u003eby applying Zero Trust\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, correlating IT and OT events to detect lateral movement, and using protocol-aware detections mapped to \u003c/span\u003e\u003ca href=\"https://attack.mitre.org/matrices/ics/\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMITRE ATT\u0026amp;CK® for ICS\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Stop lateral movement from IT to OT","_metadata":{"uid":"cs31ba819c3796587f"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAttackers often start in IT (phishing, stolen credentials) and pivot toward OT. When OT and IT telemetry land in one platform, analysts can:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eInvestigate a phishing-driven endpoint event\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTrack identity and authentication activity\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCorrelate network behaviors and OT-side command anomalies\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBuild a single timeline that reduces handoffs between tools\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUse \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security/ai\"\u003e\u003cspan style='font-size: 12pt;'\u003eAI-driven capabilities\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to automatically summarize complex IT/OT attack chains\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Use protocol-aware detection","_metadata":{"uid":"cs09db7ce729c93aad"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eInstead of treating OT traffic as opaque, agencies can enrich and analyze it:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDecode and analyze industrial protocols (e.g., \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eModbus\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDNP3\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCIP\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e) to identify suspicious commands\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAlert on behavior that’s unusual for a device, time, or segment (e.g., administrative writes at abnormal hours)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eReduce false positives by pairing network detections with asset and identity context\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Map detections to MITRE ATT\u0026CK for ICS","_metadata":{"uid":"cs382ccb1d256a7ff2"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMapping detections to MITRE ATT\u0026amp;CK for ICS helps teams:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAlign detection coverage to known tactics and techniques\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCommunicate risk in a common language across leadership and technical teams\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePrioritize gaps based on real adversary behaviors\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs smart cities bring more OT, IT, and IoT data together, Elastic can help agencies build a more connected operational view, detect anomalies, strengthen security across their infrastructure, and reduce tool sprawl. You can start by \u003c/span\u003e\u003ca href=\"https://www.elastic.co/guide/en/beats/filebeat/current/filebeat-input-mqtt.html\"\u003e\u003cspan style='font-size: 12pt;'\u003esetting up the MQTT integration\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to bring OT data into Elastic, use \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/explore-analyze/machine-learning/anomaly-detection\"\u003e\u003cspan style='font-size: 12pt;'\u003emachine learning for anomaly detection\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to identify unusual patterns in city sensor data, and explore \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to help protect industrial and OT environments.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs93300e18134c9b89"}}},{"callout":{"title_l10n":"Learn more about Elastic","_metadata":{"uid":"cs896e7f9fb90b1f84"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/industries/public-sector/fedramp\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud for government\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/maps\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Maps for geospatial analysis\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/real-time-geospatial-intelligence-elastic\"\u003e\u003cspan style='font-size: 12pt;'\u003eUnlocking real-time geospatial intelligence\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csaad2cb830d13da6f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs2dde7ed97169df15"}}}],"publish_date":"2026-08-27","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Smart city data, operations, and security","seo_description_l10n":"IT and OT data convergence: How can smart cities unify operational data, improve visibility, detect anomalies, and secure connected infrastructure?","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt7cdf52ef357ab22a","_content_type_uid":"tags_topic"},{"uid":"blt7478459fe32592c5","_content_type_uid":"tags_topic"},{"uid":"blte0256e5390d036ed","_content_type_uid":"tags_topic"},{"uid":"blt4f82459203f5a666","_content_type_uid":"tags_topic"},{"uid":"bltc6e3d049760fc06a","_content_type_uid":"tags_topic"},{"uid":"blt886805f7b26ef356","_content_type_uid":"tags_topic"},{"uid":"bltf38f037a2b6ecb4e","_content_type_uid":"tags_topic"},{"uid":"blt9fb9f67ee7bb5c15","_content_type_uid":"tags_topic"},{"uid":"blt6d95e5a5f26dfd28","_content_type_uid":"tags_topic"},{"uid":"blt43ad419de732b584","_content_type_uid":"tags_topic"},{"uid":"blt17630d07558c63f6","_content_type_uid":"tags_topic"},{"uid":"bltba572dcfa2880a69","_content_type_uid":"tags_topic"},{"uid":"bltdf59d18fa27d1692","_content_type_uid":"tags_topic"},{"uid":"blt3d6d3cd2ad3fce72","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltcb543cd010a1e2a8","ACL":{},"created_at":"2020-06-17T03:33:30.831Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"cloud","label_l10n":"Cloud","tags":[],"title":"Cloud","updated_at":"2020-07-06T22:20:17.019Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:21.552Z","user":"blt4b2e1169881270a8"}},{"uid":"bltbc86a233655f4b8e","title":"Elasticsearch","label_l10n":"Elasticsearch","keyword":"elasticsearch","hidden_value":false,"tags":[],"locale":"en-us","created_by":"blt36e890d06c5ec32c","updated_by":"blt36e890d06c5ec32c","created_at":"2022-09-13T16:43:08.111Z","updated_at":"2022-09-13T16:43:08.111Z","ACL":{},"_version":1,"publish_details":{"time":"2026-03-03T20:50:22.490Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"title":"Geospatial","label_l10n":"Geospatial","keyword":"geospatial","tags":[],"locale":"en-us","uid":"bltd609f5ed6cf2db23","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:33:07.306Z","updated_at":"2020-07-06T22:20:11.933Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2026-04-24T22:01:40.986Z","user":"blt36e890d06c5ec32c"}},{"_version":1,"locale":"en-us","uid":"blt49d4b623ebdfdd90","ACL":{},"created_at":"2022-09-13T16:43:19.010Z","created_by":"blt36e890d06c5ec32c","hidden_value":false,"keyword":"kibana","label_l10n":"Kibana","tags":[],"title":"Kibana","updated_at":"2022-09-13T16:43:19.010Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.239Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt1205b85411e3989b","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-08-26T18:06:50.904Z","created_by":"bltb6c155cd84fc0c1a","file_size":"192150","filename":"pedro-lastra-Nyvq2juw4_o-unsplash.jpg","parent_uid":null,"tags":[],"title":"pedro-lastra-Nyvq2juw4_o-unsplash.jpg","updated_at":"2026-08-26T18:06:50.904Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-27T13:00:00.961Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt1205b85411e3989b/6a8f2b3a0a3bbe4d6959dd07/pedro-lastra-Nyvq2juw4_o-unsplash.jpg"},"title":"How can agencies unify smart city data to improve public services?","title_l10n":"How can agencies unify smart city data to improve public services?","updated_at":"2026-08-26T19:24:41.118Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/smart-city-it-ot-data-convergence-security","publish_details":{"time":"2026-08-27T13:00:00.824Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltca986f0d19befc47","_version":6,"locale":"en-us","ACL":{},"abstract_l10n":"Azure Private Link for Elastic Cloud Serverless is generally available. Your traffic stays inside Azure's private backbone — no public internet exposure required.","author":[{"uid":"bltd740d971d3db084e","_version":3,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-05-27T12:55:16.082Z","created_by":"blt03b12f5a6591ef8c","email_id":"","facebook_id":"","first_name":"Alex","image":{"uid":"blt1b64b12bcba9a87c","_version":1,"title":" Alex Chalkias","created_by":"blt03b12f5a6591ef8c","updated_by":"blt03b12f5a6591ef8c","created_at":"2026-05-27T12:55:15.223Z","updated_at":"2026-05-27T12:55:15.223Z","content_type":"image/png","file_size":"54678","filename":"54be7004f3b0cb9b4cba66041396539882c602a8-244x262.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-23T12:21:16.369Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt1b64b12bcba9a87c/6a16e9b3ab7f08608fdb9ae3/54be7004f3b0cb9b4cba66041396539882c602a8-244x262.png"},"job_title_l10n":" Principal Product Manager","key":"alex-chalkias","last_name":"Chalkias","linkedin_id":"","paragraph_l10n":"\u003cp\u003eAlex is an experienced PM focused on cloud solutions. He likes working at the tech-business intersection, navigating complex projects, and uncovering customer needs. 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With this release, you can connect your Azure workloads directly to your Serverless projects over Azure's private network backbone without exposing your Elastic endpoints to the public internet. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/security/private-connectivity\"\u003e\u003cspan style='font-size: 12pt;'\u003eAWS PrivateLink support shipped in February 2026\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e; Azure is the second cloud provider to reach GA.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What Azure Private Link does","_metadata":{"uid":"csa5488c3b76846488"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen you associate an Azure Private connection policy with a Serverless project, traffic between your Azure Virtual Network and Elastic travels entirely within Azure's network fabric. The public Elastic endpoints remain resolvable, but once a policy is attached, any request that does not arrive through a matching private endpoint or IP filter is rejected with \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003e403 Forbidden\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e. There is no separate \"private endpoint only\" toggle; the policy attachment itself enforces the access boundary.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe connection runs through an Azure private endpoint in your VNet. Elastic hosts a Private Link service on our side; you create the private endpoint in your subscription, and Elastic auto-approves it when your VNet is whitelisted by a policy you create. All data — ingestion, search, and Kibana — travels through that private path.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOn Azure, a private connection policy is required (not optional). The policy carries the resource IDs of the private endpoints you want to admit, and Elastic uses it to auto-approve connection requests. This differs from AWS, where the policy is optional, and you can approve connections manually.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cse7db60b560d07ec1"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs0ffae9519b7b89ea"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor the list of supported Azure regions, see \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/deploy/elastic-cloud/regions\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless regions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. Due to a limitation in Azure, Private Link support is not yet available in northeurope region even though Elastic Cloud Serverless is.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"How to set it up","_metadata":{"uid":"cs1cffa846746f68e5"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe full configuration steps are in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/security/private-connectivity-azure\"\u003e\u003cspan style='font-size: 12pt;'\u003eAzure private connectivity documentation\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. At a high level:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn Azure, create a private endpoint pointing to the Elastic Private Link service for your project.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUpdate your DNS to resolve the Elastic endpoint hostnames to the private IP of your endpoint.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn Elastic Cloud, create a private connection policy and add the Resource name and Resource ID of your private endpoint. Elastic uses \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003eproperties.resourceGUID\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e from the Azure resource — the field labeled \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eResource ID \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ein the Azure portal.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eOptionally, you can associate the policy with your Serverless project in Elastic Cloud Console.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"cscb7c7edaeda868b6"}}},{"image":{"image":{"uid":"bltbf13a9baed936ac4","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-04T02:41:32.823Z","created_by":"bltb6c155cd84fc0c1a","file_size":"284273","filename":"create-private.png","parent_uid":null,"tags":[],"title":"create-private.png","updated_at":"2026-08-04T02:41:32.823Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-04T06:00:01.928Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltbf13a9baed936ac4/6a71515c75ed463df14a84f0/create-private.png"},"_metadata":{"uid":"csc495650ad717900b"},"caption_l10n":"","alt_text_l10n":"create private connection ","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csc4e0700147be76e4"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou can create up to 1,024 network security policies per organization with up to 128 sources (private endpoints or IP ranges) per policy. A single policy can be shared across multiple projects.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eIP filters and private endpoints can coexist.\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e When you attach both an IP filter policy and a private connection policy to the same project, each incoming request must match at least one attached policy; it does not need to match all of them. Traffic arriving through the private endpoint matches the private connection policy. Traffic arriving from a listed IP range matches the IP filter. Any traffic that matches neither is rejected.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Packaging and availability","_metadata":{"uid":"cs2b68deb341203e83"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePrivate connectivity for Serverless is included in the following tiers at no additional charge and is effective August 4, 2026:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eObservability Serverless projects:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e require \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eObservability Complete\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSecurity Serverless projects:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e require \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSecurity Analytics Complete\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor other project types, such as \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElasticsearch Serverless projects\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, the feature is available with no tier requirement.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eProjects created before August 4, 2026\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e are grandfathered regardless of tier. Any Serverless project created before that date can use traffic filtering — both private connections and IP filters — without restriction for the project's lifetime. This applies even if the project is not currently using traffic filtering; projects created before the cutoff date can configure it at any time.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you upgrade an observability or security project to the Complete tier after August 4, the platform automatically applies your default network security policies to the newly eligible project — no manual reconfiguration needed.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eGating is enforced in both the Elastic Cloud Console UI and the API. Projects that do not meet the tier requirement and were created on or after August 4 will not have the option to associate a private connection or IP filter policy.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs5cf737cea63a15ff"}}},{"image":{"image":{"uid":"blt73dd5ed2e33f5893","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-04T02:42:01.782Z","created_by":"bltb6c155cd84fc0c1a","file_size":"108027","filename":"apply-to-resources.png","parent_uid":null,"tags":[],"title":"apply-to-resources.png","updated_at":"2026-08-04T02:42:01.782Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-04T06:00:01.955Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt73dd5ed2e33f5893/6a7151797724f230dc044301/apply-to-resources.png"},"_metadata":{"uid":"cs3026a69325512e69"},"caption_l10n":"","alt_text_l10n":"apply to resources","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"Private connectivity across cloud providers","_metadata":{"uid":"cs840daec1d518f960"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAzure Private Link now joins \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/security/private-connectivity-aws\"\u003e\u003cspan style='font-size: 12pt;'\u003eAWS PrivateLink\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, which has been available for Serverless since February 2026, as part of Elastic's ongoing investment in network security across major cloud providers. For the current list of supported providers and regions, see the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/security/private-connectivity\"\u003e\u003cspan style='font-size: 12pt;'\u003eprivate connectivity documentation\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Frequently asked questions","_metadata":{"uid":"cs8d1511554114fac8"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDoes Azure Private Link also work for Elastic Cloud Hosted deployments?\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eAzure Private Link for Hosted deployments has been available via a separate API. This release covers Elastic Cloud Serverless specifically.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCan I use both an IP filter and a Private connection policy on the same project?\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eYes. Each request must match at least one attached policy. A private-endpoint connection matches the Private connection policy; traffic from a listed IP range matches the IP filter. Traffic matching neither is rejected.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eIs a policy required on Azure to secure a private connection?\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eYes, for Azure Private Link, you must create a policy in Elastic Cloud Console and add your private endpoint’s Resource name and Resource ID before Elastic will approve the connection. This differs from AWS, where the policy is optional. Associating the policy with specific projects is optional and only needed if you want to filter the traffic coming from specific private endpoints.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDo I need a separate endpoint per project or per solution type?\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eOne private connection policy referring to your Azure private endpoint can be attached to multiple projects. Each Serverless project has its own private hostname that uses a private connection. See the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/security/private-connectivity-azure\"\u003e\u003cspan style='font-size: 12pt;'\u003edocumentation\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e for the per-endpoint configuration details.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs246b949f963e9900"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs50206db34a452995"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 11pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs2d92028edaed84e1"}}}],"publish_date":"2026-08-04","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"bltc3067ddccda555c1","ACL":{},"created_at":"2023-11-06T21:50:08.806Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elastic-cloud","label_l10n":"Elastic Cloud","tags":[],"title":"Elastic Cloud","updated_at":"2023-11-06T21:50:08.806Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.096Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltc76ab818663a30de","_content_type_uid":"tags_topic"},{"uid":"blt2d51fc8cada40465","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltcb543cd010a1e2a8","ACL":{},"created_at":"2020-06-17T03:33:30.831Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"cloud","label_l10n":"Cloud","tags":[],"title":"Cloud","updated_at":"2020-07-06T22:20:17.019Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:21.552Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blta15262f936172268","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-04T02:29:54.515Z","created_by":"bltb6c155cd84fc0c1a","file_size":"161504","filename":"azure-privatelink.png","parent_uid":null,"tags":[],"title":"azure-privatelink.png","updated_at":"2026-08-04T02:29:54.515Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-04T06:00:01.901Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta15262f936172268/6a714ea20c5aa94fbdf8672a/azure-privatelink.png"},"title":"Azure Private Link for Elastic Cloud Serverless is now generally available","title_l10n":"Azure Private Link for Elastic Cloud Serverless is now generally available","updated_at":"2026-08-04T02:45:11.949Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/azure-private-link-elastic-cloud-serverless","publish_details":{"time":"2026-08-04T06:00:01.826Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt0d96c886feff78b0","_version":6,"locale":"en-us","ACL":{},"abstract_l10n":"Elastic announces the availability of Elastic Cloud Serverless in two additional Azure regions and two additional Google Cloud regions. Elastic meets customers where their data is — all around the globe.","author":[{"uid":"blt39dee51344f15656","_version":5,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2022-05-11T19:58:45.575Z","created_by":"blt1e57c6588ae1816e","email_id":"","facebook_id":"","first_name":"Brian","image":{"uid":"blta836c61e70ff8c61","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2022-10-12T23:56:23.454Z","updated_at":"2022-10-12T23:56:23.454Z","content_type":"image/jpeg","file_size":"37804","filename":"headshot-brian-bergholm-300x300.jpg","title":"headshot-brian-bergholm-300x300.jpg","ACL":{},"_version":1,"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2022-10-12T23:56:29.933Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta836c61e70ff8c61/634754278c820a10568ba8f0/headshot-brian-bergholm-300x300.jpg"},"job_title_l10n":"Principal Product Marketing Manager","key":"","last_name":"Bergholm","linkedin_id":"","paragraph_l10n":"\u003cp\u003eBrian Bergholm is a principal product marketing manager in the Go-To-Market team at Elastic. He’s a specialist in Elastic Cloud, partner marketing, and hyperscaler marketplaces.\u003c/p\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003eHe has spent over 20 years in the tech industry across telecoms, software, and professional services. He most recently spent 15 years at Microsoft in a variety of roles, including global product marketing, sales enablement, launch management, and integrated marketing. During his tenure, he supported numerous launches including Office 365, Windows 10, and Azure Marketplace. He joined Elastic because of the power of search to find the answers that matter.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Brian Bergholm","twitter_id":"","updated_at":"2023-12-14T01:55:58.500Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2023-12-14T01:56:01.829Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-07-27T14:40:09.556Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"csb1f05201c9e44696"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless eliminates infrastructure bottlenecks, shifting you from capacity management to solution building.\u0026nbsp;\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003ePowered by Elasticsearch, it’s the fastest way to deploy search, observability, security, and RAG applications.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless has expanded even further to 4 new regions across 3 continents — total coverage of 33 regions globally across hyperscalers.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs774812914f82775e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe’re pleased to announce the availability of \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e on Google Cloud and Microsoft Azure in the following regions starting July 28, 2026:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEurope Southwest 1 (Madrid), gcp-europe-southwest1\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAsia Northeast 1 (Tokyo), gcp-asia-northeast1\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSweden Central (Sweden), azure-swedencentral\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBrazil South (São Paulo), azure-brazilsouth\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis expansion brings our total coverage to \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/deploy/elastic-cloud/regions\"\u003e\u003cspan style='font-size: 12pt;'\u003e33 regions around the globe\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. Elastic Cloud Serverless is where you can find the newest features and incremental improvements included in \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-4-0#elastic-9.4:-workflows-ga,-agent-builder-updates,-and-prometheus/promql-support\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic releases\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Serverless benefits","_metadata":{"uid":"cs11df99db7804f399"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith Elastic Cloud Serverless, you just create a project and start building. Elastic runs all the underlying infrastructure on your behalf. The platform comes pre-tuned for Search AI workloads with infrastructure optimized for vector search, hybrid retrieval, and high-throughput ingest out of the box. There are no clusters to size, no shards to balance, no upgrades to schedule, and no capacity to plan. Search and ingest scale independently on a decoupled architecture, so a spike on one side doesn't impact the other. The result: Teams move faster from idea to production for context-aware search, observability, security, and retrieval augmented generation (RAG) applications.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Example use cases","_metadata":{"uid":"cs306b9ded294dad2a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eServerless is relevant for any cloud-based Elastic use case. Below are a few examples where the operating model is especially impactful.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"High-variability ecommerce and catalog search","_metadata":{"uid":"cs30a93c78322310e7"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eRetailers frequently experience massive, unpredictable traffic spikes during events like flash sales, forcing them to over-provision infrastructure and pay for unused compute during idle periods just to avoid downtime or poor customer experience. With Serverless, the decoupled architecture automatically scales compute up during traffic surges and scales it down when traffic normalizes. Customers only pay for the exact compute used, ensuring high-performance catalog retrieval.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"High-density SaaS multitenancy","_metadata":{"uid":"cscf543a49e812fd5d"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eISVs and SaaS platforms face significant challenges balancing secure data isolation with cloud costs, as managing dedicated clusters for thousands of individual tenants creates a massive operational burden. Serverless provides a robust foundation for multitenancy by allowing organizations to rapidly provision discrete projects for new customers natively through the API. This isolates data efficiently without the need to manually manage node allocation or shard routing.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Application observability and log analytics","_metadata":{"uid":"cs623abcbc32847cd3"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDuring a system outage, applications can generate a massive spike in error logs. In a coupled architecture, this sudden ingest spike may consume all cluster resources, causing the actual search queries used to find the root cause to slow down. Serverless independently separates indexing compute from search compute, meaning a massive spike in log ingestion will dynamically scale the indexing tier without any scale up for the search tier. This allows SREs to query their observability data in real time during a critical incident.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Getting started with Elastic Cloud Serverless on Google Cloud","_metadata":{"uid":"cscfe529646f502804"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eTo try Elastic Cloud Serverless on Google Cloud, visit\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://console.cloud.google.com/marketplace/product/elastic-prod/elastic-cloud?inv=1\u0026invt=AbzKmQ\u0026project=elastic-product\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eGoogle Cloud Marketplace\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eand follow the steps below. You can either start a seven-day free trial or employ any of your existing credits. Your Elastic subscription will appear in your Google Cloud consolidated billing, and your spend counts toward your Google Cloud cloud commitment. You can easily monitor and analyze your Elastic usage and costs right from the Elastic Cloud console.\u003c/span\u003e\u003c/p\u003e\n\u003col\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eCreate a\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003cstrong\u003eServerless project\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFor\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElasticsearch\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, or\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Security\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;projects, select\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eGoogle Cloud\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;as the cloud provider and then choose your preferred Google Cloud region.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n\n\u003cul\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eUS Central 1 (Iowa), gcp-us-central1\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eUS East 1 (S. Carolina), gcp-us-east1\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eUS East 4 (N. Virginia), gcp-us-east4\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eUS West 1 (Oregon), gcp-us-west1\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n\u003c/ul\u003e\n\u003cul\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEurope Southwest 1 (Madrid), gcp-europe-southwest1\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEurope West 1 (Belgium), gcp-europe-west1\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEurope West 2 (London), gcp-europe-west2\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEurope West 3 (Frankfurt, gcp-europe-west3\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEurope West 4 (Netherlands), gcp-europe-west4\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n\u003c/ul\u003e\n\u003cul\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAsia Northeast 1 (Tokyo), gcp-asia-northeast1\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAsia South 1 (Mumbai), gcp-asia-south1\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAsia Southeast 1 (Singapore), gcp-asia-southeast1\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n\u003c/ul\u003e\n\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eClick\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCreate project\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, and your Elastic Cloud Serverless project will be provisioned.\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n\u003c/ol\u003e\n\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIf you have any questions or want to learn more, visit our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/current/serverless\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003edocumentation\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Getting started with Elastic Cloud Serverless on Azure","_metadata":{"uid":"cscc43a0df111a3063"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eTo try Elastic Cloud Serverless on Azure, visit\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://marketplace.microsoft.com/en-us/product/elastic.ec-azure-pp?ocid=cloud-serverless-recap2025\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMicrosoft Marketplace\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u0026nbsp;and follow the steps below. You can either start a seven-day free trial or employ any of your existing credits. Your Elastic subscription will appear in your Microsoft Azure consolidated billing, and your spend counts toward your Azure cloud commitment. You can easily monitor and analyze your Elastic usage and costs right from the Elastic Cloud console.\u003c/span\u003e\u003c/p\u003e\n\u003col\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eCreate a\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003cstrong\u003eServerless project\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFor\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElasticsearch\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, or\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Security\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;projects, select\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAzure\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;as the cloud provider and then choose your preferred Azure region.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n\n\u003cul\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEast US (Virginia), azure-eastus\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEast US 2 (Virginia), azure-eastus2\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWest US 2 (Washington), azure-westus2\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBrazil South (São Paulo), azure-brazilsouth\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n\u003c/ul\u003e\n\u003cul\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eGermany West Central (Frankfurt), azure-germanywestcentral\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eNorth Europe (Ireland), azure-northeurope\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSpain Central (Madrid), azure-spaincentral\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSweden Central (Sweden), azure-swedencentral\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n\u003c/ul\u003e\n\u003cul\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAustralia East (New South Wales), azure-australiaeast\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSoutheast Asia (Singapore), azure-southeastasia\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eUnited Arab Emirates North (Dubai), azure-uaenorth\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n\u003c/ul\u003e\n\n \u003cli\u003e\n \u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eClick\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCreate project\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, and your Elastic Cloud Serverless project will be provisioned.\u003c/span\u003e\u003c/p\u003e\n \u003c/li\u003e\n\u003c/ol\u003e\n\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIf you have any questions or want to learn more, visit our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/current/serverless\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003edocumentation\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Forward into the future","_metadata":{"uid":"cs682e62de0fd01a90"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless is a fully managed operating model that provides the most efficient way to build and scale search, observability, and security applications. When Elastic manages all your behind-the-scenes operations like version upgrades, sharding, and scaling, it allows your developers to focus entirely on their applications.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor more information, check out our \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/serverless/roadmap\"\u003e\u003cspan style='font-size: 12pt;'\u003eambitious roadmap\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e or read why \u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/vectorize-io\"\u003e\u003cspan style='font-size: 12pt;'\u003eVectorize.io\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/docusign\"\u003e\u003cspan style='font-size: 12pt;'\u003eDocusign\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e chose Elastic Cloud Serverless.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos, or registered trademarks of Elasticsearch N.V. in the United States and other countries. All other company and product names are trademarks, logos, or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs9344c82a66ca7246"}}}],"publish_date":"2026-07-28","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic Cloud Serverless continues global expansion to 4 more regions","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Coverage reaches 33 regions around the globe with additional feature enhancements","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt3d820a0eae1c9158","ACL":{},"created_at":"2020-06-17T03:35:53.368Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elasticsearch","label_l10n":"Elasticsearch","tags":[],"title":"Elasticsearch","updated_at":"2020-06-17T03:35:53.368Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:20.290Z","user":"blt4b2e1169881270a8"}},{"_version":1,"locale":"en-us","uid":"bltc3067ddccda555c1","ACL":{},"created_at":"2023-11-06T21:50:08.806Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elastic-cloud","label_l10n":"Elastic Cloud","tags":[],"title":"Elastic Cloud","updated_at":"2023-11-06T21:50:08.806Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.096Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[{"uid":"blt4dcd56f8b3372448","_content_type_uid":"tags_partner"}],"tags_topic":[{"uid":"blt736c21c9cc3bed67","_content_type_uid":"tags_topic"},{"uid":"bltbf617849beaf10fe","_content_type_uid":"tags_topic"},{"uid":"blt8617d65f559b9a82","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltcb543cd010a1e2a8","ACL":{},"created_at":"2020-06-17T03:33:30.831Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"cloud","label_l10n":"Cloud","tags":[],"title":"Cloud","updated_at":"2020-07-06T22:20:17.019Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:21.552Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"bltf72c6b638b40d122","_version":1,"title":"Blog image_ Elastic Cloud Serverless Region Expansion_V1 (1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-27T16:08:23.532Z","updated_at":"2026-07-27T16:08:23.532Z","content_type":"image/png","file_size":"122612","filename":"Blog_image_Elastic_Cloud_Serverless_Region_Expansion_V1_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-28T14:00:10.111Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltf72c6b638b40d122/6a678277b08d724f54bb7c90/Blog_image_Elastic_Cloud_Serverless_Region_Expansion_V1_(1).png"},"title":"Elastic Cloud Serverless: Ongoing multicontinent expansion","title_l10n":"Elastic Cloud Serverless: Ongoing multicontinent expansion","updated_at":"2026-07-28T14:00:03.973Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-cloud-now-available-madrid-tokyo-sweden-sao-paulo","publish_details":{"time":"2026-07-28T14:00:09.761Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltcdc1c2f231163822","_version":3,"locale":"en-us","ACL":{},"abstract_l10n":"UnderDefense, an Elastic partner, migrated a two-person security team from a noisy legacy QRadar to Elastic Security on AWS, cutting incident volume 85%, reducing MTTR 61%, and delivering audit-ready retention with 25 purpose-built dashboards.","author":[{"uid":"blt5e57d9e359862f40","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-06-02T17:38:27.679Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Emily","image":null,"job_title_l10n":"Content Development Manager, Customer Advocacy","key":"","last_name":"Chioconi","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Emily Chioconi","twitter_id":"","updated_at":"2026-06-02T17:38:27.679Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-06-02T17:38:32.147Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-06-23T20:18:14.108Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"csd8cc930cdd2c3c05"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eA SaaS provider of enterprise digital safety software migrated from a noisy legacy QRadar deployment to Elastic Security on Elastic Cloud with the support of UnderDefense, an Elastic partner.\u0026nbsp;\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eThe migration combined a full log ingestion audit, more than 100 custom detection rules mapped to MITRE ATT\u0026amp;CK, and 25 purpose-built Kibana dashboards serving analysts, IT, and executives.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eSecurity incident volume dropped 85% and mean time to respond fell 61%, measured against the legacy QRadar baseline, shifting a two-person security team from reactive triage to proactive threat hunting.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eAudit-ready data retention on Elastic frozen-tier snapshots closed a long-standing compliance evidence gap while lowering storage costs.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs7bf76d2ef6c2a9c0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis blog tells the story of a SaaS company whose platform delivers enterprise digital safety, serving organizations that depend on the service being available and trustworthy around the clock. Its infrastructure reflects that mission: The environment is weighted toward servers, virtual appliances, and cloud workloads with a comparatively small employee fleet. Its product protects other companies, so its own security operations carry direct commercial weight, which is also why the company appears here anonymously.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith the support of \u003c/span\u003e\u003ca href=\"https://underdefense.com/\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eUnderDefense\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e — an Elastic partner — the company migrated from a noisy legacy QRadar deployment to Elastic Security on Elastic Cloud.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs8dfe2e5384e4a90d"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cscffc5fca7fb6dfab"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eUnderDefense specializes in Elastic Security deployments, detection engineering, and managed security operations. Organizations considering a similar migration can learn more at \u003c/em\u003e\u003c/span\u003e\u003ca href=\"http://underdefense.com\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e\u003cstrong\u003eunderdefense.com\u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"Overcoming system challenges","_metadata":{"uid":"csd0587fcc70c20f00"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSecurity at the company is run by a team of two. That team is responsible for monitoring the full environment, responding to incidents, and producing the evidence that auditors and enterprise customers request. The company had operated for years without a major breach; yet, by 2026, the tooling underneath that record was working against the people who relied on it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe legacy QRadar deployment ingested data indiscriminately. Every log source and every system event flowed in, and the detection logic was configured broadly enough that alerts fired constantly. With two people on the security team, the only viable response was triage by severity: High and critical alerts were reviewed while everything below that threshold accumulated unactioned.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBeneath the alert volume sat a structural problem. There was no data lifecycle management, no clear picture of which log sources added detection value and which added cost and noise, and no retention policy that satisfied audit requirements. When auditors asked for evidence, the team compiled it manually, a process that exposed both the compliance gap and the limits of the team’s operational bandwidth.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Main challenges","_metadata":{"uid":"cs11c5c26d6894c957"},"header_style":"H3","paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eUnfiltered log ingestion:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAll data sources flowed into QRadar without optimization, inflating storage costs and generating noise without adding detection value.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAlert overload:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe team could only action high and critical alerts; medium and low queues went unreviewed, creating blind spots.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eFragmented visibility:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSecurity data lived across disconnected views with no unified dashboard for analysts, IT, or leadership.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eGeneric detection coverage:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eDetection rules were broad defaults, untuned to the company’s infrastructure, data sources, or threat model.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCompliance and audit exposure:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLog retention fell short of auditor evidence requirements, creating regulatory and customer-facing risk.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eManual stakeholder reporting:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSecurity status had to be compiled by hand, consuming analyst time and introducing reporting lag.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Achieving unified security operations with Elastic","_metadata":{"uid":"csde78bb110beddaa9"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUnder the leadership of the company’s head of security and with the support of UnderDefense, the company undertook a full migration from QRadar to Elastic Security, deployed on AWS via Elastic Cloud.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBefore a single detection rule was written, UnderDefense conducted a log ingestion audit, mapping every data source to determine what needed to be retained, what could be dropped, and what required correlation. This step reshaped the cost model and the noise profile of the environment before Elastic went live. The core platform itself was architected and running within a couple of days; native connectors and APIs brought data sources online quickly, and tuning continued as a planned, continuous process from there.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDetection engineering followed. UnderDefense enabled Elastic’s out-of-the-box rule set, tuned it to the environment, and then built more than 100 additional custom detections aligned to the company’s specific infrastructure and data. Each detection was mapped to the MITRE ATT\u0026amp;CK\u003c/span\u003e\u003cspan style='font-size: 0.6em;'\u003e\u003csup\u003e®\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e framework, which surfaced blind spots and showed exactly where new rules, data sources, or tooling were needed. In parallel, 25 Kibana dashboards were designed for three distinct audiences: security analysts, IT operations, and C-level stakeholders.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Key implementations","_metadata":{"uid":"csc3e17dd064205bf3"},"header_style":"H3","paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCloud-native Elastic Security on AWS:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFull migration from on-premises QRadar to Elastic Cloud with log ingestion scoped to relevant data sources across servers, virtual appliances, and cloud workloads\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCustom detection engineering:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMore than\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e100 detection rules\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;built and tuned to the environment with MITRE ATT\u0026amp;CK coverage mapping used to identify and close visibility gaps\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e25 purpose-built Kibana dashboards:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRole-specific views for security analysts, IT teams, and executives, delivering a single pane of glass with everything visible on login\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCompliance-grade data retention:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic frozen-tier snapshots configured to meet audit evidence requirements at optimized storage cost, replacing the expensive always-warm retention of the legacy environment\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"csfc8377eb20737215"}}},{"quotes":{"quote_l10n":"Before the migration, the two of us had time for high and critical alerts and nothing else. Now we run threat hunting sessions instead of clearing queues, and when an auditor asks for evidence, we pull it on demand. Our data went from a pile of hay to an organized library, where you walk to the shelf and pick up the exact page you need.","_metadata":{"uid":"cs4c8d6beafa570439"},"quote_author_l10n":"Head of Security, digital safety SaaS provider","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"Results and benefits","_metadata":{"uid":"cs4255d10466ea0cf1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDetection quality\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e85% reduction\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e in security incident volume compared with the legacy QRadar baseline, following migration and detection tuning\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMore than \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e100 custom detection rules\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, each mapped to the environment and the MITRE ATT\u0026amp;CK framework\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eResponse speed\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e61% reduction\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e in mean time to respond (MTTR)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnalyst capacity shifted from reactive alert triage to threat investigation and proactive threat hunting\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eVisibility and operations\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e25 purpose-built Kibana dashboards\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e providing unified visibility across all infrastructure layers with no window-jumping or ad hoc querying needed for daily work\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAutomated stakeholder reporting delivered directly from the platform, replacing manual compilation\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCompliance and audit readiness\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAudit-ready log retention via \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic frozen-tier snapshots\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e with the full evidence trail available on demand\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLower storage cost for audit-grade retention with frozen-tier snapshots replacing the always-warm storage model of the legacy environment while delivering the same evidence value\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eTeam leverage\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA two-person security team now operates with coverage depth that previously required significantly greater headcount\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUnderDefense analysts work alongside the internal team, carrying detection engineering, platform maintenance, and around-the-clock monitoring\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"csd2b1661f217828f8"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs6e35ac27d9e7d620"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eTo explore what this coverage model looks like for a team of your size, reach out to the \u003c/em\u003e\u003c/span\u003e\u003ca href=\"https://underdefense.com/\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eUnderDefense\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e team\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"Elastic Security and UnderDefense business impact","_metadata":{"uid":"csa0103f8c76ccbb3d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnalysts now run proactive threat hunting sessions. One session traced an unremarkable VPN connection back to a proof-of-concept project from years earlier; the channel had stayed silently active ever since, and the team investigated and closed it before anyone could use it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDocumented, reproducible audit evidence strengthens the company’s own sales motion since its enterprise customers ask for exactly this kind of proof during procurement. And the move to Elastic Cloud removed the maintenance and storage management burden of the on-premises legacy deployment.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUnderDefense and Elastic continue to expand AI-assisted detection and investigation in the environment, pairing Elastic’s AI capabilities with UnderDefense’s \u003c/span\u003e\u003ca href=\"https://underdefense.com/\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eagentic AI SOC platform\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. Queries that took an analyst 5 to 10 minutes to structure and run now return enriched results in about a minute.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe deployment shows that a mid-market organization with a lean security team can reach enterprise-grade coverage by pairing Elastic’s open, cloud-native security platform with the detection engineering and operational depth of an experienced security operations partner. For organizations ready to have that conversation, \u003c/span\u003e\u003ca href=\"https://underdefense.com/\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003econtact UnderDefense\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csc1fc216d169cb4ae"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs8ec5dd1f34112867"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs2d55a9e6ebb2a059"}}}],"publish_date":"2026-06-24","sanity_migration_complete":false,"seo":{"seo_title_l10n":"UnderDefense: 85% fewer incidents after QRadar to Elastic migration","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"UnderDefense brought a two-person security team to full-coverage security operations with Elastic Security.","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"bltc3067ddccda555c1","ACL":{},"created_at":"2023-11-06T21:50:08.806Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elastic-cloud","label_l10n":"Elastic Cloud","tags":[],"title":"Elastic Cloud","updated_at":"2023-11-06T21:50:08.806Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.096Z","user":"blt4b2e1169881270a8"}},{"_version":1,"locale":"en-us","uid":"blt6f3b5313b04c2729","ACL":{},"created_at":"2023-11-06T21:49:22.691Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"customer-story","label_l10n":"Customer story","tags":[],"title":"Customer story","updated_at":"2023-11-06T21:49:22.691Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.115Z","user":"blt4b2e1169881270a8"}},{"_version":1,"locale":"en-us","uid":"blt8b37b4b3ec0fe838","ACL":{},"created_at":"2020-06-17T03:36:06.107Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"kibana","label_l10n":"Kibana","tags":[],"title":"Kibana","updated_at":"2020-06-17T03:36:06.107Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:20.315Z","user":"blt4b2e1169881270a8"}},{"title":"SIEM","label_l10n":"SIEM","keyword":"siem","hidden_value":false,"tags":[],"locale":"en-us","uid":"blta7a92715fa2dc7aa","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2021-07-12T21:52:53.275Z","updated_at":"2021-07-12T21:52:53.275Z","ACL":{},"_version":1,"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2021-10-07T18:59:30.492Z","user":"blt36e890d06c5ec32c"}}],"tags_industry":["bltad849a44c42eea31"],"tags_partner":[{"uid":"blt5b5a3dd3ee2ae4bd","_content_type_uid":"tags_partner"}],"tags_topic":[{"uid":"blt7a4eb1026ba18f63","_content_type_uid":"tags_topic"},{"uid":"blt5da20aee1a072f80","_content_type_uid":"tags_topic"},{"uid":"blt2d51fc8cada40465","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"},{"uid":"bltd6680e0300eee933","_content_type_uid":"tags_topic"},{"uid":"bltc76ab818663a30de","_content_type_uid":"tags_topic"},{"uid":"blt43ad419de732b584","_content_type_uid":"tags_topic"},{"uid":"bltba572dcfa2880a69","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltcb543cd010a1e2a8","ACL":{},"created_at":"2020-06-17T03:33:30.831Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"cloud","label_l10n":"Cloud","tags":[],"title":"Cloud","updated_at":"2020-07-06T22:20:17.019Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:21.552Z","user":"blt4b2e1169881270a8"}},{"uid":"blt6f00e40aaa5c6f0e","title":"SIEM","label_l10n":"SIEM","keyword":"siem","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:57.128Z","updated_at":"2020-07-06T22:20:05.385Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.501Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blta416df1cbcf21634","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-06-23T20:20:02.860Z","created_by":"bltb6c155cd84fc0c1a","file_size":"165623","filename":"underdefense-partner-blog_(1).png","parent_uid":null,"tags":[],"title":"underdefense-partner-blog (1).png","updated_at":"2026-06-23T20:20:02.860Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-06-24T14:00:01.060Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta416df1cbcf21634/6a3aea7243be6af15dc5f829/underdefense-partner-blog_(1).png"},"title":"How migrating to Elastic Security helped a digital safety software company cut incidents by 85% with UnderDefense","title_l10n":"How migrating to Elastic Security helped a digital safety software company cut incidents by 85% with UnderDefense","updated_at":"2026-06-23T20:23:06.089Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-security-migration-with-underdefense","publish_details":{"time":"2026-06-24T14:00:01.006Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt36c961bda6c4d8bb","_version":8,"locale":"en-us","ACL":{},"abstract_l10n":"Elastic’s collaboration with Google Cloud was on full display at Google Cloud Next 2026. Read about our joint developments and latest announcements as we strive to help customers build secure AI applications faster for any scale. ","author":[{"uid":"blt39dee51344f15656","_version":5,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2022-05-11T19:58:45.575Z","created_by":"blt1e57c6588ae1816e","email_id":"","facebook_id":"","first_name":"Brian","image":{"uid":"blta836c61e70ff8c61","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2022-10-12T23:56:23.454Z","updated_at":"2022-10-12T23:56:23.454Z","content_type":"image/jpeg","file_size":"37804","filename":"headshot-brian-bergholm-300x300.jpg","title":"headshot-brian-bergholm-300x300.jpg","ACL":{},"_version":1,"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2022-10-12T23:56:29.933Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta836c61e70ff8c61/634754278c820a10568ba8f0/headshot-brian-bergholm-300x300.jpg"},"job_title_l10n":"Principal Product Marketing Manager","key":"","last_name":"Bergholm","linkedin_id":"","paragraph_l10n":"\u003cp\u003eBrian Bergholm is a principal product marketing manager in the Go-To-Market team at Elastic. He’s a specialist in Elastic Cloud, partner marketing, and hyperscaler marketplaces.\u003c/p\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003eHe has spent over 20 years in the tech industry across telecoms, software, and professional services. He most recently spent 15 years at Microsoft in a variety of roles, including global product marketing, sales enablement, launch management, and integrated marketing. During his tenure, he supported numerous launches including Office 365, Windows 10, and Azure Marketplace. He joined Elastic because of the power of search to find the answers that matter.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Brian Bergholm","twitter_id":"","updated_at":"2023-12-14T01:55:58.500Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2023-12-14T01:56:01.829Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-05-06T00:49:48.710Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"csf8388a75bc60dfc8"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic was recognized as \u003cstrong\u003ePartner of the Year\u003c/strong\u003e for helping customers progress in the agentic era.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic is an embedded security layer for \u003cstrong\u003eGoogle Distributed Cloud air-gapped environments\u003c/strong\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic's \u003cstrong\u003eJina Embeddings v3\u003c/strong\u003e are available as a self-deployable model on the \u003cstrong\u003eGemini Enterprise Agent Platform Model Garden\u003c/strong\u003e.\u0026nbsp;\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic is \u003cstrong\u003e25% faster\u003c/strong\u003e on Google Cloud with \u003cstrong\u003eGoogle Axion processors\u003c/strong\u003e.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs7d474212920c2941"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOne thing was clear at Google Cloud Next 2026: The agentic era is here. The Agentic Enterprise is becoming a reality with tangible results surfacing across many industries.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhereas a year ago much of the discussion felt conceptual and centered on proof-of-concept initiatives, the maturation of AI technologies has led to broad use that solves for real-world use cases.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Partner of the year, again!","_metadata":{"uid":"csafad21deb9182b52"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic continues to thrive in this agentic era through close collaboration with partners like Google Cloud. As a testament to that, we were named a Google Cloud Partner of the Year for the fifth time, highlighting our ability to help joint customers deploy generative AI (GenAI) solutions that deliver valuable impact via Elasticsearch, a complete data platform for context engineering and AI.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csb9622ec478d3b4e6"}}},{"image":{"image":{"uid":"blt9364d405312838d5","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-05-06T00:31:51.953Z","created_by":"bltb6c155cd84fc0c1a","file_size":"379819","filename":"image6.png","parent_uid":null,"tags":[],"title":"image6.png","updated_at":"2026-05-06T00:31:51.953Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-05-06T13:00:00.476Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt9364d405312838d5/69fa8bf7d02dec77ba895c7a/image6.png"},"_metadata":{"uid":"cse46213b5a12be988"},"caption_l10n":"","alt_text_l10n":"Google Cloud Partner of the Year Data Management \u0026 AI 2026 logo","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":"width-medium: 50%"}}},{"image":{"image":{"uid":"blt08489f476b9d8dd8","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-05-06T00:31:19.394Z","created_by":"bltb6c155cd84fc0c1a","file_size":"3669303","filename":"image7.png","parent_uid":null,"tags":[],"title":"image7.png","updated_at":"2026-05-06T00:31:19.394Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-05-06T13:00:00.519Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt08489f476b9d8dd8/69fa8bd79e74d55eedc7eaf0/image7.png"},"_metadata":{"uid":"cs0e864bb41c830565"},"caption_l10n":"","alt_text_l10n":"Elasticians accepting the Partner of the Year award at Google Cloud Next 2026","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs25e42dda3c52a390"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo learn more about this prestigious award, check out the \u003c/span\u003e\u003ca href=\"https://ir.elastic.co/News--Events/news/news-details/2026/Elastic-Wins-2026-Google-Cloud-Partner-of-the-Year-Award-for-Marketplace-Category-for-Data-Management--AI/default.aspx\"\u003e\u003cspan style='font-size: 12pt;'\u003epress release\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e or \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-wins-fifth-google-cloud-partner-of-the-year?utm_source=organic-social\u0026utm_medium=linkedin\u0026utm_campaign=event_google_cloud_next\u0026utm_content=20285974191\u0026linkId=931372351\"\u003e\u003cspan style='font-size: 12pt;'\u003eblog\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(18, 100, 163);font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Built for what’s next","_metadata":{"uid":"cs064025e98af569ae"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe were delighted to share the practical side of Elastic’s AI innovation on Google Cloud during the event. Below are our top areas of innovation.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic for GDC air-gapped environments","_metadata":{"uid":"cs332117203e13e32f"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSecuring air-gapped environments is crucial for\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003egovernment agencies, national security organizations, financial institutions, and telecommunications providers. Through expansive collaboration, Google Cloud selected the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic agentic SecOps platform\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u0026nbsp;for securing\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://cloud.google.com/distributed-cloud-air-gapped\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003eGoogle Distributed Cloud (GDC) air-gapped\u003c/a\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u0026nbsp;environments.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eElastic Security is now an embedded security layer for organizations using GDC to run workloads completely disconnected from the public internet.\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;For additional details, see the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://ir.elastic.co/News--Events/news/news-details/2026/Elastic-Collaborates-with-Google-Cloud-to-Bring-its-Embedded-Security-Layer-to-Google-Distributed-Cloud-Air-Gapped-Environments/default.aspx\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003epress release\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 11pt;\"\u003e\u0026nbsp;or\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/google-distributed-cloud-air-gapped-environments\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eblog\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(18, 100, 163);font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Jina models on Gemini Enterprise Agent Platform Model Garden","_metadata":{"uid":"cs85f5f8ef6f7d3444"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic combines industry-leading search with native best-in-class Jina AI or third-party models to deliver relevant, permission-aware answers across unstructured and semi-structured data.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOne of the top announcements at Next was the introduction of \u003c/span\u003e\u003ca href=\"https://cloud.google.com/blog/products/ai-machine-learning/introducing-gemini-enterprise-agent-platform?e=48754805\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eGemini Enterprise Agent Platform\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, which is the evolution of Vertex AI to build, scale, govern, and optimize agents. The platform provides access to more than 200 of the world’s leading models through Model Garden.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eGiven our close alignment with Google Cloud, Elastic was the first Jina model available on the platform, enabling organizations to deploy high-performance retrieval models directly within their own cloud environments. For more information, read the \u003c/span\u003e\u003ca href=\"https://ir.elastic.co/News--Events/news/news-details/2026/Elastic-Jina-Embeddings-v3-Now-Available-in-Gemini-Enterprise-Agent-Platform-Model-Garden/default.aspx\"\u003e\u003cspan style='font-size: 12pt;'\u003epress release\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 11pt;'\u003e or \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/jina-embeddings-v3-gemini-enterprise-model-garden\"\u003e\u003cspan style='font-size: 12pt;'\u003eblog\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(18, 100, 163);font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"CPU-optimized (Arm) hardware profile powered by Google Axion","_metadata":{"uid":"cs31ec5edc5842c59b"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic, we are always focused on improving performance and cost efficiency for our customers running observability, security, and search workloads on Elastic Cloud Hosted. Consequently, we were excited to introduce a new CPU-optimized (Arm) hardware profile powered by Axion — Google’s custom-designed, Arm-based processors.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDuring Next, Elastic and Google Cloud experts provided a breakdown of the Google Axion custom Arm-based processor family and how to map it to specific workload requirements.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs1f97ab582ba7abd4"}}},{"image":{"image":{"uid":"blt0d3ac9eb7f063bed","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-05-06T00:34:12.170Z","created_by":"bltb6c155cd84fc0c1a","file_size":"3763380","filename":"image10.png","parent_uid":null,"tags":[],"title":"image10.png","updated_at":"2026-05-06T00:34:12.170Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-05-06T13:00:00.561Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt0d3ac9eb7f063bed/69fa8c842861545afccc5d41/image10.png"},"_metadata":{"uid":"cs090a88e8b1c8804e"},"caption_l10n":"","alt_text_l10n":"Elastic and Google Cloud experts provided a breakdown of the Google Axion custom Arm-based processor family","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":"width-large: 75%"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cse81bab9d8c8dd979"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you’re interested in how Google Axion processors deliver up to 25% better price-performance for Elastic Cloud workloads, read the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/google-axion-arm-instances-elastic-cloud-hosted\"\u003e\u003cspan style='font-size: 12pt;'\u003eblog\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Build AI architectures with custom models on Cloud Run","_metadata":{"uid":"cs823c209fa658392d"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eModern AI architectures use specialized and open models to deliver high-performance features with greater efficiency. As part of a joint Elastic and Google Cloud session, we explored how the Cloud Run serverless GPU architecture provides a scalable, cost-effective runtime without the complexity of having to manage clusters. 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Through a fun Indiana Jones–style demo, Elastic presenters showed how users can build on Elastic’s deeply integrated open stack for context engineering and AI, bringing together vector database capabilities, hybrid search, Jina AI models, and Agent Builder in a single platform.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs88c10d4421b8e32c"}}},{"image":{"image":{"uid":"blt2bd98184f848a6a6","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-05-06T00:39:50.394Z","created_by":"bltb6c155cd84fc0c1a","file_size":"4085598","filename":"image4.png","parent_uid":null,"tags":[],"title":"image4.png","updated_at":"2026-05-06T00:39:50.394Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-05-06T13:00:00.621Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt2bd98184f848a6a6/69fa8dd6c46745607d8c3c9e/image4.png"},"_metadata":{"uid":"cseb51e1977d262cd9"},"caption_l10n":"","alt_text_l10n":"Speakers on stage focus on the capabilities and value of Agent Builder and Workflows features ","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":"width-large: 75%"}}},{"title_text":{"title_text":[{"title_l10n":"Scale applications with Google Cloud ADC integration","_metadata":{"uid":"cs508f72acb6ccdb24"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBuilding and scaling applications using Elastic and Google Cloud's Application Design Center (ADC) allows teams to combine high-performance search and observability with governed, automated infrastructure deployment. Technical specialists from Elastic and Google Cloud demonstrated how an Elastic Agent using ADC templates can gather logs, metrics, and security data across application instances to improve performance.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs5e58a5b78f84ff47"}}},{"image":{"image":{"uid":"bltf4816c0fc1dc5359","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-05-06T00:40:50.656Z","created_by":"bltb6c155cd84fc0c1a","file_size":"4833412","filename":"image1.png","parent_uid":null,"tags":[],"title":"image1.png","updated_at":"2026-05-06T00:40:50.656Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-05-06T13:00:00.500Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltf4816c0fc1dc5359/69fa8e129df29aa709c1deb0/image1.png"},"_metadata":{"uid":"csac3284a8ee7f0fc5"},"caption_l10n":"","alt_text_l10n":"Elastic booth with a speaker talking about scaling apps with Elastic and Google Cloud ADC integration","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":"width-large: 75%"}}},{"title_text":{"title_text":[{"title_l10n":"Native Prometheus and PromQL support in Elastic Observability","_metadata":{"uid":"cs8848c3eca5cb8a32"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnother Elastic announcement centered on the technical preview of native Prometheus ingestion and PromQL support in Kibana. With native Prometheus support, Elastic eliminates data fragmentation tradeoffs by allowing teams to ingest, store, and analyze native Prometheus data alongside other telemetry data directly via Remote Write.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnd with native PromQL support in Kibana, users can run existing PromQL queries in dashboards and alerts without modification, thereby lowering the barrier to adoption for teams already using Prometheus. To understand how these features empower site reliability engineers (SREs), take a look at the \u003c/span\u003e\u003ca href=\"https://ir.elastic.co/News--Events/news/news-details/2026/Elastic-Adds-Native-Prometheus-and-PromQL-Support-to-Elastic-Observability/default.aspx\"\u003e\u003cspan style='font-size: 12pt;'\u003epress release\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e or blogs on \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/prometheus-remote-write-elasticsearch\"\u003e\u003cspan style='font-size: 12pt;'\u003ePrometheus\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 11pt;'\u003e and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/promql-queries-run-in-kibana\"\u003e\u003cspan style='font-size: 12pt;'\u003ePromQL\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Customer appreciation","_metadata":{"uid":"cs066d567f37ac6691"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAmid all of these announcements and presentations, we wanted to thank our customers for pushing us to be the best we can be. Whether it was chatting at the Elastic booth on the expo floor or enjoying a cocktail at our private reception, we recognize that our customers and our community are at the heart of everything we do in our \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eactions\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, in our \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eproducts\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, and in the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eexperiences\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e that we create for them.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOur passion for our users translates into their passion for Elastic. Google Cloud Next 2026 provided a wonderful occasion for celebrating our achievements together.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs74d7efd09d774bc7"}}},{"image":{"image":{"uid":"blta54e69cb6d35789b","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-05-06T01:04:45.410Z","created_by":"bltb6c155cd84fc0c1a","file_size":"2888859","filename":"Screenshot_2026-05-05_at_9.04.31_PM.png","parent_uid":null,"tags":[],"title":"Screenshot 2026-05-05 at 9.04.31 PM.png","updated_at":"2026-05-06T01:04:45.410Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-05-06T13:00:00.541Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta54e69cb6d35789b/69fa93adb1ca706d34757f61/Screenshot_2026-05-05_at_9.04.31_PM.png"},"_metadata":{"uid":"cs02d1da89cf66acfc"},"caption_l10n":"","alt_text_l10n":"Two people chatting at the Elastic booth on the expo floor","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":"width-medium: 50%"}}},{"image":{"image":{"uid":"blt31e45be45516873b","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-05-06T00:43:39.613Z","created_by":"bltb6c155cd84fc0c1a","file_size":"6751735","filename":"image8.png","parent_uid":null,"tags":[],"title":"image8.png","updated_at":"2026-05-06T00:43:39.613Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-05-06T13:00:00.579Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt31e45be45516873b/69fa8ebbc7c3bacf27d0776d/image8.png"},"_metadata":{"uid":"cs302b8da2c378b2ba"},"caption_l10n":"","alt_text_l10n":"Bright marquee Elastic sign in front of a bar at Elastic's private reception","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":"width-large: 75%"}}},{"title_text":{"title_text":[{"title_l10n":"See you next year!","_metadata":{"uid":"csccdf4539eb738b97"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs we conclude our Elastic fiscal year with this invigorating event, we look forward to bringing even more capabilities to our customers in the agentic era ahead.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eFor more details on the event, watch the webinar \u003c/span\u003e\u003ca href=\"https://events.elastic.co/fromnexttonowelasticgooglecloudsagenticenterpriseinaction\"\u003e\u003cspan style='font-size: 12pt;'\u003eFrom Next to Now: Elastic \u0026amp; Google Cloud's Agentic Enterprise in Action\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eIf you are interested in exploring Elastic Cloud, \u003c/span\u003e\u003ca href=\"https://console.cloud.google.com/marketplace/product/elastic-prod/elastic-cloud?project=elastic-product\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003estart your seven-day free trial on Google Cloud Marketplace\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e today.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs01a9d414ad9f8160"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csc72833e326ca6a5c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos, or registered trademarks of Elasticsearch N.V. in the United States and other countries. All other company and product names are trademarks, logos, or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs557061d15931a114"}}}],"publish_date":"2026-05-06","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Highlights from this year’s agentic enterprise event by Google Cloud","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"bltc3067ddccda555c1","ACL":{},"created_at":"2023-11-06T21:50:08.806Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elastic-cloud","label_l10n":"Elastic Cloud","tags":[],"title":"Elastic Cloud","updated_at":"2023-11-06T21:50:08.806Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.096Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[{"uid":"blt4dcd56f8b3372448","_content_type_uid":"tags_partner"}],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"bltbaad5df00a89fcb2","_content_type_uid":"tags_topic"},{"uid":"bltbd53ce66bb32154f","_content_type_uid":"tags_topic"},{"uid":"blt99b075caf3df4ca7","_content_type_uid":"tags_topic"},{"uid":"bltbf617849beaf10fe","_content_type_uid":"tags_topic"},{"uid":"bltbafe1bd178271a4e","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltcb543cd010a1e2a8","ACL":{},"created_at":"2020-06-17T03:33:30.831Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"cloud","label_l10n":"Cloud","tags":[],"title":"Cloud","updated_at":"2020-07-06T22:20:17.019Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:21.552Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt3d0d855ea8053bae","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-05-06T00:57:10.790Z","created_by":"bltb6c155cd84fc0c1a","file_size":"86771","filename":"gcn-2026-recap-resized.jpg","parent_uid":null,"tags":[],"title":"gcn-2026-recap-resized.jpg","updated_at":"2026-05-06T00:57:10.790Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-05-06T13:00:00.601Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt3d0d855ea8053bae/69fa91e660b9c57fc1064fc6/gcn-2026-recap-resized.jpg"},"title":"The agentic era: Elastic at Google Cloud Next 2026","title_l10n":"The agentic era: Elastic at Google Cloud Next 2026","updated_at":"2026-05-06T01:06:42.772Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/google-cloud-next-2026-recap","publish_details":{"time":"2026-05-11T12:47:40.109Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt015d0b6e44a858b7","locale":"en-us","_version":4,"ACL":{},"abstract_l10n":"Elastic Cloud now supports Google Axion-powered Arm hardware profiles. CPU-optimized Arm profile on Google Cloud now delivers up to 25% better price-performance.","author":[{"uid":"blt7969873b62221c94","locale":"en-us","ACL":{},"_version":4,"company_l10n":"","created_at":"2022-03-14T13:52:58.962Z","created_by":"bltfb089905b0c41028","email_id":"","facebook_id":"","first_name":"Yuvraj","image":{"uid":"blt9c7d66b92259afc5","_version":1,"title":"Yuvraj Gupta","created_by":"blt03b12f5a6591ef8c","updated_by":"blt03b12f5a6591ef8c","created_at":"2026-05-27T12:57:11.417Z","updated_at":"2026-05-27T12:57:11.417Z","content_type":"image/jpeg","file_size":"10245","filename":"9a851fff9823ec43a5ca3e20aaedfb9ff180c2cd-120x160.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-29T08:20:18.263Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt9c7d66b92259afc5/6a16ea278b73cb0db3189cd8/9a851fff9823ec43a5ca3e20aaedfb9ff180c2cd-120x160.jpg"},"job_title_l10n":"Principal Product Manager","key":"","last_name":"Gupta","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Yuvraj Gupta","updated_at":"2026-07-13T13:51:01.108Z","updated_by":"blt03b12f5a6591ef8c","publish_details":{"time":"2026-07-29T08:20:17.352Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-04-22T04:29:01.794Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs6e5e09f1e1a0948a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic, we are always focused on improving performance and cost efficiency for our customers running observability, security, and search workloads on Elastic Cloud Hosted. We are excited to introduce a new \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCPU-optimized (Arm)\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e hardware profile powered by Axion — Google’s custom-designed, Arm-based processors.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis new Arm-based hardware profile brings the next generation of Google Cloud compute to Elastic Cloud Hosted.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCPU-optimized (Arm)\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e hardware profile delivers \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eup to 25% better price-performance\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e compared to the previous CPU-optimized generation, making it ideal for CPU-bound, indexing-heavy, and query-intensive workloads.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCustomers benefit from improved compute efficiency, faster data processing, and more cost-effective scaling across search, observability, and security workloads — all without changing how they build or operate on Elastic Cloud Hosted.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis hardware profile is available in select Google Cloud regions. For the most up-to-date list of supported regions, refer to our \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/cloud/cloud-hosted/ec-gcp-list-region\"\u003e\u003cspan style='font-size: 12pt;'\u003eregional availability documentation\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How to create a deployment using Arm hardware profiles","_metadata":{"uid":"cse0020a117749d798"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCreating a new deployment with the CPU-optimized (ARM) hardware profile is straightforward.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csedafb8d2cf131ef1"}}},{"video":{"vidyard_uuid":"Vh9KTypcAY7JHJPEGwA2Ud","_metadata":{"uid":"cs4c66e8eed825691b"},"caption_l10n":"","shadow":false,"video_play_count":"","muted":false,"loop_video":false,"hide_controls":false,"looping_animation":true}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csb291208a82e409fe"},"header_style":"H2","paragraph_l10n":"\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIn the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Cloud console\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, start creating a new deployment by selecting a solution view (Elasticsearch, Elastic Observability, or Elastic Security) for your deployment and then select\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eGoogle Cloud\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;as your cloud provider.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhen choosing the hardware profile, select\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCPU-optimized (Arm)\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e. More information on our hardware profiles and configurations can be found in our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/cloud/cloud-hosted/ec-gcp-configuration-choose\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003edocumentation\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eOnce selected, continue with your usual configuration steps and create the deployment.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Cloud will automatically provision the deployment powered by Google Axion (Arm) instances.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How to migrate an existing deployment to Arm hardware profiles","_metadata":{"uid":"cs26218c15ad2a0536"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMigrating an existing deployment to Arm hardware profiles is simple.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs825d0e8181fc739b"}}},{"video":{"vidyard_uuid":"TLcFcGo9QxVD3xRdNTRnnF","_metadata":{"uid":"csc8d6c221d664e742"},"caption_l10n":"","shadow":false,"video_play_count":"","muted":false,"loop_video":false,"hide_controls":false,"looping_animation":true}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cse45c7db4951494d2"},"header_style":"H2","paragraph_l10n":"\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFrom the Elastic Cloud console, click on an existing deployment that has been created.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eOn the deployment overview page next to your current hardware profile, select\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eEdit\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSelect the\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCPU-optimized (Arm)\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;hardware profile.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003ePreview the changes for the new hardware profile.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eClick\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eUpdate\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, then confirm the changes to migrate to the new hardware profile.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThat’s it! Visit our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/deploy/elastic-cloud/ec-change-hardware-profile\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003edocumentation\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;for more details.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Try the new instances ","_metadata":{"uid":"cs2d35f3822cd344b1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you are ready to try out our latest instances, log in to your Elastic account and try the new instances. Or, if you are a brand new user, \u003c/span\u003e\u003ca href=\"https://console.cloud.google.com/marketplace/product/elastic-prod/elastic-cloud?project=elastic-product\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003estart your 7-day free trial on Google Cloud Marketplace\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e today.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(52, 55, 65);font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs81f93ea93664cc7b"}}}],"publish_date":"2026-04-23","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Google Axion-powered Arm hardware profiles now available on Elastic Cloud","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"New CPU-optimized Arm profile powered by Google Axion delivers up to 25% better price-performance for Elastic Cloud workloads.","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"bltc3067ddccda555c1","ACL":{},"created_at":"2023-11-06T21:50:08.806Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elastic-cloud","label_l10n":"Elastic Cloud","tags":[],"title":"Elastic Cloud","updated_at":"2023-11-06T21:50:08.806Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.096Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltbf617849beaf10fe","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltcb543cd010a1e2a8","ACL":{},"created_at":"2020-06-17T03:33:30.831Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"cloud","label_l10n":"Cloud","tags":[],"title":"Cloud","updated_at":"2020-07-06T22:20:17.019Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:21.552Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt8098b1b91cc7b856","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-04-22T03:55:14.241Z","created_by":"bltb6c155cd84fc0c1a","file_size":"16544","filename":"google-axiom-arm.jpg","parent_uid":null,"tags":[],"title":"google-axiom-arm.jpg","updated_at":"2026-04-22T03:55:14.241Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-04-23T10:00:00.384Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt8098b1b91cc7b856/69e846a2747eb9a414265e14/google-axiom-arm.jpg"},"title":"Google Axion instances now available on Elastic Cloud Hosted","title_l10n":"Google Axion instances now available on Elastic Cloud Hosted","updated_at":"2026-04-22T20:59:45.233Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/google-axion-arm-instances-elastic-cloud-hosted","publish_details":{"time":"2026-04-23T10:00:00.355Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltdcb271317ff8b10f","locale":"en-us","_version":2,"ACL":{},"abstract_l10n":"Elastic Security is now a native, embedded security layer for GDC air-gapped environments — bringing its agentic SecOps platform to government, defense, finance, and telecom teams running workloads disconnected from the public internet.","author":[{"uid":"blt389fc7a91e2bd2ff","title":"Jason Pappalexis","first_name":"Jason","last_name":"Pappalexis","job_title_l10n":"Principal Product Marketing Engineer","company_l10n":"Elastic","image":{"uid":"bltf6fa92f9101e5f27","_version":1,"title":"headshot-jason-pappalexis-300x300.jpg","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2025-09-17T23:27:27.092Z","updated_at":"2025-09-17T23:27:27.092Z","content_type":"image/jpeg","file_size":"16980","filename":"headshot-jason-pappalexis-300x300.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-09-19T17:27:46.886Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltf6fa92f9101e5f27/68cb43dfb762a8783495bffa/headshot-jason-pappalexis-300x300.jpg"},"paragraph_l10n":"","key":"","facebook_id":"","twitter_id":"","linkedin_id":"","email_id":"","subtitle_l10n":"","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2025-09-17T23:27:28.910Z","updated_at":"2025-09-17T23:27:28.910Z","ACL":{},"_version":1,"publish_details":{"time":"2025-09-19T17:27:46.747Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-04-22T03:23:33.006Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csd6085756c3faadcd"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIf you are not using AI to defend against AI, you will lose. But for organizations operating in\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/deploy-elastic-air-gapped-disconnected-environments\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eair-gapped environments\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, the path to AI-driven defense can be blocked by the very isolation that protects them.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eToday, we're announcing that Elastic Security is now the embedded security layer for\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://cloud.google.com/distributed-cloud-air-gapped\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eGoogle Distributed Cloud (GDC) air-gapped\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;environments, expanding our collaboration with Google Cloud. This brings Elastic's\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eagentic security operations platform\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;to government agencies, defense organizations, financial institutions, and telecommunications providers using GDC to run workloads completely disconnected from the public internet.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIn this blog, we'll explain why air-gapped environments face a widening defensive gap, how AI-driven defense is possible without compromising isolation, and what Elastic Security delivers inside GDC to close it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Securing air-gapped environments","_metadata":{"uid":"cs7f7a26718d928189"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIsolation does not always equal protection. Adversaries like nation-state actors, advanced threat groups, and financially motivated operators increasingly use AI to\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/elastic-publishes-2025-global-threat-report\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eclose the capability gap\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e. Supply chain compromises have\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://newsroom.ibm.com/2026-02-25-ibm-2026-x-force-threat-index-ai-driven-attacks-are-escalating-as-basic-security-gaps-leave-enterprises-exposed\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003enearly quadrupled since 2020\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, and they are one of the primary vectors into disconnected environments.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAttacks can enter air-gapped enclaves through removable media, compromised supply chains, insider access, and tampered hardware. The pattern is clear: Adversaries are retooling for speed, prioritizing immediate execution over prolonged stealth. The organizations with the most sensitive data cannot afford to be the ones with the least capable defenses.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Why Elastic Security on GDC changes the equation","_metadata":{"uid":"cs71b77ef160de4178"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security on GDC air-gapped delivers a single platform that unifies SIEM, XDR, and native automation. Rather than bolting together separate tools, Elastic Security on GDC air-gapped enables prevention, detection, investigation, and response in one stack with AI embedded throughout.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Prevention at the depth attackers operate","_metadata":{"uid":"cs34a70370d9a45b07"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003ePrevention is the fastest possible response. When breakout times are measured in seconds, post-compromise investigation is already too late.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/blog/xdr\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Defend\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;provides kernel-level visibility to prevent malware, ransomware, and memory threats before they execute. Advanced attackers operate below the surface where user-mode tools can't reach, and you need enforcement at the same depth they operate. When something does require investigation, live forensics and endpoint response actions are available directly from the platform — critical in remote, disconnected environments where external incident response support may not be an option.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThis prevention-first approach is independently validated. Elastic was the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/av-comparatives-business-security-test-2025\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eonly vendor to maintain a 100% protection rate\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;in AV-Comparatives' 2025 Real-World and Malware Tests for the entire year and followed that with a strong showing in the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/elastic-av-comparatives-epr-test-2025\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e2025 EPR Test\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;— stopping 50 out of 50 advanced attack scenarios with zero workflow delays. These results, combined with Elastic's unified licensing, earned recognition as a\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-leader-idc-marketscape-2025\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLeader in the IDC MarketScape for XDR\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Detection built on a search and analytics foundation","_metadata":{"uid":"cs2f989758358babec"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eDetection without context is just noise. Most security stacks force analysts to manually correlate data across separate endpoint, network, identity, and cloud consoles. In an air-gapped enclave defending against a sophisticated intrusion, that fragmentation is a critical vulnerability.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic is a data company with deep security DNA.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElasticsearch\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;powers search and analytics at global scale, and Elastic Security is built directly on that foundation. We build systems that not only collect telemetry they reason about it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEndpoint telemetry, network data, identity events, and cloud logs all flow into the same platform and are analyzed by the same engine. When an alert fires, the full narrative is already assembled: which users and hosts are involved, how activity maps to the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://attack.mitre.org/\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMITRE ATT\u0026amp;CK\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;framework, and what the attack chain looks like end to end. That depth of context is what gives our AI more precise results and our analysts fewer dead ends.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThis is where AI changes defense, not just detection.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/demo-gallery/security-attack-discovery\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAttack Discovery\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;uses large language models to analyze alerts, understand the semantic relationships between them, and correlate disparate signals into discrete attack narratives.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security/ai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic AI agents\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;ground their responses with context from your environment's own data, so analysts can immediately ask follow-up questions, generate queries, and plan remediation. Both run continuously, triggering\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/workflows-soar\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Workflows\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;that hand findings to agents for enrichment and response, transforming triage from hours of manual correlation to\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/speeding-apt-attack-discovery-confirmation-with-attack-discovery-workflows-and-agent-builder\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eminutes of focused investigation\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Automation where the data lives","_metadata":{"uid":"csc28dd465bf335c2c"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIn a connected environment, slow response is expensive. In an air-gapped environment, it can be catastrophic. When attackers are inside your most sensitive enclave, every minute of dwell time increases the blast radius.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe legacy answer has been standalone security orchestration, automation, and response (SOAR): a separate product with separate integrations that sits apart from your security data and adds latency at every step.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://info.microsoft.com/ww-landing-state-of-the-soc.html?lcid=en-us\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eResearch shows\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;the average SOC operates across 11 different security consoles. In a disconnected enclave, that architecture compounds every problem. Each integration is a potential failure point to maintain without vendor support. Data moving between tools risks violating sovereignty requirements. And the cost of operating and licensing separate automation tooling on top of your SIEM is overhead that delivers no additional security value.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/blog/workflows-soar\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Workflows\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;builds automation natively into the platform right where the data lives. Data never leaves the enclave for processing. There's no separate product to license, integrate, or maintain. Playbooks execute defined tasks with consistency and reliability. AI agents reason through complex investigations, verifying user behavior, cross-referencing threat intelligence, and bundling findings into cases.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIn practice, this means that during a supply chain compromise, Elastic's agentic automation doesn't wait for an analyst to begin investigating. It has already pulled the process tree, cross-referenced threat intel, and scoped the incident. By the time the analyst gets a notification, the observe and orient phases are finished. They're starting with assembled context, not a blank screen.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"AI without connectivity requirements","_metadata":{"uid":"cs988840700c83d253"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eA common objection in air-gapped and regulated environments is that AI-driven security requires connectivity to cloud-hosted models, which fundamentally conflicts with the reason for being air-gapped in the first place.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic provides model sovereignty. You choose the brain of your SOC. GDC air-gapped brings\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://cloud.google.com/distributed-cloud-air-gapped\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eGoogle's Gemini models on-premises\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, and Elastic's AI capabilities, including\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/demo-gallery/security-attack-discovery\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAttack Discovery\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;and\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security/ai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic AI agents\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, leverage that local model directly. Whether you want frontier models or fully disconnected local models for classified missions, Elastic supports it. You adopt AI at your pace and your risk tolerance, not your vendor's.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eGDC air-gapped customers get the same AI-powered capabilities that connected Elastic deployments use: automated triage, investigation assistance, attack pattern discovery, and agentic remediation. The isolation posture stays intact. The defensive capability doesn't suffer for it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Security: Defending the world's most sensitive workloads","_metadata":{"uid":"csb4dde1d272be653e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic’s partnership with GDC is the latest in a series of milestones aimed at securing highly sensitive workloads. In December 2025, Elastic\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://ir.elastic.co/news/news-details/2025/Elastic-Partnering-With-CISA-to-Help-Standardize-Cyber-Defense-Across-Federal-Civilian-Agencies/default.aspx\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003c/a\u003e\u003ca href=\"https://www.elastic.co/blog/siem-as-a-service\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003epartnered with the Cybersecurity and Infrastructure Security Agency (CISA)\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;and ECS to deliver SIEM-as-a-Service across US Federal Civilian Executive Branch agencies, standardizing cybersecurity monitoring and significantly reducing costs tied to data access and retention. The through line is the same: The organizations with the most to protect are choosing Elastic to protect it.\u003c/span\u003e\u003c/p\u003e\u003chr/\u003e\u003cp\u003e\u003cspan style=\"font-size: 11pt;\"\u003e\u003cem\u003eEvery workstation and server in an air-gapped enclave handles sensitive data. Elastic Defend is included with\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/xdr\"\u003e\u003cspan style=\"font-size: 11pt;\"\u003e\u003cem\u003eno per-endpoint pricing\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 11pt;\"\u003e\u003cem\u003e, so coverage decisions are driven by risk, not license budgets. Get started with\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/serverless-registration\"\u003e\u003cspan style=\"font-size: 11pt;\"\u003e\u003cem\u003eElastic Security\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 11pt;\"\u003e\u003cem\u003e\u0026nbsp;or learn more about\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003ca href=\"https://cloud.google.com/distributed-cloud-air-gapped\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 11pt;\"\u003e\u003cem\u003eGoogle Distributed Cloud air-gapped\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs797339bc9a5a1f3b"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs2384e78b0e0c0de6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs2f4d6a797bb24264"}}}],"publish_date":"2026-04-22","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":["blt7898c57653ca2b6e","blt62646ad19dd7b0b8","blt3185b1f0e9eed8d1","blt7e757baff4a3fec6"],"tags_partner":[{"uid":"blt4dcd56f8b3372448","_content_type_uid":"tags_partner"}],"tags_topic":[{"uid":"bltd6680e0300eee933","_content_type_uid":"tags_topic"},{"uid":"blte41b0699a34eac99","_content_type_uid":"tags_topic"},{"uid":"blt99b075caf3df4ca7","_content_type_uid":"tags_topic"},{"uid":"bltbf617849beaf10fe","_content_type_uid":"tags_topic"},{"uid":"blt2d51fc8cada40465","_content_type_uid":"tags_topic"},{"uid":"blt47414afcde70b058","_content_type_uid":"tags_topic"},{"uid":"bltc76ab818663a30de","_content_type_uid":"tags_topic"},{"uid":"bltc6e3d049760fc06a","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltcb543cd010a1e2a8","ACL":{},"created_at":"2020-06-17T03:33:30.831Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"cloud","label_l10n":"Cloud","tags":[],"title":"Cloud","updated_at":"2020-07-06T22:20:17.019Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:21.552Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt1e8406c893cbc8bc","_version":1,"title":"getty-images-aSidViLxHpQ-unsplash.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-04-22T02:59:01.124Z","updated_at":"2026-04-22T02:59:01.124Z","content_type":"image/jpeg","file_size":"84859","filename":"getty-images-aSidViLxHpQ-unsplash.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-04-22T13:32:06.454Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt1e8406c893cbc8bc/69e8397519f2ad8178baf83c/getty-images-aSidViLxHpQ-unsplash.jpg"},"title":"Securing air-gapped environments with Elastic on Google Distributed Cloud","title_l10n":"Securing air-gapped environments with Elastic on Google Distributed Cloud","updated_at":"2026-04-22T03:30:56.923Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/google-distributed-cloud-air-gapped-environments","publish_details":{"time":"2026-04-22T13:32:05.679Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltf26ccbd6c99266db","locale":"en-us","_version":7,"ACL":{},"abstract_l10n":"For the fifth time, Elastic has been recognized for its achievements in the Google Cloud ecosystem, helping joint customers deploy generative AI solutions in search, security, and observability.","author":[{"uid":"blt39dee51344f15656","_version":5,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2022-05-11T19:58:45.575Z","created_by":"blt1e57c6588ae1816e","email_id":"","facebook_id":"","first_name":"Brian","image":{"uid":"blta836c61e70ff8c61","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2022-10-12T23:56:23.454Z","updated_at":"2022-10-12T23:56:23.454Z","content_type":"image/jpeg","file_size":"37804","filename":"headshot-brian-bergholm-300x300.jpg","title":"headshot-brian-bergholm-300x300.jpg","ACL":{},"_version":1,"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2022-10-12T23:56:29.933Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta836c61e70ff8c61/634754278c820a10568ba8f0/headshot-brian-bergholm-300x300.jpg"},"job_title_l10n":"Principal Product Marketing Manager","key":"","last_name":"Bergholm","linkedin_id":"","paragraph_l10n":"\u003cp\u003eBrian Bergholm is a principal product marketing manager in the Go-To-Market team at Elastic. He’s a specialist in Elastic Cloud, partner marketing, and hyperscaler marketplaces.\u003c/p\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003eHe has spent over 20 years in the tech industry across telecoms, software, and professional services. He most recently spent 15 years at Microsoft in a variety of roles, including global product marketing, sales enablement, launch management, and integrated marketing. During his tenure, he supported numerous launches including Office 365, Windows 10, and Azure Marketplace. He joined Elastic because of the power of search to find the answers that matter.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Brian Bergholm","twitter_id":"","updated_at":"2023-12-14T01:55:58.500Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2023-12-14T01:56:01.829Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-04-20T18:12:54.898Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"csbfd7781b8609d26a"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic wins 2026 Google Cloud Partner of the Year Award in AI.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThis award recognizes deep integration with Google Cloud Vertex AI platform.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic agent for Gemini Enterprise supports A2A protocol.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic and Google Cloud will continue to collaborate jointly to empower organizations to benefit from AI.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs5637d8eb28456863"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic is pleased to be named a 2026 Google Cloud Partner of the Year Award winner in the Artificial Intelligence category for Data Management and AI. This marks the fifth year that Elastic has received top award recognition.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThis award recognizes one partner that applied deep AI expertise to help customers incorporate machine learning in a way that met their unique use cases and needs.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"5 years of Partner of the Year awards","_metadata":{"uid":"cs2bd9887694bbb8d3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eElastic and Google Cloud are shaping the future of AI advancements and producing meaningful customer impact. Together, we provide end-to-end solutions that deliver significant results. Our five years of consecutive awards is a testament to our AI-driven solutions and deep integration with Google Cloud’s Vertex AI platform, helping customers around the world tackle challenges in search, security, and observability.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Integrating AI to power next-generation solutions","_metadata":{"uid":"csf84c2950664f0974"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eElastic and Google Cloud are fundamentally integrated at the product level, allowing customers to build confidently at the forefront of AI innovation. Elastic is the first and only vendor to be natively integrated into Google Vertex AI's user interface (UI) and software development kit (SDK), acting as a dedicated grounding engine for Gemini prompts. This integration enables seamless, contextualized responses from Gemini, using Elastic's vector database capabilities for enterprise data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eTo enhance this partnership, Elastic developed a \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/a2a-protocol-elastic-agent-builder-gemini-enterprise\"\u003e\u003cspan style='font-size: 12pt;'\u003enew AI agent for Gemini Enterprise that supports the default A2A protocol\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e and is available on the \u003c/span\u003e\u003ca href=\"https://cloud.withgoogle.com/agentfinder/product/cd72ac87-3cc7-40af-a012-c97aa7248cb7/\"\u003e\u003cspan style='font-size: 12pt;'\u003eGoogle Cloud Agent Marketplace\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e. This allows for conversational interactions with Elastic solutions and the creation of domain-specific custom agents for our joint customers.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eDevelopers now benefit from a deeper collaboration on developer tools to streamline the creation, deployment, and management of AI-powered applications on Google Cloud. The \u003c/span\u003e\u003ca href=\"https://github.com/elastic/gemini-cli-elasticsearch\"\u003e\u003cspan style='font-size: 12pt;'\u003eextension for the Gemini CLI\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e and the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/google-mcp-toolbox-elasticsearch-support\"\u003e\u003cspan style='font-size: 12pt;'\u003eMCP Toolbox for Databases\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e integration meet developers in their favorite work environments, providing smooth access to Elasticsearch while coding. Elastic has now also released its first \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/agent-skills-elastic\"\u003e\u003cspan style='font-size: 12pt;'\u003eagent skills\u0026nbsp;\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eto improve actionable interactions.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eIn addition to these advancements, Elastic, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/vector-database\"\u003e\u003cspan style='font-size: 12pt;'\u003eas the world’s most widely adopted vector database\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e, supports Gemini models as well as Vertex AI's embeddings and reranking models natively in its \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-inference-api-google-gemini\"\u003e\u003cspan style='font-size: 12pt;'\u003einference API\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e and vector search. This integration is also reflected in Elastic Security and Elastic Observability solutions with Gemini powering all AI-related features, such as AI assistants and Attack Discovery.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eElastic has become the customer-preferred solution for \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/elevate-llm-observability-with-gcp-vertex-ai-integration\"\u003e\u003cspan style='font-size: 12pt;'\u003emonitoring usage and performance of LLMs and ADK-based apps on Vertex AI\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e with dedicated observability integration and full OpenTelemetry (OTel) support. Elastic and Google Cloud provide comprehensive tools for the entire AI application lifecycle from data ingestion to conversation generation and from monitoring to automating daily operations.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eThis powerful foundation of performance and operational stability is precisely what enables customers to shift their focus completely to strategic innovation.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs99121fd021d6be31"}}},{"quotes":{"quote_l10n":"Elastic Cloud on Google Cloud gives us the performance, stability, and peace of mind we never had. It lets us focus entirely on delivering value to our users.","_metadata":{"uid":"cs2527842466f7ae0d"},"quote_author_l10n":"Benoit Jacquemont, Cofounder and CTO, Akeneo","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csfb1b42ce8936c2f6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMoreover, as we commit to provide our customers with the best semantic search experience, making\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/jina-search-models\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eJina models\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;available in\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eGoogle Cloud Vertex AI Model Garden\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;marks an important step in bringing high-performance retrieval models closer to where enterprise AI applications already run. With this integration, Elasticsearch users gain more control over data, cost predictability, and native alignment with Google Cloud infrastructure, while the Google Cloud ecosystem benefits from access to Jina’s purpose-built, state-of-the-art search and retrieval models.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLastly, Elastic on Google Distributed Cloud (GDC) enables organizations to deploy Elastic Cloud on Kubernetes (ECK) directly within GDC environments, including air-gapped environments. GDC is a fully managed software and hardware solution for data centers and edge locations to address regulatory, local data processing and privacy needs without connectivity to the public internet or Google Cloud. Elastic serves as a unified platform for security, observability, and search, allowing agencies to ingest, secure, and analyze data across on-premises and edge environments while adhering to strict security, data sovereignty, and compliance requirements.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The proof: Customer testimonials","_metadata":{"uid":"cs132a9a29b66d5859"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eNumerous customers have benefited from the collaboration between Elastic and Google Cloud. Below are just a few examples.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e\u003cstrong\u003eWP Engine\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e and its customers can rapidly deploy powerful AI website features thanks to Elastic's close integration with Google Cloud Vertex AI and Gemini, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/wpengine\"\u003e\u003cspan style='font-size: 12pt;'\u003esaving significant development time and infrastructure costs\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csa3f954336762d5e4"}}},{"quotes":{"quote_l10n":"Elasticsearch integration with Google's AI tools means you don't have to build complicated connections from scratch. You can focus on creating great user experiences, not wiring systems together.","_metadata":{"uid":"cs1cedbf1d111568f0"},"quote_author_l10n":"Shane Daly, Principal Software Engineer, WP Engine","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs6d835e149f7f3f5b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e\u003cstrong\u003eAkeneo\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e, a global leader in product information management, realized a \u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/akeneo\"\u003e\u003cspan style='font-size: 12pt;'\u003e3x performance boost and 50% cost reduction with 99.9% uptime\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e by moving to Elastic on Google Cloud.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs9c9eca1900bc7a65"}}},{"quotes":{"quote_l10n":"Elastic and Google Cloud Platform helped us reduce our infrastructure by about 30%. That translates directly to a smaller carbon footprint and real cost savings.","_metadata":{"uid":"cs5e96a0cac493ab6a"},"quote_author_l10n":"Benoit Jacquemont, Cofounder and CTO, Akeneo","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs3420cb271a5861e8"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eItalian legal technology leader, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eTinexta Visura\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, was able to \u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/visura\"\u003e\u003cspan style='font-size: 12pt;'\u003estreamline research, draft documents faster, and reduce costs\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e using Elasticsearch, Google Cloud, and generative AI.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csbb711d0a314d6e65"}}},{"quotes":{"quote_l10n":"I've worked with several major enterprise platforms, and I know that choosing a technology isn't just about the product itself. It's also about the service, the people behind it, and the trust they build with your team. Elastic on Google Cloud gave us that trust.","_metadata":{"uid":"csf2028951b88dfb3a"},"quote_author_l10n":"Andrea Vingolo, General Manager, Tinexta Visura","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"Looking ahead","_metadata":{"uid":"csa9cd8f1a606744f5"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eThe recognition of Elastic’s impactful collaboration with Google Cloud through this Google Cloud Partner of the Year award in the AI category is indicative of our heritage in AI and focus on solving vexing customer use cases. We will continue to build on this tradition in AI to empower organizations to realize even greater levels of efficiency, productivity, and innovation.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eStay tuned for more updates on our continued collaboration with Google Cloud as we work to shape the future of generative AI.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eCheck out our \u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/google-next\"\u003e\u003cspan style='font-size: 12pt;'\u003eGoogle Cloud Next event page\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e for details on all the exciting things we’re doing at the event.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs415c197ab955e414"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csceca4952a0a9657e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csd18d9c6b46ab9b63"}}}],"publish_date":"2026-04-21","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic recognized for fifth time as Google Cloud Partner of the Year","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"The award continues the tradition of recognition for advancements in the Artificial Intelligence category.","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"bltc3067ddccda555c1","ACL":{},"created_at":"2023-11-06T21:50:08.806Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elastic-cloud","label_l10n":"Elastic Cloud","tags":[],"title":"Elastic Cloud","updated_at":"2023-11-06T21:50:08.806Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.096Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[{"uid":"blt4dcd56f8b3372448","_content_type_uid":"tags_partner"}],"tags_topic":[{"uid":"bltbaad5df00a89fcb2","_content_type_uid":"tags_topic"},{"uid":"bltefbcf6957c5e689a","_content_type_uid":"tags_topic"},{"uid":"bltbf617849beaf10fe","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltcb543cd010a1e2a8","ACL":{},"created_at":"2020-06-17T03:33:30.831Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"cloud","label_l10n":"Cloud","tags":[],"title":"Cloud","updated_at":"2020-07-06T22:20:17.019Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:21.552Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt129b8c18a8dbbaef","_version":1,"title":"potya-elastic-blog.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-04-20T17:40:20.415Z","updated_at":"2026-04-20T17:40:20.415Z","content_type":"image/png","file_size":"117634","filename":"potya-elastic-blog.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-04-21T19:00:02.885Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt129b8c18a8dbbaef/69e6650440d2b8838b1a7675/potya-elastic-blog.png"},"title":"Elastic wins fifth Google Cloud Partner of the Year award","title_l10n":"Elastic wins fifth Google Cloud Partner of the Year award","updated_at":"2026-04-23T18:45:27.702Z","updated_by":"blt3044324473ef223b70bc674c","url":"/blog/elastic-wins-fifth-google-cloud-partner-of-the-year","publish_details":{"time":"2026-04-23T18:45:32.390Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt971b69f0a15a5f3d","_version":10,"locale":"en-us","ACL":{},"abstract_l10n":"Elastic announces the availability of Elastic Cloud Serverless in one new Azure region and two new AWS regions. This continues the company’s regional expansion plans to extend Serverless around the world for demanding customer use cases.","author":[{"uid":"blt39dee51344f15656","_version":5,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2022-05-11T19:58:45.575Z","created_by":"blt1e57c6588ae1816e","email_id":"","facebook_id":"","first_name":"Brian","image":{"uid":"blta836c61e70ff8c61","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2022-10-12T23:56:23.454Z","updated_at":"2022-10-12T23:56:23.454Z","content_type":"image/jpeg","file_size":"37804","filename":"headshot-brian-bergholm-300x300.jpg","title":"headshot-brian-bergholm-300x300.jpg","ACL":{},"_version":1,"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2022-10-12T23:56:29.933Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta836c61e70ff8c61/634754278c820a10568ba8f0/headshot-brian-bergholm-300x300.jpg"},"job_title_l10n":"Principal Product Marketing Manager","key":"","last_name":"Bergholm","linkedin_id":"","paragraph_l10n":"\u003cp\u003eBrian Bergholm is a principal product marketing manager in the Go-To-Market team at Elastic. He’s a specialist in Elastic Cloud, partner marketing, and hyperscaler marketplaces.\u003c/p\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003eHe has spent over 20 years in the tech industry across telecoms, software, and professional services. He most recently spent 15 years at Microsoft in a variety of roles, including global product marketing, sales enablement, launch management, and integrated marketing. During his tenure, he supported numerous launches including Office 365, Windows 10, and Azure Marketplace. He joined Elastic because of the power of search to find the answers that matter.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Brian Bergholm","twitter_id":"","updated_at":"2023-12-14T01:55:58.500Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2023-12-14T01:56:01.829Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-04-14T17:35:25.783Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"","_metadata":{"uid":"csd7ddd34114f7c914"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cstrong\u003e\u003c/strong\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Cloud Serverless continues to expand\u003c/strong\u003e with the addition of three new regions.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Cloud Serverless now covers \u003cstrong\u003e29 regions around the world \u003c/strong\u003efor demanding customer use cases.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003ePowered by Elasticsearch, it's the fastest way to start and \u003cstrong\u003escale security\u003c/strong\u003e, \u003cstrong\u003eobservability\u003c/strong\u003e, and \u003cstrong\u003esearch\u003c/strong\u003e hassle-free.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs3d02aa8329a543d9"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSo much has happened since we made Elastic Cloud Serverless generally available. We started with \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-cloud-serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003eAWS\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, then followed with \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-cloud-serverless-google-cloud-general-availability\"\u003e\u003cspan style='font-size: 12pt;'\u003eGoogle Cloud\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and most recently \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-cloud-serverless-microsoft-azure-generally-available\"\u003e\u003cspan style='font-size: 12pt;'\u003eMicrosoft Azure\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. Because Elastic Cloud Serverless is engineered to tackle high-volume and high-performance workloads, we’re grateful for the collaboration with our hyperscaler partners who have enabled us to scale to meet \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eyour\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e needs — our customers.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe’ve executed an ambitious plan outlined in our \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/serverless/roadmap\"\u003e\u003cspan style='font-size: 12pt;'\u003eServerless roadmap\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to expand our regional coverage to include vast portions of the world. We knew that regional coverage would be of paramount importance to enable you to experience the many features and benefits of Serverless all powered by a rearchitected Elasticsearch.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFast forward to now, where our engineering progress has been significant. As we finish up FY26, we have one more round of serverless regional expansion to communicate.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"New serverless regions","_metadata":{"uid":"cs1b5e8907f5dffa36"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe’re pleased to announce the availability of Elastic Cloud Serverless on Microsoft Azure and Amazon Web Services in the following regions effective April 14, 2026:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUnited Arab Emirates North (Dubai) - azure-uaenorth\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAWS ca-central-1 (Canada)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAWS ap-southeast-2 (Sydney)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis expansion brings our total to \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/regions\"\u003e\u003cspan style='font-size: 12pt;'\u003enine serverless regions for Azure and nine serverless regions for AWS\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e worldwide with an emphasis on solidifying our footprint in the Middle East and APAC. Coupled with the 10 serverless regions for Google Cloud, we’ve worked hard to bring serverless close to you wherever you are around the globe.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cse7a4a93582366f4a"}}},{"image":{"image":{"uid":"blt477588a5620e6556","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-04-14T17:36:53.981Z","created_by":"bltb6c155cd84fc0c1a","file_size":"326595","filename":"image2.png","parent_uid":null,"tags":[],"title":"image2.png","updated_at":"2026-04-14T17:36:53.981Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-04-14T18:00:00.481Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt477588a5620e6556/69de7b35d7cf92b97476f8b3/image2.png"},"_metadata":{"uid":"cs9e73dcdec69baa29"},"caption_l10n":"","alt_text_l10n":"Elastic Cloud Serverless FY26 Regional Expansion","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs67d1ec2c605ddbfb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith these additions, we’ve expanded aggressively from six regions to 29 regions in the space of a year.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Serverless overview","_metadata":{"uid":"csf772e300aacb4f2f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor those of you who are new to Elastic, you may be wondering what all the serverless fanfare is about and why it matters.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic Cloud Serverless is a fully managed, stateless architecture \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ethat autoscales to your data, usage, and performance needs. This is important given the exponential explosion in data happening across all industries. If you can’t scale to handle your data, how will you ever be able to derive the inherent insights within it?\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eServerless gives you the full power of Elasticsearch\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e without needing to handle operations, upgrades, or tuning. With ever-increasing pressure to reduce headcount and overhead, this allows you to focus your IT teams on your organization’s needs versus managing Elastic environments.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eBuilt on the industry-first \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/serverless/search-ai-lake\"\u003e\u003cspan style='font-size: 12pt;'\u003eSearch AI Lake architecture\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eyou can launch fast and tap into the latest features \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003efor retrieval augmented generation (RAG), threat hunting, logging, and beyond. This allows you to move quickly as you strive to keep up with the pace of innovation required within your organization.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"cscfa3f078eefdfc36"}}},{"image":{"image":{"uid":"blt80d77d74bacf5ce6","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-04-14T17:37:02.150Z","created_by":"bltb6c155cd84fc0c1a","file_size":"184075","filename":"image1.png","parent_uid":null,"tags":[],"title":"image1.png","updated_at":"2026-04-14T17:37:02.150Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-04-14T18:00:00.459Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt80d77d74bacf5ce6/69de7b3e4a14ca912d32ad1c/image1.png"},"_metadata":{"uid":"cs32aca62fae8a77dd"},"caption_l10n":"","alt_text_l10n":"From compute to storage flowchart","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csf979285f9c76c0e1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eVisit \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003eour Serverless web page\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to see a longer list of benefits, compare Elastic Cloud Serverless and Elastic Cloud Hosted, or simply learn more.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Getting started with Elastic Cloud Serverless on Azure","_metadata":{"uid":"csb47b1c3d003de2eb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eTo try Elastic Cloud Serverless on Azure,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/serverless-registration\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003esign up\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u0026nbsp;or\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003elog in\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u0026nbsp;to the Elastic Cloud console and follow the steps below.\u003c/span\u003e\u003c/p\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003cstrong\u003eStep 1:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eCreate a\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003cstrong\u003eServerless project\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e.\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003cbr /\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eStep 2:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFor\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElasticsearch\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, or\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Security\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e projects, select\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAzure\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e as the cloud provider and then choose your preferred Azure region.\u0026nbsp;\u003c/span\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAustralia East (New South Wales), azure-australiaeast\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eNorth Europe (Ireland), azure-northeurope\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eGermany West Central (Frankfurt), azure-germanywestcentral\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSoutheast Asia (Singapore), azure-southeastasia\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSpain Central (Madrid), azure-spaincentral\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eUnited Arab Emirates North (Dubai) - azure-uaenorth\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEast US (Virginia), azure-eastus\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWest US (Washington), azure-westus2\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEast US 2 (Virginia), azure-eastus2\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eStep 3:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eClick\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCreate project\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, and your Elastic Cloud Serverless project will be provisioned.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIf you have any questions or want to learn more, visit our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/current/serverless\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003edocumentation\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs3216342ea95d366f"}}},{"callout":{"title_l10n":"Available on Microsoft Marketplace","_metadata":{"uid":"csc44d786928b43a3b"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eYou can also deploy Elastic Cloud Serverless directly from the \u003c/span\u003e\u003ca href=\"https://marketplace.microsoft.com/en-us/product/elastic.ec-azure-pp?ocid=cloud-serverless-recap2025\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMicrosoft Marketplace\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e. Your Elastic subscription will appear in your Microsoft Azure consolidated billing, and your spend counts toward your Azure cloud commitment. You can easily monitor and analyze your Elastic usage and costs right from the Elastic Cloud console.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"Getting started with Elastic Cloud Serverless on AWS","_metadata":{"uid":"cs3ca989f9f3be19ff"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eTo try Elastic Cloud Serverless on AWS,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/serverless-registration\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003esign up\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u0026nbsp;or\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003elog in\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u0026nbsp;to the Elastic Cloud console and follow the steps below.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003cstrong\u003eStep 1:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eCreate a\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003cstrong\u003eServerless Project\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u0026nbsp;by choosing your project type —\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003cstrong\u003eElasticsearch\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003cstrong\u003eObservability\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e, or\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003cstrong\u003eSecurity\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e. For Elasticsearch, select your use case (“General Purpose” or “Optimized for Vectors”).\u003c/span\u003e\u003cbr /\u003e\u003cbr /\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003cstrong\u003eStep 2:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eChoose your preferred\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003cstrong\u003eAWS\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u0026nbsp;region.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eus-east-1 (Virginia, US)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eus-west-2 (Oregon, US)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eeu-west-1 (Ireland)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eap-southeast-1 (Singapore)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eeu-central-1 (Frankfurt)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eus-east-2 (Ohio, US)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eeu-west-2 (London)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eap-northeast-1 (Tokyo)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eap-southeast-2 (Sydney)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eca-central-1 (Canada)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003cstrong\u003eStep 3:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eClick\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u003cstrong\u003eCreate project\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e, and your Elastic Cloud Serverless instance will be provisioned automatically.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs571e1751c679b9fb"}}},{"callout":{"title_l10n":"Available on AWS Marketplace","_metadata":{"uid":"csc4b54acf9548397b"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eYou can also deploy Elastic Cloud Serverless directly from the \u003c/span\u003e\u003ca href=\"https://aws.amazon.com/marketplace/pp/prodview-voru33wi6xs7k?sr=0-1\u0026ref_=beagle\u0026applicationId=AWSMPContessa\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eAWS Marketplace\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e. Your Elastic subscription will appear in your AWS consolidated billing, and your spend counts toward your AWS cloud commitment. You can easily monitor and analyze your Elastic usage and costs right from the Elastic Cloud console.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFeel free to check out the \u003c/span\u003e\u003ca href=\"https://aws.amazon.com/marketplace/pp/prodview-afrjbfsh2vsg4?sr=0-1\u0026ref_=beagle\u0026applicationId=AWSMPContessa\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch MCP Server for AI Agents\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e as well.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"Scanning the horizon","_metadata":{"uid":"cs50da93a5652e0bf1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOur expansion plans won’t stop with the end of our fiscal year. We already have an \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/serverless/roadmap\"\u003e\u003cspan style='font-size: 12pt;'\u003eambitious roadmap\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to bring serverless to even more regions next year, not to mention continued feature improvements. Stay tuned for further updates!\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe future of search, security, and observability is here without compromise on speed, scale, or cost. Experience Elastic Cloud Serverless and Search AI Lake to unlock new opportunities with your data. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003eLearn more\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e about the possibilities of serverless or \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003estart your 7-day free trial\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e now on \u003c/span\u003e\u003ca href=\"https://marketplace.microsoft.com/en-us/product/elastic.ec-azure-pp?ocid=cloud-serverless-recap2025\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMicrosoft Marketplace\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e or \u003c/span\u003e\u003ca href=\"https://aws.amazon.com/marketplace/pp/prodview-voru33wi6xs7k?sr=0-1\u0026ref_=beagle\u0026applicationId=AWSMPContessa\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eAWS Marketplace\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs61f4ab2387ebea4e"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cscff91629940e005d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos, or registered trademarks of Elasticsearch N.V. in the United States and other countries. All other company and product names are trademarks, logos, or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csdc8d2035715f2cd8"}}}],"publish_date":"2026-04-14","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic Cloud Serverless continues worldwide expansion — 3 new regions","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Coverage nears 30 regions around the globe with ongoing feature enhancements","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[{"uid":"blt5b5a3dd3ee2ae4bd","_content_type_uid":"tags_partner"}],"tags_topic":[{"uid":"blt5da20aee1a072f80","_content_type_uid":"tags_topic"},{"uid":"blt736c21c9cc3bed67","_content_type_uid":"tags_topic"},{"uid":"blt8617d65f559b9a82","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltcb543cd010a1e2a8","ACL":{},"created_at":"2020-06-17T03:33:30.831Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"cloud","label_l10n":"Cloud","tags":[],"title":"Cloud","updated_at":"2020-07-06T22:20:17.019Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:21.552Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt859f64b7bf901b26","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-04-14T17:20:39.521Z","created_by":"bltb6c155cd84fc0c1a","file_size":"34731","filename":"Cloud_regions_(1).jpg","parent_uid":null,"tags":[],"title":"Cloud regions (1).jpg","updated_at":"2026-04-14T17:20:39.521Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-04-14T18:00:00.469Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt859f64b7bf901b26/69de7767c0dd452f87e9edb1/Cloud_regions_(1).jpg"},"title":"Elastic Cloud Serverless: Our worldwide expansion continues","title_l10n":"Elastic Cloud Serverless: Our worldwide expansion continues","updated_at":"2026-04-14T17:43:23.512Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/cloud-serverless-recap-2025","publish_details":{"time":"2026-04-14T18:00:00.443Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltabc20b47d597b7ab","_version":13,"locale":"en-us","ACL":{},"abstract_l10n":"Elastic Cloud Serverless APIs have no version numbers and won't break; they're managed like any SaaS service. This post busts five common myths from upgrade planning to architecture and compares the versioned Elastic Stack to Serverless.","author":[{"uid":"blt09770206f4c74a2a","locale":"en-us","ACL":{},"_version":4,"company_l10n":"Elastic","created_at":"2020-01-08T19:38:03.754Z","created_by":"bltea6cbb86fea188be","email_id":"","facebook_id":"","first_name":"Omer","image":{"parent_uid":null,"uid":"blt6eaf15ec6666c72c","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-09-01T21:31:20.976Z","updated_at":"2020-09-01T21:31:20.976Z","content_type":"image/jpeg","file_size":"15296","filename":"headshot-omer-kushmaro-300x300.jpg","title":"headshot-omer-kushmaro-300x300.jpg","ACL":{},"_version":1,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2020-09-15T22:42:44.147Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt6eaf15ec6666c72c/5f4ebda8177a662511db29eb/headshot-omer-kushmaro-300x300.jpg"},"job_title_l10n":"Product Manager","key":"","last_name":"Kushmaro","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Omer Kushmaro","updated_at":"2026-07-13T13:41:50.258Z","updated_by":"blt03b12f5a6591ef8c","publish_details":{"time":"2026-07-29T08:20:25.676Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-03-06T15:56:44.071Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"csb1787068a057b277"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cstrong\u003e\u003c/strong\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Cloud Serverless\u003c/strong\u003e is designed for organizations running \u003cstrong\u003esecurity analytics at scale\u003c/strong\u003e, operating \u003cstrong\u003elarge observability pipelines\u003c/strong\u003e, or building \u003cstrong\u003eAI-powered search applications\u003c/strong\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Cloud Serverless APIs \u003cstrong\u003edo not follow the Elastic Stack versioning model\u003c/strong\u003e; they are stable, backward-compatible, and managed like any SaaS service.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eUnlike Elastic Cloud Hosted or self-managed deployments, Serverless projects \u003cstrong\u003erequire no upgrade planning\u003c/strong\u003e, \u003cstrong\u003emaintenance windows\u003c/strong\u003e, or \u003cstrong\u003eversion pinning\u003c/strong\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElasticsearch queries, data models, ES|QL, and Kibana all work the same in Serverless — \u003cstrong\u003eonly the operational layer changes\u003c/strong\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eServerless is built on a \u003cstrong\u003edecoupled compute-and-storage architecture\u003c/strong\u003e designed for \u003cstrong\u003epetabyte-scale production workloads\u003c/strong\u003e, not just prototypes.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csad0fbda35fe3b9d5"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you've spent years running Elasticsearch clusters, whether self-managed or on \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Hosted\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (ECH), you've built deep intuitions about how the platform works. Version numbers matter. Upgrades require planning. Breaking changes arrive with major releases. APIs evolve across minor versions.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThose intuitions served you well. But \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e works differently enough that some of them no longer apply.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eServerless isn't \"Hosted with fewer knobs.\" It's a fundamentally different model, and the assumptions that come from the versioned world don't always carry over. Let's walk through five common myths and see what actually changes.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Myth 1: Serverless APIs have versions just like the Elastic Stack","_metadata":{"uid":"csd7aeff2e6b299cce"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThis is a big one.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIf you've worked with Elasticsearch for any length of time, you're used to thinking in versions like Elasticsearch 7.17, Elasticsearch 8.12, and Elasticsearch 9.3. Each version ships a specific set of APIs with specific behaviors. Minor versions may introduce new API parameters or deprecate old ones. Major versions like the jump from 7.x to 8.x can include breaking changes that require you to update client code, rewrite queries, or adjust integrations.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThis versioning model exists because the Elastic Stack is software you install and operate. You choose when to upgrade. You choose which version to run. The version number is your contract with the software; it tells you what to expect.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Cloud Serverless doesn't work this way.\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThere is no Elasticsearch version number attached to your Serverless project. There's no \"upgrade from 9.2 to 9.3\" decision to make. The APIs you use today are the APIs you'll use tomorrow — continuously maintained, backward compatible, and managed by Elastic.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eYou might notice that the Serverless API identifies itself with a specific version like 9.4, for example. This exists purely for backward compatibility.; it allows existing Elasticsearch clients and tooling to connect without requiring special handling. It's not a version you'll ever upgrade from, and it doesn't follow the same lifecycle as Stack releases. Think of it as a compatibility handshake, not a version contract.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThis follows the same model as the SaaS products you already rely on. When Stripe updates its payments API, your existing integration doesn't break. When GitHub adds a new issue type, your project board and GitHub actions keep working. The same principle applies to Elasticsearch Serverless: The API surface is a stable contract between you and the service. New capabilities get added, and existing APIs remain functional. If something needs to change in a way that affects your code, you get\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/release-notes/cloud-serverless/deprecations\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eadvance notice through the deprecation page\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, not a surprise on upgrade day.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThis is a meaningful shift. In the versioned world, you manage compatibility. In the Serverless world, Elastic manages compatibility, so you can focus on building.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How this compares to self-managed and Hosted","_metadata":{"uid":"cs27d6b9f3b2e9ed9d"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAspect\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eSelf-managed / Elastic Cloud Hosted (versioned)\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eServerless (unversioned)\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAPI contract\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eTied to the installed Elasticsearch version\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eContinuously maintained, backward compatible\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBreaking changes\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eReserved for major versions (e.g., 7.x → 8.x)\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAvoided by design; deprecated with advance notice\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAPI evolution\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eNew capabilities arrive in new versions; you adopt them when you upgrade\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eNew capabilities appear automatically; your existing code keeps working\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eClient libraries\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003ePinned to a specific Stack version\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eUse the latest client — it targets a stable API surface\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eUpgrade effort\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003ePlan, test, schedule maintenance windows\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003eNone; Elastic handles it continuously\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe Serverless API surface is documented in the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/api/doc/elasticsearch-serverless\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElasticsearch Serverless API reference\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, separate from the versioned Stack API docs. If you're evaluating Serverless, start there — not in the 9.x reference.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Myth 2: I still need to plan upgrade windows","_metadata":{"uid":"csc2adcb84bc7c101f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn the world of Elastic Cloud Hosted, upgrades are an event. You evaluate the release notes, test queries and ingest pipelines against the new version, pick an internal maintenance window, and finally click \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eUpgrade\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e. Then, you watch your cluster roll through the process and verify everything still works as expected.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSome teams delay upgrades for months — sometimes years — because the testing burden is too high. That means they miss security patches, performance improvements, and new features. The upgrade debt compounds.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eServerless takes a different approach entirely. Your project runs on the latest stable platform at all times. Elastic performs continuous updates behind the scenes — no maintenance windows, no downtime, and no version pinning. You're always current.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis doesn't mean things never change. Elastic publishes a \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/release-notes/cloud-serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003eServerless changelog\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e so that you can see what's new. But \"what's new\" is additive. It doesn't require action on your part.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor teams that have ever delayed an upgrade because they think they’ll “get to it next quarter,\" this model removes a category of operational debt \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eentirely\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Myth 3: Serverless is just Hosted with fewer configuration options","_metadata":{"uid":"cs0ed621435cfe13c2"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt's tempting to view Serverless as Elastic Cloud Hosted with the knobs removed — less control, same architecture, and simpler pricing. That's an understandable first impression, but it misses what's actually going on under the hood.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eServerless is built on a \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-serverless-architecture\"\u003e\u003cspan style='font-size: 12pt;'\u003efundamentally different architecture\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. Compute is decoupled from storage. Search and indexing scale independently. There are no nodes to size, no shards to manually allocate, and no replicas to configure. Data durability comes from object storage, not local disk replication. The system scales automatically based on \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eactual\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e usage — ingest more, and indexing compute scales up; run more queries, and search compute scales up. When the workload subsides or breaks like in off-hours or weekends serverless scales down automatically.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis isn't \"fewer options” but a different set of tradeoffs:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou give up control over cluster topology and shard allocation.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou gain automatic scaling and zero-downtime operations.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou stop managing infrastructure and start managing data.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou gain more time to focus on your search application and business.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor workloads like log analytics, vector search, retrieval augmented generation (RAG) applications, and security analytics — where the value is in the data, not the cluster topology — this tradeoff is a clear win.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Myth 4: My Elasticsearch knowledge doesn't apply","_metadata":{"uid":"cs2f5d77991463cd91"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThis is a reasonable concern, but one worth putting to rest.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eYour Elasticsearch knowledge absolutely\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003edoes\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;transfer. The query language is the same — Elasticsearch Query Language (\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/query-languages/esql\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eES|QL\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e), Query DSL, and KQL all work. The data model is the same — indices, data streams, and mappings in\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/kibana\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eKibana\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;are largely the same but are geared toward a specific use case (Search, Observability, or Security) per serverless project type. Discover, Dashboards, Lens, and other general functions exist in all project types. And the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/guide/en/elasticsearch/client/index.html\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElasticsearch clients\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;you already use work with Serverless projects.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhat's different is the operational layer. You won't use \u003cspan data-type='inlineCode'\u003e_cluster/settings\u003c/span\u003e or \u003cspan data-type='inlineCode'\u003e_nodes/stats\u003c/span\u003e because Elastic manages the cluster. You won't configure index lifecycle management (ILM) policies because\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/manage-data/lifecycle/data-stream\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003edata stream lifecycle\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;replaces them. You won't allocate shards to cold/warm/hot tiers because Serverless handles data placement and caching automatically.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThink of it as the same car with a different engine. You still drive it the same way; you just don't change the oil or shift the gear anymore.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Myth 5: Serverless is only for small or simple workloads","_metadata":{"uid":"cs9b908305acd2d7b7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEarly serverless offerings in other ecosystems sometimes carried this stigma — fine for prototypes but too unpredictable for production. Elasticsearch Serverless was built for production workloads from day one.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe decoupled architecture means you can ingest petabytes of data while running complex aggregations and vector searches at low latency. Usage-based pricing means you pay for what you actually consume and not for idle capacity you provisioned \"just in case.\" Automatic scaling means your search performance doesn't degrade during traffic spikes.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOrganizations running security analytics at scale, operating large observability pipelines, or building AI-powered search applications are exactly who Serverless is designed for. The architecture was built to handle the most demanding workloads, not to simplify them away.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The versioned world versus the managed world","_metadata":{"uid":"csec2196ca924a9253"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you're still deciding between \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Hosted\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, here's a framework that cuts through the noise:\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eChoose a versioned model (ECH or self-managed) when:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou need specific Elasticsearch versions for compliance or specific applicative constraints\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou require custom plugins or bundles\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou want direct control over cluster topology, node types, and shard allocation\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYour organization has established upgrade processes and testing infrastructure\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou need an Elastic Cloud feature not yet available in Serverless\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eChoose Serverless when:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou want stable, backward-compatible APIs without managing version compatibility\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou'd rather eliminate upgrade planning and maintenance windows\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYour workload benefits from automatic scaling (variable ingest rates and seasonal traffic)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou want usage-based pricing aligned with actual consumption\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou want to focus engineering time on your data and applications, not cluster operations\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNeither model is universally better. But if your primary concern is \"will my integration break when the next version ships?\" then Serverless answers that question definitively: It won't.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Get started","_metadata":{"uid":"cs08fde629606102e2"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eReady to try it yourself? Create a free \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/registration\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e project and experience the difference. Check the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/api/doc/elasticsearch-serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch Serverless API reference\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e for the stable API surface, and explore the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/deploy/elastic-cloud/differences-from-other-elasticsearch-offerings\"\u003e\u003cspan style='font-size: 12pt;'\u003ecomparison guide\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e for a detailed feature-by-feature breakdown.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csf93e247567b307b4"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csbd1db4472d0775b2"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csac926a9d2c40eee7"}}}],"publish_date":"2026-03-09T04:00:00.000Z","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic Cloud Serverless: 5 API versioning myths you should rethink","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"From API versioning to upgrade planning, learn what changes when Elasticsearch becomes a fully managed service.","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"bltc3067ddccda555c1","ACL":{},"created_at":"2023-11-06T21:50:08.806Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elastic-cloud","label_l10n":"Elastic Cloud","tags":[],"title":"Elastic 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Unified telemetry, AI-driven insights, and automated workflows streamline detection and response — reducing MTTD/MTTR and giving teams a single source of truth.","author":[{"uid":"blt5f85c347a5e182f6","locale":"en-us","_version":1,"ACL":{},"company_l10n":"","created_at":"2026-04-07T18:33:23.700Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Soham","image":null,"job_title_l10n":"Senior Systems Engineer","key":"","last_name":"Banerjee","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Soham Banerjee","twitter_id":"","updated_at":"2026-04-07T18:33:23.700Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-04-07T18:33:28.281Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltf107acbf33216a51","locale":"en-us","_version":1,"ACL":{},"company_l10n":"","created_at":"2026-04-07T18:34:19.065Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Brad","image":null,"job_title_l10n":"Manager, IT Engineering","key":"","last_name":"Timmerman","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Brad Timmerman","twitter_id":"","updated_at":"2026-04-07T18:34:19.065Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-04-07T18:34:22.786Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-04-07T19:20:32.130Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"","_metadata":{"uid":"cs2cb890622b59738e"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eTL;DR: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eCustomer Zero proves a unified observability model—ingest → detect → investigate → automate response—on a single platform for faster, end-to-end operations.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSummary:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eUnified ingestion: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Agent, OpenTelemetry, agentless → Kibana\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eProactive monitoring: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eSynthetics, TLS checks, Stack Monitoring\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eFaster response: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eElastic AI Assistant, Elastic Workflows, Connectors (e.g., Slack, PagerDuty, ServiceNow)\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCustomer zero:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Elastic runs on Elastic Observability\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"image":{"image":{"uid":"blt691c3110cbabeb11","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-04-07T19:16:05.966Z","created_by":"bltb6c155cd84fc0c1a","file_size":"226580","filename":"image1.png","parent_uid":null,"tags":[],"title":"image1.png","updated_at":"2026-04-07T19:16:05.966Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-04-08T13:00:00.232Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt691c3110cbabeb11/69d557f53951d6e55652c03f/image1.png"},"_metadata":{"uid":"cs219dcb18940de2fb"},"caption_l10n":"","alt_text_l10n":"","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"Customer zero","_metadata":{"uid":"cs514cc08e42a83b24"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic, one of the best ways to validate the power of observability is to use it on ourselves. That is the idea behind Elastic on Elastic: using Elastic's own platform to collect telemetry, monitor service health, detect issues early, accelerate investigation, and automate response across our internal and external systems.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic has long embraced this as part of its \"customer zero\" mindset. We don't just validate product capabilities; we discover the real operational workflows, pain points, and best practices that matter to our customers. This approach drives innovation and ensures our platform works at scale in mission-critical environments.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn this blog, we share how we use Elastic Observability, synthetics, connectors, Elastic AI Assistant, Elastic Workflows, and Stack Monitoring to build a unified operational model that spans data ingestion, visibility, alerting, investigation, and automation. The result is a connected operating system for observability — one where telemetry flows seamlessly from sources, correlates in dashboards, surfaces context through AI, and triggers intelligent actions.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Building the observability foundation","_metadata":{"uid":"cs7ade2e5517cb3ad5"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOur environment brings together data from a broad mix of operational and business-critical sources. We ingest SaaS and platform signals using both agentless integrations and Elastic Agent, pulling in events from services, such as identity platforms (Okta), developer systems (GitHub audit logs), AI metrics (Copilot metrics), and other operational tools.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA key part of this model is flexibility in data collection. Some sources are easiest to onboard through agentless integrations — they require minimal setup and zero operational overhead. Others are better served through Elastic Agent, which gives us a consistent way to collect logs, metrics, and events from hosts, services, and Elastic products themselves. That dual approach lets us reduce operational friction where possible while maintaining consistency for infrastructure and services that benefit from agent-based collection.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe also centralize application telemetry from internal services. For example, we send OpenTelemetry data from ElasticGPT — our internal generative AI service — directly into Elastic. This means application logs, distributed traces, and runtime signals live alongside the rest of our operational data in one place. Instead of context-switching between multiple tools, teams can investigate end-to-end behavior in a single environment.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs9aa5e607123a1c77"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"csb27df4e5a7f4efe0"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eWhy unified ingestion matters:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e When telemetry from identity systems, applications, infrastructure, and SaaS platforms all arrive in the same place, operators can move from \"something is wrong\" to \"what changed, what's impacted, and what should I investigate first\" in seconds.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs2521f65c0cec5e64"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOnce the data lands in Elastic, dashboards become the shared operational layer. Instead of checking one tool for authentication events, another for application health, and another for availability checks, teams correlate everything in a common workflow. A responder can move from a service symptom to the supporting telemetry around identity changes, audit activity, synthetic failures, and application behavior far more quickly when the underlying data is already connected. That unified experience is one of the core strengths Elastic Observability delivers.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Monitoring the digital experience","_metadata":{"uid":"csb374cc7373d93e2c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOne of the most visible parts of our Elastic on Elastic practice is monitoring our own web properties. We use \u003c/span\u003e\u003ca href=\"https://www.elastic.co/what-is/synthetic-monitoring\"\u003e\u003cspan style='font-size: 12pt;'\u003esynthetic monitoring\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to track the availability of Elastic websites and subdomains, including business-critical surfaces like elastic.co, buy.elastic.co, learn.elastic.co, and more.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic synthetics support both lightweight and browser-based monitors, whether they are managed directly in the UI or externally through synthetics projects. This gives us the ability to monitor both simple uptime — a quick HTTP check — and more realistic end-user journeys that simulate how customers interact with our sites.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Certificate health as a first-class operational concern","_metadata":{"uid":"csa735ad7aa613d0bb"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAvailability alone is not enough. We also use synthetics-related capabilities to watch TLS and certificate health. Elastic supports TLS certificate rules that notify teams when monitored certificates are approaching expiration thresholds or exceed configured age limits.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis might seem like a small detail, but it matters enormously. Certificate expirations are predictable, yet they lead to unexpected outages every year across the industry. By treating certificate health as a first-class operational signal (right next to uptime and endpoint availability), we ensure it's monitored, alerted, and actionable rather than a separate manual process buried in someone's task list.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe same platform that detects service failures also prevents credential failures. That's the power of unified observability.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"From detection to action","_metadata":{"uid":"csacf13e4288e1f16b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eObservability becomes far more valuable when it connects directly to action. Elastic provides a connector framework in Kibana that centralizes integrations with downstream tools, such as Slack, PagerDuty, ServiceNow, and many more. We use these connectors to push notifications, trigger incidents, and route issues into the systems where responders already work.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eInstead of treating dashboards as the endpoint of the observability journey, we use them as the start of an operational workflow. An alert fires in Elastic, and in that same moment:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA notification flows into the on-call team's Slack channel\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn incident is automatically created in PagerDuty with full context\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eServiceNow receives a notification to create an ITSM ticket for tracking\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe relevant responders are paged according to escalation policies\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis reduces the inefficiency of manually copying data between tools and helps keep investigation, communication, and remediation aligned. Elastic's connector and alerting model is designed precisely for this kind of integrated response path.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe result is faster incident response. Responders don't need to search for the alert details; the context arrives with the notification. And because it all originates from Elastic, the source of truth remains in one platform.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"AI-assisted investigation","_metadata":{"uid":"cs606dfa8cd0b012b6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor our incident management teams, the Elastic AI Assistant adds another layer of operational efficiency. Instead of manually pivoting across multiple screens to gather context — e.g., checking dashboards, reviewing logs, and examining traces — responders can ask questions and retrieve relevant information from within Elastic.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eConsider a typical incident workflow without an AI assistant:\u003c/span\u003e\u003c/p\u003e\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAlert fires: \"Service latency exceeded threshold\"\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eResponder navigates to the service dashboard to see the symptom.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eResponder checks infrastructure metrics to see if resources are constrained.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eResponder searches logs for errors or warnings.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eResponder looks at distributed traces to understand the code path.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eResponder correlates findings and forms a hypothesis.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eResponder begins investigating the root cause.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith the Elastic AI Assistant:\u003c/span\u003e\u003c/p\u003e\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAlert fires: \"Service latency exceeded threshold\"\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eResponder opens Elastic and asks: \"What happened to the checkout service in the last hour? What changed?\"\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic AI Assistant returns: \"Latency increased 40% at 14:23 UTC. Database query count doubled. A new deployment went live at 14:20. Here are the related errors.\"\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eResponder begins targeted investigation with context already in hand.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat matters most during fast-moving incidents. When teams are under pressure, the ability to ask for related signals, summarize activity, or surface supporting context can shorten the path from detection to understanding by minutes. Rather than replacing expert analysis, the assistant helps reduce the time spent gathering scattered information so teams can focus on decisions and response.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Automating the response path","_metadata":{"uid":"cs6b71a22a0cb8f05c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe are also using Elastic Workflows to automate operational tasks inside Elastic. Elastic describes workflows as reusable, versionable recipes made up of steps that transform inputs into actions.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor an operations or incident management team, this opens the door to standardizing repetitive tasks:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eEnrich alerts:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e When an alert fires, automatically look up related services, dependencies, and recent changes\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eGather context: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eAutomatically query for correlated logs, metrics, and traces and attach them to the incident\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRoute intelligently: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eRoute incidents to the right team based on service ownership, escalation policies, or on-call schedules\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eTrigger follow-up actions: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eCreate ITSM tickets, post to communication channels, or trigger remediation scripts\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eStandardize response:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Ensure every incident follows the same triage and investigation path\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis is an important part of Elastic on Elastic because observability maturity is not just about collecting more telemetry. It is about making that telemetry operationally useful. Workflows help encode the steps teams would otherwise perform manually, allowing the platform to support not only detection and investigation, but also repeatable, consistent response.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOver time, well-designed workflows reduce mean time to resolution (MTTR) and mean time to detect (MTTD) because teams aren't context-switching or performing manual data gathering—the platform handles that automatically.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Monitoring Elastic with Elastic","_metadata":{"uid":"cs860d5c933d439f5a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic on Elastic would not be complete without using Elastic to monitor the Elastic platform itself. We rely on the Stack Monitoring feature where the rest of the other elastic deployments can send the status of its own health.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eStack Monitoring includes purpose-built dashboards that help teams understand the health and performance of Elastic services:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElasticsearch cluster health: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eNode status, shard allocation, indexing and search performance\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eKibana performance: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eResponse times, request volumes, error rates\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLogstash pipeline health:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Throughput, lag, processing times\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAgent connectivity: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eWhich agents are connected, dropped connections, version distributions\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis closes the loop in an important way. We are not only using Elastic to observe websites, SaaS platforms, and internal applications; we are also using Elastic to observe the observability layer itself. That reinforces the customer zero model: the same platform used to detect issues elsewhere is also used to ensure the reliability of the platform that powers those insights.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Why this model works","_metadata":{"uid":"csda1bfb87070e303a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhat makes this approach powerful is not any single feature in isolation. It is the continuity across the entire lifecycle:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIngest data from a wide range of sources (e.g., agentless, agent-based, OpenTelemetry, APIs)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCorrelate that telemetry in one platform with unified dashboards\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eValidate user-facing availability with synthetics\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMonitor certificate health proactively\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDetect anomalies and threshold breaches with rules\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNotify responders through integrated connectors\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAccelerate investigation with AI Assistant\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAutomate repetitive tasks with Workflows\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMonitor the Elastic stack itself with Stack Monitoring\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Observability is explicitly designed to support this unified lifecycle across detection, understanding, and response. That is what Elastic on Elastic means in practice: not just using Elastic as a logging tool or a dashboarding layer, but running a connected operational model on top of it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen telemetry, context, alerting, investigation, and automation all live in the same ecosystem, teams can move faster and operate with more confidence. You don't lose context switching between tools. You don't repeat data gathering steps. You don't have blind spots because different tools have different data retention or lag.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou have one source of truth, one place to ask questions, one place to take action. That is the operating model that drives operational excellence at scale.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Trust in the platform","_metadata":{"uid":"cs3e6438137462d00a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic on Elastic is ultimately about trust in the platform. We use Elastic to monitor our services, websites, connectors, workflows, synthetic checks, application telemetry, and Elastic deployments because the platform is strongest when it becomes the operational backbone rather than just one tool among many.\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIt gives us a way to move from data collection to action in a single environment. And that is what makes observability genuinely useful at scale.\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIf you want to try this approach for your own organization, Elastic makes it straightforward to get started:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eStart with agentless integrations for SaaS platforms like Okta and GitHub.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eDeploy\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/downloads/elastic-agent\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Agent\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;for comprehensive infrastructure and application monitoring.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eStream OpenTelemetry data from custom applications.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSet up\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/solutions/observability/synthetics\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003esynthetics\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;for external monitoring of critical endpoints.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eConfigure connectors to route alerts to your existing workflows.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEnable the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/ai-assistant\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic AI Assistant\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;to accelerate investigation.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBuild\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/workflows-soar\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWorkflows\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;to automate incident response.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMonitor your platform with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/monitor/stack-monitoring\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eStack Monitoring\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"cs07eb768f451ac0c3"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs11896ab9c9a67db0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs1847f2d2600db237"}}}],"publish_date":"2026-04-08","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltb4db9161bbf295bc","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt38a6c014d6bd5ecb","ACL":{},"created_at":"2021-06-02T15:27:49.854Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"stack","label_l10n":"Stack","tags":[],"title":"Stack","updated_at":"2021-07-13T22:00:22.378Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.258Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt515041079bf381d6","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-04-07T19:20:29.154Z","created_by":"bltb6c155cd84fc0c1a","file_size":"24087","filename":"blog-elastic-on-elastic.jpeg","parent_uid":null,"tags":[],"title":"blog-elastic-on-elastic.jpeg","updated_at":"2026-04-07T19:20:29.154Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-04-08T13:00:00.221Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt515041079bf381d6/69d558fdae33417bb0fb91b4/blog-elastic-on-elastic.jpeg"},"title":"Elastic on Elastic: How we monitor our own services, websites, and operations","title_l10n":"Elastic on Elastic: How we monitor our own services, websites, and operations ","updated_at":"2026-04-07T19:39:52.177Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/how-we-monitor-at-elastic","publish_details":{"time":"2026-04-08T13:00:00.202Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt995d76fe1a415ec0","locale":"en-us","_version":9,"ACL":{},"abstract_l10n":"Elastic sponsored UNIHACK 2026, where over 50 teams used Elasticsearch and vector databases to move beyond basic LLMs into professional AI workflows. Projects used hybrid search and geospatial data to deliver scalable solutions for complex problems.","author":[{"uid":"blt8358d73dddd07451","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-03-23T16:42:18.018Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Grant","image":null,"job_title_l10n":"Enterprise Account Executive","key":"","last_name":"Dorahy","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Grant Dorahy","twitter_id":"","updated_at":"2026-03-23T16:42:18.018Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-03-23T16:42:24.153Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-03-23T17:31:30.723Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"csad3f9d15093cb6b1"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic sponsored the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eUNIHACK 2026\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e event, mentoring students building the future of technology.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eOver 50 teams \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eintegrated Elasticsearch and vector database capabilities\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e to move beyond basic \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLLMs into professional-grade AI workflows\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eTop projects demonstrated the sophisticated use of \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003egeospatial data and hybrid search\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e to solve complex human problems.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eThe event highlighted a shift where \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003estudents transition from academic theory\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e to delivering \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ehigh-performance, scalable solutions\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs89ffccba76e5a2e7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eWhat an incredible 48 hours! As the dust settles on UNIHACK 2026, the Elastic sales and solution architect teams in Australia are still buzzing from the energy, ingenuity, and pure imagination we witnessed across the country.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs1ef986eb42fe81f7"}}},{"image":{"image":{"uid":"blt3a381d6b812abd09","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-03-23T17:32:03.749Z","created_by":"bltb6c155cd84fc0c1a","file_size":"424901","filename":"20260314_125734.jpg","parent_uid":null,"tags":[],"title":"20260314_125734.jpg","updated_at":"2026-03-23T17:32:03.749Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-03-24T00:00:02.176Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt3a381d6b812abd09/69c179139bad5929215d5fb4/20260314_125734.jpg"},"_metadata":{"uid":"cs9fc5076cdaf6c4d8"},"caption_l10n":"Left to right: Chintan Rami, Grant Patterson, and Grant Dorahy","alt_text_l10n":"Elastic sales and solution architect teams","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs31ea3d4a435c394b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eFor Elastic, sponsoring UNIHACK was so much more than putting a logo on a website; it was about connecting with the next generation of tech makers and disruptors. With a record-breaking 1,010 participants from 20+ universities and hundreds of submissions, 52 of which integrated Elastic, the competition was fierce.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csfbf314f9220e45b0"}}},{"image":{"image":{"uid":"bltd62cfb57795f1683","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-03-23T17:32:22.566Z","created_by":"bltb6c155cd84fc0c1a","file_size":"702400","filename":"20260314_124440.jpg","parent_uid":null,"tags":[],"title":"20260314_124440.jpg","updated_at":"2026-03-23T17:32:22.566Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-03-24T00:00:02.204Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltd62cfb57795f1683/69c179267dde021569d30d38/20260314_124440.jpg"},"_metadata":{"uid":"cs314ccb521f9f5ee6"},"caption_l10n":"","alt_text_l10n":"students at UNIHACK","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csd8830107d0f4d6ea"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eIt was a privilege to mentor students building the future of technology. This year was particularly fulfilling because we had the privilege of working alongside other Australian companies, including ou\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003er\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 11pt;\"\u003e\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003evalued\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.afr.com/technology/smarter-relevant-search-is-reshaping-the-future-of-generative-ai-20250612-p5m707\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic customer\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Macquarie Bank.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eMacquarie Bank deeply understands the benefits of innovative technology and truly believes in nurturing the next generation of tech talent. It was an honour to support the team’s vision and witness the impact they are having on the industry.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Purest innovation, no constraints","_metadata":{"uid":"cs226e4d3dc89544d2"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eIn the day to day, it’s easy to get caught up in the commercial delivery of running a business. UNIHACK is the perfect intersection where we get to see these students who will be running businesses next and working with technology in its purest form.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eSeeing what they could break and build in just 48 hours was amazing. The speed, creativity, and output were genuinely impressive, with innovative work at the same level as major companies. The students operated as pure technologists, free from commercial constraints, which enabled some of the brightest ideas I’ve seen in years.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs28aa95b82ebe8f22"}}},{"image":{"image":{"uid":"bltf4e6112c4f58a96e","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-03-23T17:32:30.221Z","created_by":"bltb6c155cd84fc0c1a","file_size":"642228","filename":"20260314_124411.jpg","parent_uid":null,"tags":[],"title":"20260314_124411.jpg","updated_at":"2026-03-23T17:32:30.221Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-03-24T00:00:02.195Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltf4e6112c4f58a96e/69c1792ecac70d41137e823e/20260314_124411.jpg"},"_metadata":{"uid":"cs154b19daa63bb865"},"caption_l10n":"","alt_text_l10n":"","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"The AI reality check: Tool vs. toy","_metadata":{"uid":"csd56524bc023f6025"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eWe saw many students diving into artificial intelligence, but we also noticed a common misconception: the idea that simply punching it into a large language model (LLM) is the whole solution.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eDuring our mentoring sessions, we worked with them to understand that an LLM is a function and an efficiency, but not the \u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cem\u003ewhole engine\u003c/em\u003e\u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e. The real lightbulb moment for these teams was realising that, when you scale to real-world problems with massive datasets and high query volumes, it becomes a data-and-workflow challenge. It’s a toy until it becomes a tool in a professional workflow, and watching them grasp that deep technical reality was incredibly rewarding.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"3 projects that blew us away","_metadata":{"uid":"cs807425092032b3f4"},"header_style":"H2","paragraph_l10n":""},{"title_l10n":"1. The winners: Hot Steppers — The Hooked App","_metadata":{"uid":"cs8c3099ba75ba2b86"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eThe Hot Steppers didn’t just use Elasticsearch; they pushed the boundaries. This was the broadest and most pure application of search technology we saw over the weekend.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003eHow they used Elastic:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e By seamlessly integrating image search, geospatial data, and LLMs, they created a sophisticated UI that proved search is about context, not just text.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://devpost.com/software/hooked-47pm25\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRead and watch the pitch\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003e.\u003c/strong\u003e\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"2. DCT — Echo Quest (honourable mention)","_metadata":{"uid":"cs82ff49889a0522f6"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eThis was perhaps the most original and relatable idea of the event. It used technology to do genuine good in the world, specifically by managing sensitive information during times of need.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003eHow they used Elastic:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e DCT achieved complete anonymity with beyond-sensitive data in a private forum. Using Elastic, they were able to associate and separate data in real time with cutting-edge accuracy, proving that even the most sensitive data structures can be handled with perfection.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://devpost.com/software/echo-107u6c\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRead and watch the pitch\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003e.\u003c/strong\u003e\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"3. Git push-force — Search-comète (honourable mention)","_metadata":{"uid":"cs3881155ceb3285c1"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eThis team delivered a masterclass in handling big data with a beautiful graphical interface.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003eHow they used Elastic:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e They managed extensive datasets spanning decades — we’re talking about sliding toggles that could separate academic reports from the 1970s all the way to 2026. They made massive amounts of information simple to categorise and lightning-fast to search.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://devpost.com/software/searchcomete\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRead and watch the pitch\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003e.\u003c/strong\u003e\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"A bright future ahead","_metadata":{"uid":"cs9f2f145fbb0610ae"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eTo the Hot Steppers and our other honourable mentions, we want to say a massive congratulations for nailing it. These students represent a new generation of developers in which AI is attached to everything.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eThe skills they displayed at UNIHACK 2026 are exactly what the industry needs, and I am confident they will have a significant impact on our work environment in the years to come. We are already looking forward to seeing what they build next!\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cscd0af3cba5a940d9"}}}],"publish_date":"2026-03-23","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Reflecting on UNIHACK 2026: The future of AI solutions","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"From toy to tool, see how participants at UNIHACK 2026 leveraged Elasticsearch and vector databases to build professional, scalable AI solutions for real-world problems.","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt6f3b5313b04c2729","ACL":{},"created_at":"2023-11-06T21:49:22.691Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"customer-story","label_l10n":"Customer story","tags":[],"title":"Customer story","updated_at":"2023-11-06T21:49:22.691Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.115Z","user":"blt4b2e1169881270a8"}},{"_version":1,"locale":"en-us","uid":"blt3d820a0eae1c9158","ACL":{},"created_at":"2020-06-17T03:35:53.368Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elasticsearch","label_l10n":"Elasticsearch","tags":[],"title":"Elasticsearch","updated_at":"2020-06-17T03:35:53.368Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:20.290Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltbaad5df00a89fcb2","_content_type_uid":"tags_topic"},{"uid":"blt9c74c5bb18c95a80","_content_type_uid":"tags_topic"},{"uid":"blt240c2986db0ba465","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"bltbc86a233655f4b8e","title":"Elasticsearch","label_l10n":"Elasticsearch","keyword":"elasticsearch","hidden_value":false,"tags":[],"locale":"en-us","created_by":"blt36e890d06c5ec32c","updated_by":"blt36e890d06c5ec32c","created_at":"2022-09-13T16:43:08.111Z","updated_at":"2022-09-13T16:43:08.111Z","ACL":{},"_version":1,"publish_details":{"time":"2026-03-03T20:50:22.490Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt38a6c014d6bd5ecb","ACL":{},"created_at":"2021-06-02T15:27:49.854Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"stack","label_l10n":"Stack","tags":[],"title":"Stack","updated_at":"2021-07-13T22:00:22.378Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.258Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt3372178bb75f8832","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-03-23T16:39:48.673Z","created_by":"bltb6c155cd84fc0c1a","file_size":"148678","filename":"UNIHACK-blog_(1)_(1).png","parent_uid":null,"tags":[],"title":"UNIHACK-blog 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environments.","author":[{"uid":"bltef992a877c3820ac","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-03-19T14:57:14.161Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Chaison","image":null,"job_title_l10n":"Principal Solutions Architect","key":"","last_name":"Griffin","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Chaison Griffin","twitter_id":"","updated_at":"2026-03-19T14:57:14.161Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-03-19T14:57:19.636Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-03-19T17:27:10.847Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"cs55bb9e1479019492"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic air-gapped deployments include \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eself-managed\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic Cloud Enterprise (ECE)\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic Cloud for Kubernetes (ECK)\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic makes it possible to locally host all required components to ensure \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSecurity\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eEDR\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esearch\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eobservability\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, and other capabilities are fully operational offline.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eInternal or private \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCertificate Authorities\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e are easily configurable within Elastic to ensure all communications are \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esecured\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e using TLS.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs9b2fc1478c56b419"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eGovernment agencies and military organizations often operate their own private, secure\u0026nbsp; networks. Many of these are disconnected and air-gapped networks, meaning they have no access to the public internet. This often complicates what products and services they can use, especially because more and more tools are hosted exclusively in the cloud.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis situation extends beyond the public sector. It’s increasingly common for companies operating in the financial, medical, and research sectors to host resources completely disconnected from the outside world to ensure maximum security. No matter the reason, Elastic provides full offline capabilities for the Elasticsearch Platform, including our search, security, and observability solutions.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn this blog, we’ll walk through the options Elastic provides for air-gapped architecture and services as well as provide step-by-step guidance on how to navigate certificate requirements and trust management.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Deployment methods","_metadata":{"uid":"cs1e8880349aa45db7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic supports multiple deployment models to meet different operational and security requirements. These can be broadly categorized into SaaS and non-SaaS deployments.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn this blog, we’ll focus on non-SaaS deployment models, which enable Elastic to operate in air-gapped or disconnected environments.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/deploy/self-managed\"\u003e\u003cspan style='font-size: 12pt;'\u003eSelf-managed\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eManual installation and operation on virtual machines (VMs) or bare metal\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/deploy/cloud-on-k8s\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud on Kubernetes (ECK)\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eKubernetes-native operator for managing Elasticsearch, Kibana, Fleet, and related components\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/deploy/cloud-enterprise\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Enterprise (ECE)\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEnterprise-scale orchestration platform for managing multiple Elastic deployments\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThese deployment models can be used in:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOn-premises data centers\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePublic or government cloud environments, including GovCloud\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDeployable or tactical kits with limited or intermittent connectivity\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eShips, submarines, or airplanes\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Elastic in air-gapped environments","_metadata":{"uid":"cs376796a44560d3e1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic is fully operational in disconnected and air-gapped environments. All capabilities function the same way as in internet-connected deployments, provided the required supporting services are hosted locally.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic enables customers to mirror or locally deploy all external dependencies, eliminating runtime internet requirements.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Core services that can be locally hosted","_metadata":{"uid":"cse73773a0b9c22404"},"header_style":"H3","paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/deploy/self-managed/air-gapped-install#air-gapped-elastic-package-registry\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Package Registry\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRequired for integrations, agent policies, and Fleet-managed content\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/deploy/self-managed/air-gapped-install#air-gapped-elastic-maps-service\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Maps Service\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eProvides map tiles and geospatial assets\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/deploy/self-managed/air-gapped-install#air-gapped-elastic-endpoint-artifact-repository\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Endpoint Artifact Repository\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eDelivers malware protection artifacts for Elastic Defend\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/deploy/self-managed/air-gapped-install#air-gapped-machine-learning\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMachine learning\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSupports anomaly detection, inference, and other machine learning features\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/explore-analyze/ai-features/llm-guides/local-llms-overview\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLarge language models (LLMs)\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEnables AI-powered search and security workflows using locally hosted models\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Elastic air-gapped architecture","_metadata":{"uid":"cs1a0618aae765bd97"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost Elastic supporting services are delivered as containerized applications. The containers can be deployed within Kubernetes or locally on a VM using docker or podman.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Network and access considerations","_metadata":{"uid":"cs3d883516ce04061f"},"header_style":"H3","paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eServices are typically deployed behind a reverse proxy (e.g., NGINX or Apache)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eReverse proxies are commonly used for:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSSL/TLS termination\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCentralized access control\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSimplified DNS and routing\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"cseca652cf248c04af"}}},{"image":{"image":{"uid":"blt703fcca8df383da6","_version":1,"title":"image4.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-19T17:11:31.225Z","updated_at":"2026-03-19T17:11:31.225Z","content_type":"image/png","file_size":"243148","filename":"image4.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-19T18:10:55.900Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt703fcca8df383da6/69bc2e4350ca69c84ed4004b/image4.png"},"_metadata":{"uid":"cs806026e2eb845de7"},"caption_l10n":"","alt_text_l10n":"Elastic Air-gapped architecture","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"TLS certificates and trust management","_metadata":{"uid":"csd03c3639062570bc"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOperating in disconnected environments often requires the use of self-signed certificates or certificates signed by an internal Certificate Authority (CA).\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic supports multiple methods to ensure secure communication between clients and Elastic services, such as Elasticsearch, Kibana, and Fleet.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf an organization uses an internal CA, it:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIssues TLS certificates for all Elastic services using that CA\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDistributes the CA certificate to:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHost operating systems\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWorkstations\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eContainer trust stores\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis allows native trust validation without additional configuration.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Recommended approach: Elastic internal CA","_metadata":{"uid":"csb109013a1cbaf01a"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic ships with an internal CA to \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/security/set-up-basic-security-plus-https\"\u003e\u003cspan style='font-size: 12pt;'\u003econfigure HTTPS\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e within the Elastic Stack. By default, this CA is set up and signs the certificates that are used during the initial setup of Elasticsearch.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt is recommended to use the Elastic CA to generate the certificates needed for other components, such as Kibana and Fleet.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Alternate approach: Trusted authority CA","_metadata":{"uid":"csecd2979d72f29d29"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf an organization has their own trusted authority CA, you can use the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003eelasticsearch-certutil\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e command to generate the CSR needed to \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/security/set-up-basic-security-plus-https#encrypt-kibana-browser\"\u003e\u003cspan style='font-size: 12pt;'\u003econfigure HTTPS\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e for Elasticsearch and Kibana.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Configure CA trust from Fleet","_metadata":{"uid":"cs77bd57d6a3105aec"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIt’s not always possible to distribute the CA certificates to all endpoints. In these situations, Elastic also provides the option to define CA trust information within Fleet policies for Elastic Agent communications.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIn Fleet, for the Elasticsearch output, you have two options to configure TLS certificate details that all Agents will use to validate the certificates of the Elasticsearch nodes:\u003c/span\u003e\u003c/p\u003e\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElasticsearch CA trusted fingerprint\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAdvanced YAML configuration\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe benefit of configuring the certificate settings within Fleet is that all agents will then trust the Elasticsearch certificates regardless of whether or not the endpoint has the appropriate CAs added to the local trust store.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs9c94a76b60a905cc"}}},{"image":{"image":{"uid":"bltae9dc03e8c77ac9d","_version":1,"title":"image3.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-19T17:11:43.591Z","updated_at":"2026-03-19T17:11:43.591Z","content_type":"image/png","file_size":"331384","filename":"image3.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-19T18:10:55.927Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltae9dc03e8c77ac9d/69bc2e4ff440753130fbfb33/image3.png"},"_metadata":{"uid":"csa9781bf0c240ab10"},"caption_l10n":"","alt_text_l10n":"certificate settings within Fleet","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":"width-large: 75%"}}},{"title_text":{"title_text":[{"title_l10n":"Option 1: Elasticsearch CA trusted fingerprint","_metadata":{"uid":"cs5586470f5cca8414"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eObtain the fingerprint of the CA using the following command: \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003eopenssl x509 -fingerprint -sha256 -in config/certs/http_ca.crt\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt’s recommended to use the top-level root CA if you have intermediate certificates. If the fingerprint of the certificate is present anywhere in the certificate chain during the handshake, then the handshake will continue normally.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Option 2: Advanced YAML configuration","_metadata":{"uid":"csf099c182ef04d70c"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor the advanced settings, you have several options to specify which CA should be used.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cseebe21266611e2df"}}},{"image":{"image":{"uid":"blt5587a0ddba69d352","_version":1,"title":"image6.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-19T17:12:03.703Z","updated_at":"2026-03-19T17:12:03.703Z","content_type":"image/png","file_size":"458563","filename":"image6.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-19T18:10:55.914Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt5587a0ddba69d352/69bc2e63544b1e304e03da4c/image6.png"},"_metadata":{"uid":"csc95a483367e2540f"},"caption_l10n":"","alt_text_l10n":"Advanced YAML configuration","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":"width-large: 75%"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs40fd93c523a26e57"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eRefer to the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/fleet/es-output-settings\"\u003e\u003cspan style='font-size: 12pt;'\u003eFleet output settings\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/fleet/secure-connections\"\u003e\u003cspan style='font-size: 12pt;'\u003eFleet secure connections\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e pages for more details on the options allowed for configuring CA trusts.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"Certificate architecture considerations","_metadata":{"uid":"cs2d692adb3ee3758b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEach Elastic component requires its own TLS certificate, including:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eKibana\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFleet Server\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis requirement applies even when services are deployed behind a reverse proxy or load balancer.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic enforces this model to:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eProtect data in transit\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEnsure secure service-to-service communication\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSupport deployments without external proxies or load balancers\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"cs1fdc0310a4a91c7b"}}},{"image":{"image":{"uid":"blt2ecea5f7a857228b","_version":1,"title":"image1.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-19T17:12:18.020Z","updated_at":"2026-03-19T17:12:18.020Z","content_type":"image/png","file_size":"289398","filename":"image1.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-19T18:10:55.886Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt2ecea5f7a857228b/69bc2e72d22cf2a3bc61420e/image1.png"},"_metadata":{"uid":"cs79948fb4b41ecc43"},"caption_l10n":"","alt_text_l10n":"Elastic TLS Configuration","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"Next steps for operating Elastic in air-gapped and disconnected environments","_metadata":{"uid":"cs978aa701142fe0e1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBecause Elastic is fully operational in air-gapped and disconnected environments, organizations can deploy the same search, security, and observability platform across both connected and non-connected networks.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs a result, organizations can:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eReduce operational complexity\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMinimize tool sprawl\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMaintain consistent workflows, detections, and analytics across environments\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBy supporting secure, local-first architectures without sacrificing functionality, Elastic delivers a unique advantage for mission-critical and regulated environments.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo learn more about what Elastic can do for your organization in these austere environments, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/contact/public-sector\"\u003e\u003cspan style='font-size: 12pt;'\u003ereach out to our team\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs38eaeabac70da1b6"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs728ec0dd7c6ca683"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csc2fd15d8db26b90b"}}}],"publish_date":"2026-03-19","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic is fully operational in air-gapped and disconnected networks","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Elastic is fully operational when deployed in air-gapped and disconnected networks.","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":3,"locale":"en-us","uid":"blta3fd0168b354a680","ACL":{},"created_at":"2023-11-06T21:50:30.740Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elk-elastic-stack","label_l10n":"ELK/Elastic Stack","tags":[],"title":"ELK/Elastic Stack","updated_at":"2024-03-12T21:21:08.589Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-03-12T21:21:14.279Z","user":"blt3044324473ef223b70bc674c"}},{"_version":1,"locale":"en-us","uid":"bltbf6fd364f32f8563","ACL":{},"created_at":"2023-11-06T21:50:46.524Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"fleet-elastic-agent","label_l10n":"Fleet/Elastic Agent","tags":[],"title":"Fleet/Elastic Agent","updated_at":"2023-11-06T21:50:46.524Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:48:26.489Z","user":"blt4b2e1169881270a8"}}],"tags_industry":["blt3185b1f0e9eed8d1"],"tags_partner":[],"tags_topic":[{"uid":"blt5f2c0926801ce9c6","_content_type_uid":"tags_topic"},{"uid":"blte41b0699a34eac99","_content_type_uid":"tags_topic"},{"uid":"bltac352930d0bd6c7f","_content_type_uid":"tags_topic"},{"uid":"blt65b9df038275be61","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt38a6c014d6bd5ecb","ACL":{},"created_at":"2021-06-02T15:27:49.854Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"stack","label_l10n":"Stack","tags":[],"title":"Stack","updated_at":"2021-07-13T22:00:22.378Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.258Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt16b427706a58ad2f","_version":1,"title":"blog-airgapped-disconnected (1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-19T17:29:58.747Z","updated_at":"2026-03-19T17:29:58.747Z","content_type":"image/png","file_size":"99642","filename":"blog-airgapped-disconnected_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-19T18:10:55.866Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt16b427706a58ad2f/69bc329650ca6915a7d4005c/blog-airgapped-disconnected_(1).png"},"title":"Deploy Elastic in air-gapped and disconnected environments","title_l10n":"Deploy Elastic in air-gapped and disconnected environments","updated_at":"2026-03-19T18:10:49.144Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/deploy-elastic-air-gapped-disconnected-environments","publish_details":{"time":"2026-03-19T18:10:55.135Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt4097660d063392d2","_version":6,"locale":"en-us","ACL":{},"abstract_l10n":"Instantly check the impact of third-party CVEs on your Elastic deployment with the new self-service CVE Impact Statements on the Support Hub. Quickly filter security scanner noise and get official assessments.","author":[{"uid":"blt0c6ff863962b7c25","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2024-03-25T19:18:52.325Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Arsalan","image":null,"job_title_l10n":"Information Security Analyst II","key":"","last_name":"Khan","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Arsalan Khan","twitter_id":"","updated_at":"2024-03-25T19:18:52.325Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2024-03-25T19:18:56.997Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt03fd5806eb58d5c4","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-02-20T17:31:09.186Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"InfoSec Business","image":null,"job_title_l10n":"","key":"infosec-business-enablement","last_name":"Enablement","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"InfoSec Business Enablement","twitter_id":"","updated_at":"2026-02-27T16:37:05.104Z","updated_by":"blt8288fbcbd8c9dce4","publish_details":{"time":"2026-02-27T16:37:11.009Z","user":"blt8288fbcbd8c9dce4","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltfaae4466058cc7d6","title":"Product release","key":"releases","tags":[],"locale":"en-us","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2018-08-27T12:47:03.147Z","updated_at":"2026-06-03T09:57:21.475Z","ACL":{},"_version":9,"label_l10n":"Product release","_in_progress":false,"publish_details":{"time":"2026-07-24T01:27:49.702Z","user":"bltde77f2161b811714","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-02-20T17:55:55.210Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"cs488e5c01f6af3a58"},"paragraph_l10n":"\u003cul\u003e\n \u003cli\u003e\n \u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eThe\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Support Hub\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;now provides instant self-service lookup for\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eCVE impact statements\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;to verify if third-party vulnerabilities affect your Elastic deployment.\u003c/span\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eThis feature allows you to quickly filter out noise from security scanners and confirm Elastic’s official assessments.\u003c/span\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eThe data is a direct output of\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eElastic’s vulnerability management program\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e, ensuring reliable security assessments for users.\u003c/span\u003e\n \u003c/li\u003e\n \u003cli\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eUsers can access this information using the\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eNative Search\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;bar or the conversational\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Support Assistant\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;built on the\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Stack\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;with RAG.\u003c/span\u003e\u003c/li\u003e\n\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csd8a83a23dfbcf003"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen a new vulnerability hits the news, speed is critical. The \u003c/span\u003e\u003ca href=\"https://www.elastic.co/support#elastic-support-hub\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Support Hub\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e now allows you to instantly search for and verify the impact of Common Vulnerabilities and Exposures (CVEs) on Elastic products. You can quickly verify whether a third-party CVE affects your Elastic deployment and take action.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBy making our internal knowledge base of security statements customer-facing, we are empowering you to perform primary reviews immediately.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s CVE search puts the information you need directly in your hands, allowing you to:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eGet immediate answers\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e about vulnerability impacts\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eQuickly filter out noise\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e from security scanners by verifying Elastic’s official assessments instantly\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSecurity scanners often flag CVEs in underlying libraries like Log4j, Jackson, or Spring that may not actually be exploitable within the Elastic context. Previously, confirming these \"non-issues\" required a support ticket. Now, CVE impact statements can be accessed directly from the support hub using our native search and Support Assistant.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Backed by Elastic’s vulnerability management program","_metadata":{"uid":"cs72e9613d0bcde00c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhile our official \u003c/span\u003e\u003ca href=\"https://discuss.elastic.co/c/announcements/security-announcements/31\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic Security Advisories (ESAs)\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e remain the source for confirmed vulnerabilities in Elastic code, CVE \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eImpact Statements\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e cover the broader landscape of third-party dependencies.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe impact statements on Support Hub are the direct output of \u003c/span\u003e\u003ca href=\"https://www.elastic.co/product-security\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s vulnerability management program\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. Our InfoSec Product Security and engineering teams continuously analyze CVEs to determine if they affect our products. By integrating this data directly into the Support Hub, we bridge the gap between our security researchers and your operations team, giving you the same visibility our internal support engineers have.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How do the self-service CVE impact statements work?","_metadata":{"uid":"csc80e14efc5cf7f65"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou have two powerful ways to find this information on the Support Hub:\u003c/span\u003e\u003c/p\u003e\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNative search\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Support Assistant\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e"},{"title_l10n":"Native search","_metadata":{"uid":"cs5233fab0f74f892e"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor the most direct approach, simply type the CVE ID (e.g., \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003eCVE-2024-8088\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e) into the search bar at the top of the Support portal. You will see a dedicated \"CVE\" result type that links to the detailed impact statement.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cscdd7b4cb6e75d03a"}}},{"video":{"vidyard_uuid":"vwvqRxVE8amZrAKqaxb4xb","_metadata":{"uid":"cs3ec3b86e969cbc9d"},"caption_l10n":"","shadow":false,"video_play_count":"","muted":false,"loop_video":true,"hide_controls":true,"looping_animation":true}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs85d0d0b904ff64f8"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eClicking the result takes you to the official impact statement, detailing affected versions, status (\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eNot Affected\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e or \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eAffected\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e), and remediation.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csa45fefe15d0ad1e3"}}},{"image":{"image":{"uid":"blt034e91cf3d8adc0f","_version":1,"title":"image4.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-02-20T17:14:36.426Z","updated_at":"2026-02-20T17:14:36.426Z","content_type":"image/png","file_size":"158376","filename":"image4.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-02-20T18:01:49.751Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt034e91cf3d8adc0f/6998967c45700700085f5657/image4.png"},"_metadata":{"uid":"cs998aef5d18f96d55"},"caption_l10n":"","alt_text_l10n":"Example of not_affected version: cve-2024-8088","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"Elastic Support Assistant","_metadata":{"uid":"csef101f60659ec0ca"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you prefer a conversational approach, the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/generative-ai-customer-support-elastic-support-assistant\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Support Assistant\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is ready to help. 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This implementation demonstrates how we use our own Elasticsearch Platform to solve complex business challenges.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou can ask natural language questions or even paste a list of CVEs to check them in bulk:\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs743e430bc915595e"}}},{"video":{"vidyard_uuid":"yFCArWkKDeL69bVp9VSteW","_metadata":{"uid":"cs76605fbe94533652"},"caption_l10n":"","shadow":false,"video_play_count":"","muted":false,"loop_video":true,"hide_controls":true,"looping_animation":true}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs88caf2292076e8f4"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhen you submit a query, the Support Assistant transparently shows its work. You can see it performing specific \"RAG search\" actions as it retrieves context from our intern. The user is asking to add a constraint/limit detail within the section describing the Elastic Support Assistant's capability to check CVEs in bulk.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe Support Assistant is currently optimized to process a limited number of CVE IDs per query when checking in bulk. 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If you search for a CVE ID and do not find an impact statement, we want to know.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo help our InfoSec and engineering teams provide a fast and accurate assessment, please open a new support case with the following details in the next section.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How do you make a high-quality CVE request?","_metadata":{"uid":"csd359d715dca8da93"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen submitting a case, providing specific data helps us quickly rule out false positives and determine the true impact on your deployment.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eThe golden rule: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ePlease, provide your vulnerability scan report in a \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003emachine readable format like Text, CSV, or JSON, which includes the following information:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCVE or GHSA ID (required): \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eEnsures universal recognition of the reported vulnerability\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAffected component\u0026nbsp; and path: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eThe specific library name and its file path (e.g., \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003e/usr/share/logstash/...\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eProduct version: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eThe specific version of the Elastic product you are running\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e(e.g., Logstash 8.18.4)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBy including this “detailed scan report” in your initial case, you enable our InfoSec and engineering experts to investigate and provide a definitive impact statement much faster.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Get started","_metadata":{"uid":"cs6c018390aa066dad"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThese capabilities are live today for all paying customers. Log in to the \u003c/span\u003e\u003ca href=\"https://support.elastic.co\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Support Hub\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to experience the new self-service CVE impact statement search experience.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs0284ffad9a4ce071"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs900d05e8213f8eec"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs7478ca1982720a37"}}}],"publish_date":"2026-02-20T08:00:00.000Z","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"The Elastic Support Hub now provides instant self-service lookup for CVE impact 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global enterprises, distributed infrastructure is the norm, not the exception. Organizations operate across continents and are driven by customer proximity and regulatory requirements. For the Elastic Stack, this reality often translates into a \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003emulti-cluster deployment model\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, where data is collected and stored in multiple geographically dispersed Elasticsearch clusters.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut, why adopt complexity? The decision to decentralize data storage is generally driven by three critical factors:\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e1. Data sovereignty and regulatory compliance: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eFor organizations operating in regions like the European Union, Australia, or China, laws dictate that certain types of data like personal, financial, or national security data must physically remain within the country's borders. This concept, known as \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003edata sovereignty\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, is non-negotiable. Storing data locally in dedicated clusters is the only way to satisfy these stringent, often complex, regulatory mandates.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e2. Performance, latency, and cost optimization: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eWhile unified platforms are ideal for analysis, moving vast quantities of raw data across continental lines is prohibitively expensive and time-consuming.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCost:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Cross-region data transfer costs (egress fees) are a significant, recurring expense. Localizing data collection minimizes these costs.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLatency:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Sending agent data to a cluster hundreds or thousands of miles away can introduce unacceptable latency, especially for performance-sensitive applications or low-bandwidth edge devices. Local clusters ensure fast, reliable data ingestion.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e3. Resilience and local autonomy: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eA multi-cluster design improves overall system resilience. If one region or local cluster experiences an outage, data ingestion and local operations in other regions remain unaffected. Furthermore, local operations teams can maintain autonomy over their immediate data and indexing, which is crucial in highly segmented organizations.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMany Fleet deployments involve Elastic Agents installed in diverse locations, requiring data to be stored in local clusters. However, operators need a unified view of all agents and a central management interface for tasks like upgrades, policy organization, and metrics collection.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Unifying Global Fleet Management","_metadata":{"uid":"cs030ab539cd94086b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith recent enhancements (\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-1-0\"\u003e\u003cspan style='font-size: 12pt;'\u003eavailable in 9.1\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e), Elastic Fleet has transformed from a single-cluster manager into a truly \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eGlobal Fleet Management\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e platform, solving the problem of distributed management while preserving the benefits of localized data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe core innovation is simple yet powerful: separating the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eagent's data destination\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e from the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eagent's management control plane\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"1. Global Fleet Management: Centralized control, local data","_metadata":{"uid":"csfac4ef7dddd924e4"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis capability allows operators to achieve the critical \"single pane of glass\" view without sacrificing data sovereignty or incurring high egress costs.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eHow it works:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLocal data routing:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e The Elastic Agent remains configured to send its operational and observability data (e.g., logs, metrics, security events) to a local Elasticsearch cluster.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCentralized control:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Simultaneously, the agent's \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003echeck-in payloads\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e containing its status, version, and health information are routed to the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ecentral management cluster\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe result is that Fleet in the central management cluster maintains a \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eglobal view of every single agent\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e deployed across the world, even though the bulk of the ingested data resides locally. Operators gain immediate, high-level oversight for centralized tasks like:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMonitoring agent health across all regions\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eScheduling and coordinating fleet-wide upgrades\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOrganizing agent policies globally\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMaintaining a comprehensive inventory of all distributed assets\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIssuing actions centrally and analyzing responses received from disparate agents\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"csa5dcc6a06fd0353a"}}},{"image":{"image":{"uid":"blt8c95c7db99015cfc","_version":1,"title":"image1.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-01-16T16:42:57.379Z","updated_at":"2026-01-16T16:42:57.379Z","content_type":"image/png","file_size":"44378","filename":"image1.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-01-16T16:45:47.437Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt8c95c7db99015cfc/696a6a918fe8b400074fe7ef/image1.png"},"_metadata":{"uid":"cs8f5de7d7bf1074e0"},"caption_l10n":"","alt_text_l10n":"fleet and integration flowchart","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":"width-large: 75%"}}},{"title_text":{"title_text":[{"title_l10n":"2. Integration Synchronization: Enforcing consistency at scale","_metadata":{"uid":"cs5324c6e7bea83222"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMaintaining consistent security and observability standards across dozens of clusters is perhaps the greatest challenge in a distributed model. Integration Synchronization addresses this directly by ensuring that all remote clusters automatically receive the same integration content as the management cluster.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eThe synchronization advantage:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eInstall once, deploy globally:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e An operator can now install a new integration, such as a new monitoring package, just once in the central management cluster. Fleet takes responsibility for reliably synchronizing and updating that integration across all linked remote Elasticsearch clusters.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eUnified service actions:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e This consistency is vital for services like OSquery. You can install an OSquery integration in your central cluster, and Fleet ensures that all agents, regardless of their data destination, are running the exact configuration. An operator can then initiate a service action from the central management cluster, and responses from geographically dispersed agents are aggregated and displayed back in the central Fleet UI.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ePrebuilt data views:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e To make the security and observability analysis across these clusters seamless, Fleet now also facilitates the use of prebuilt data views. This eliminates the manual effort required to piece together fragmented data sources, which allows analysts to query the data as if it were all residing in one logical space, unlocking the unified analysis that multi-cluster users crave.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Space Awareness: Enterprise-grade segregation","_metadata":{"uid":"cs08acf9517b3378e6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor teams running Elastic as a \"data-as-a-service\" platform for internal or external tenants, simple global management isn't enough; they need segregation and granular control. To support this enterprise use case, Fleet has introduced \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSpace Awareness\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e and granular role privileges. Previously, all users in Fleet could potentially view and modify everything. Now, operators can:\u003c/span\u003e\u003c/p\u003e\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDefine granular role privileges:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Specify read/write access for roles concerning agents, agent policies, or Fleet settings. A dedicated security team, for instance, can be granted access only to certain agent policies while a service desk team might only get access to the agents tab for troubleshooting.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eUse space segregation:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Since 9.1, Fleet is now fully space-aware. Roles and users within one Kibana Space (representing a tenant or specific team) will not have access to Fleet resources in another space. An agent policy can be assigned to one or multiple spaces, providing precise control over who can manage which policies and by extension, which agents.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis allows organizations to construct highly refined platforms, empowering downstream tenants with localized management capabilities while maintaining centralized, authoritative control over the core platform and global policies.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Complexity managed","_metadata":{"uid":"cs279dd0ba28c4a6ea"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s new multi-cluster capabilities in Fleet directly address the long-standing tension between the necessity of distributed data for compliance and cost and the operational need for centralized management for simplicity and consistency.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBy providing \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eGlobal Fleet Management, Space Awareness,\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eIntegration Synchronization\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, Elastic is delivering a true \"single pane of glass\" for global operations. Platform teams can now confidently scale their Elastic Agent deployments across any number of clusters. Security and observability policies are consistently enforced, while teams maintain strict adherence to data sovereignty rules and minimize unnecessary cross-region costs.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you are currently running a distributed Elastic architecture or planning a global expansion, these features are essential to unlocking efficiency and consistency at scale.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs595074631c8734e9"}}},{"callout":{"title_l10n":"Learn more","_metadata":{"uid":"cs4231517c07bba3b5"},"paragraph_l10n":"\u003cul\u003e\n \u003cli\u003e\n \u003ca href=\"https://www.elastic.co/docs/reference/fleet/automatic-integrations-synchronization\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAutomatic Integration synchronization\u003c/span\u003e\u003c/a\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003ca href=\"https://www.elastic.co/docs/reference/fleet/manage-elastic-agents-in-fleet#global-fleet-management\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eGlobal Fleet Management\u003c/span\u003e\u003c/a\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003ca href=\"https://www.elastic.co/docs/reference/fleet/fleet-roles-privileges\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFleet roles and privileges\u003c/span\u003e\u003c/a\u003e\n \u003c/li\u003e\n \u003cli\u003e\n \u003ca href=\"https://www.elastic.co/docs/deploy-manage/manage-spaces-fleet\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFleet Space Awareness\u003c/span\u003e\u003c/a\u003e\n \u003c/li\u003e\n\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs3b232b92183da7a4"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(52, 55, 65);font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. 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(1) (1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-01-16T03:06:23.306Z","updated_at":"2026-01-16T03:06:23.306Z","content_type":"image/png","file_size":"113078","filename":"blog-multicluster-fleet_(1)_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-01-16T16:45:47.451Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltb4815b8b18fd9808/6969ab2f462bf0000810edf5/blog-multicluster-fleet_(1)_(1).png"},"title":"Elevating global operations: Mastering multi-cluster Elastic deployments with Fleet","title_l10n":"Elevating global operations: Mastering multi-cluster Elastic deployments with Fleet","updated_at":"2026-01-16T16:46:24.760Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/multi-cluster-elastic-deployments-fleet","publish_details":{"time":"2026-01-16T16:46:30.225Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt0d0b693e237bcb7d","locale":"en-us","_version":16,"ACL":{},"abstract_l10n":"Elastic 9.2 simplifies the development of AI agents with Agent Builder, provides a cost-efficient balance between recall and latency with DiskBBQ, and establishes a new AI-powered foundation to get more from logs with Streams and Significant Events.","author":[{"uid":"blt50c7dc7ebe247328","_version":6,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2019-09-06T20:54:09.688Z","created_by":"blt3044324473ef223b70bc674c","email_id":"","facebook_id":"","first_name":"Dan","image":{"uid":"blt76e7dbef6af58b16","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2019-09-06T20:54:08.837Z","updated_at":"2019-09-06T20:54:08.837Z","content_type":"image/jpeg","file_size":"64096","filename":"headshot-daniel-courcy-300x300.jpg","title":"headshot-daniel-courcy-300x300.jpg","ACL":{},"_version":1,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2019-09-06T22:26:42.958Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt76e7dbef6af58b16/5d72c7706b141a30e6ef1a6b/headshot-daniel-courcy-300x300.jpg"},"job_title_l10n":"Director, Product Marketing","key":"","last_name":"Courcy","linkedin_id":"","paragraph_l10n":"\n\u003cp\u003eWorking at Elastic since May of 2019, Dan is the product marketing manager for Elasticsearch.\u0026nbsp;His hobbies include spending time with friends and family, playing card games, starting new home improvement projects, and enjoying the great outdoors (fishing, hiking, and camping).\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Dan Courcy","twitter_id":"","updated_at":"2025-06-02T20:05:41.690Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2025-06-02T20:05:44.961Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltfaae4466058cc7d6","title":"Product release","key":"releases","tags":[],"locale":"en-us","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2018-08-27T12:47:03.147Z","updated_at":"2026-06-03T09:57:21.475Z","ACL":{},"_version":9,"label_l10n":"Product release","_in_progress":false,"publish_details":{"time":"2026-07-24T01:27:49.702Z","user":"bltde77f2161b811714","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2025-10-23T00:45:12.031Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs528ddfb868f3d887"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eToday, we are pleased to announce the general availability of Elastic 9.2 as the latest version of the Elasticsearch Platform — the world’s most popular open source platform for unstructured data.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs93197fcea7adf034"}}},{"image":{"image":{"uid":"blt38cc3acead05fd0d","_version":1,"title":"image6.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-10-23T00:19:26.177Z","updated_at":"2025-10-23T00:19:26.177Z","content_type":"image/png","file_size":"346736","filename":"image6.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-10-23T15:59:59.350Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt38cc3acead05fd0d/68f9748efae7daf9863e0fed/image6.png"},"_metadata":{"uid":"csea34f7ccc4680bd7"},"caption_l10n":"The world’s most popular open source platform for unstructured data","alt_text_l10n":"The world’s most popular open source platform for unstructured data","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csd7b4fdb362eefbb4"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn addition to including new features that help developers with \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/context-engineering-overview\"\u003e\u003cspan style='font-size: 12pt;'\u003econtext engineering\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and agent building, Elastic 9.2 introduces a broad set of new capabilities to \u003c/span\u003e\u003ca href=\"https://www.elastic.co/enterprise-search\"\u003e\u003cspan style='font-size: 12pt;'\u003eSearch \u0026amp; AI\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Observability\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAstute readers will note that many of the new features now available in Elastic 9.2 were already accessible via \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e — this isn’t an anomaly! Elastic Cloud Serverless is versionless, removing the burden of version management from our customers and enabling us to ship features as soon as they are ready.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you’re not already using Elastic Cloud Serverless, we \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ehighly\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e encourage you to \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/registration\"\u003e\u003cspan style='font-size: 12pt;'\u003egive it a try\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. It is the fastest way to start with the Elasticsearch Platform without having to manage clusters, nodes, or shards.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"So, what’s new in Elastic 9.2?","_metadata":{"uid":"csb7bf0d66d5a47aa8"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.2 includes\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003ea lot\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;of exciting new features. Some highlights include:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/ai-agentic-workflows-elastic-ai-agent-builder\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Agent Builder\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;A set of AI-powered capabilities that enable developers to natively chat with their Elasticsearch data and simplify the development of custom AI agents that can achieve higher accuracy, relevance, and efficiency\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/diskbbq-elasticsearch-introduction\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eDiskBBQ\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;An approach to vector storage that partitions and searches compact clusters directly from disk, eliminating the need\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eto load full indexes into memory. DiskBBQ delivers\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eexcellent query performance and ranking with significantly reduced memory requirements for large-scale datasets.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-latency-low-memory-diskbbq-hnswbbq-benchmark\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBenchmarks\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;show sub-20 ms latency even with 100 MB total memory.\u0026nbsp;\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eStreams:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;A set of AI-driven capabilities that enable SREs using Elastic Observability to solve problems faster by automatically parsing, compressing, and surfacing insights from unstructured data with logs\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead about these and additional highlights by solution below.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Search \u0026 AI","_metadata":{"uid":"cscc8610ed6fe437df"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs developers transition from building search powered applications to augmenting existing applications with conversational AI \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eand\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e building more complex automations with AI agents and workflows, no platform for context engineering offers a wider, more robust set of \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003erelevance\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e capabilities than \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch\"\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs59d4bde826892c3c"}}},{"image":{"image":{"uid":"blta7b9b51e17fa9446","_version":1,"title":"image3.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-10-23T00:21:42.779Z","updated_at":"2025-10-23T00:21:42.779Z","content_type":"image/png","file_size":"712475","filename":"image3.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-10-23T15:59:59.531Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta7b9b51e17fa9446/68f97516bd8427a7c52a9f07/image3.png"},"_metadata":{"uid":"cs2b2e11a82eb04fc5"},"caption_l10n":"*You* know which button to push… but will an autonomous AI agent? Relevance matters now more than ever before.","alt_text_l10n":"launch versus lunch graphic","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":"width-medium: 50%"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csf99b1ada64a470dd"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHighlights for\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eSearch \u0026amp; AI\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;in 9.2:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/ai-agentic-workflows-elastic-ai-agent-builder\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Agent Builder\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;A set of AI-powered capabilities that enable developers to natively chat with their Elasticsearch data and simplify the development of custom AI agents that can achieve higher accuracy, relevance, and efficiency\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/diskbbq-elasticsearch-introduction\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eDiskBBQ\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eEnables reading compact clusters of quantized vectors directly from disk, removing the need to load full indexes into memory. This design maintains recall and query performance while reducing memory use.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-latency-low-memory-diskbbq-hnswbbq-benchmark\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBenchmarks\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;show sub-20 ms latency even with 100 MB total memory.\u0026nbsp;\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe (default)\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-exclude-vectors-from-source\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eexclusion of vectors from source\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;for newly created indices, helping to reduce storage overhead and improve indexing performance\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/gpu-inference-elastic-semantic-search\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e“ELSER on EIS”\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Elastic Learned Sparse EncodeR (ELSER), Elastic’s out-of-the-box sparse vector model for search relevance, is now the first text-embedding model available via\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-inference-service\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEIS\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, Elastic’s new GPU-accelerated inference service on Elastic Cloud — delivering industry-leading relevance and performance with significantly more cost-effective inference operations.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFind more details in the blogs linked above and in the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/release-notes/elasticsearch\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSearch \u0026amp; AI 9.2 release notes\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Observability ","_metadata":{"uid":"csccde95bcc22412cb"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eResolving incidents requires SREs to answer the questions of both “what” and “why” — answers that require an analysis of logs. But the volume of logs and their unstructured nature often creates significant operational overhead. Elastic 9.2 provides a remedy by moving beyond signal collection to enable proactive, log-driven investigations. To achieve this, we are introducing \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eStreams\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, a new capability that uses AI to impose structure and extract value from your data. By automatically parsing raw logs, enriching them with meaningful fields, and identifying \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSignificant Events\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eStreams\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e provides a clear, actionable path to the root cause.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith these new capabilities, the Elasticsearch Platform continues to enable SREs to maximize the potential value of their structured \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eand\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e unstructured data — reducing time spent on pipeline management, accelerating analysis, and, most importantly, enabling SREs to focus on what matters most: ensuring system reliability.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csb4d121aa6352f7ec"}}},{"image":{"image":{"uid":"blt50d99be6665dd961","_version":1,"title":"image9.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-10-23T00:43:18.484Z","updated_at":"2025-10-23T00:43:18.484Z","content_type":"image/png","file_size":"551911","filename":"image9.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-10-23T15:59:59.550Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt50d99be6665dd961/68f97a26f8c18b0036487f69/image9.png"},"_metadata":{"uid":"csa06ac19536a04c7f"},"caption_l10n":"It’s easier than ever to get more value from raw signals with Streams.","alt_text_l10n":"It’s easier than ever to get more value from raw signals with Streams.","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs011849ea8cba2a7d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHighlights for\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;in 9.2:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/elastic-observability-streams-ai-logs-investigations\" target=\"_self\"\u003e\u003cstrong\u003eStreams\u003c/strong\u003e\u003c/a\u003e\u003cstrong\u003e:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;A set of AI-driven capabilities that enable SREs using Elastic Observability to solve problems faster by automatically parsing, compressing, and surfacing insights from unstructured data with logs.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/metrics-explore-analyze-with-esql-discover\" target=\"_self\"\u003e\u003cstrong\u003eSignificant metrics enhancements\u003c/strong\u003e\u003c/a\u003e\u003cstrong\u003e:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Key capabilities like new time series commands in ES|QL deliver queries up to 10x faster while an interactive Discover experience simplifies metric exploration and visualization with auto-generated queries. Additionally, a new OTLP metrics endpoint boosts ingest throughput by up to 60%, improving performance for both Elastic Cloud and self-managed deployments.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFind more details in the blogs linked above and in the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/release-notes/observability\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Observability 9.2 release notes\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Security ","_metadata":{"uid":"cse7c26ed4fde0a82f"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eChange is the only constant, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/security/report/global-threat-report\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s 2025 Global Threat Report\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e proves this. For example, we know that adversaries are prioritizing immediate payload delivery over initial evasion, and of course, AI is lowering the bar for cybercrime. The good news is the Elasticsearch Platform provides everything security engineers need to build an AI-powered SOC.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs53b81042a190705a"}}},{"image":{"image":{"uid":"blt293d2acbe662781d","_version":1,"title":"image4-hr.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-10-23T00:50:21.622Z","updated_at":"2025-10-23T00:50:21.622Z","content_type":"image/png","file_size":"4232715","filename":"image4-hr.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-10-23T15:59:59.453Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt293d2acbe662781d/68f97bcd6df588230cb3e667/image4-hr.png"},"_metadata":{"uid":"cs422c91e4c85dc35c"},"caption_l10n":"Chat Sharing enables analysts to share Elastic AI Assistant conversations across their organization more easily.","alt_text_l10n":"Chat Sharing","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs9f6a356f6ddac432"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHighlights for\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Security\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;in 9.2:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003ca href=\"https://www.elastic.co/blog/automatic-migration-for-dashboards\" target=\"_self\"\u003e\u003cstrong\u003eAutomatic Migration for Dashboards\u003c/strong\u003e\u003c/a\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;(in technical preview) significantly reduces onboarding time by helping users migrate custom dashboards from Splunk to Elastic.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAutomatic Migration for Detection Rules\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is now generally available to enable users to specify their preference to match Elastic rules or perform custom rules translations. Users will also now be able to update partially translated rules that have a missing index pattern in bulk.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eChat Sharing\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;streamlines collaboration by making it easier for analysts to share valuable AI Assistant conversations across their organization — all while ensuring proper attribution and security controls.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSeveral endpoint focused features like\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-security-device-control\" target=\"_self\"\u003e\u003cstrong\u003eDevice Control\u003c/strong\u003e\u003c/a\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;empower security teams to define and enforce policies that govern the use of storage devices. Additionally,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Defend Detection and Response Dashboard\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;provides out-of-the-box visibility into endpoint detection activity\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e.\u003c/strong\u003e\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFind more details about these features and several updates to\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/solutions/security/investigate/cases\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCases\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;in the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/release-notes/security\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Security 9.2 release notes\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The Elasticsearch Platform","_metadata":{"uid":"cs2569e43834c8c7e8"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith each new release, the Elasticsearch Platform is helping developers and practitioners of all types bridge the gap between enterprise data and high-quality AI experiences. Whether we’re bolstering the performance of the world’s best datastore for unstructured data or extending our lead when it comes to providing the most important part of search and retrieval (\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003erelevance!\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e), all users win when there are enhancements to the core platform.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHighlights for the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElasticsearch Platform\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e with 9.2:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eES|QL Smart Lookup Joins:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Building on \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-1-0\"\u003e\u003cspan style='font-size: 12pt;'\u003eES|QL enhancements from Elastic 9.1\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, ES|QL now enables users to match on multiple fields and expressions (including \u0026lt;, \u0026gt;, !=) \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eand\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e enrich rows from a lookup index — even across remote clusters!\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eES|QL Time Series \u0026amp; Smart Enrichment in Discover:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Elastic 9.2 brings native time-series analysis (RATE, *_OVER_TIME, TBUCKET, TS) and in-place enrichment with LOOKUP JOIN right into Discover.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDiscover Tabs:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Context-switching turns into a single click (!), reducing cognitive load and enabling users to compare, validate, and pivot in parallel.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eBackground Search for Long-Running Queries:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Stop fighting timeouts on complex queries. This new feature in technical preview lets users run ES|QL, KQL, or DSL queries as asynchronous jobs directly from Discover. Kick off hour-long searches across \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eyears\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e of data without blocking your workflow, and get notified upon completion.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFind more details in the blogs linked above and in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/release-notes\"\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch Platform 9.2 release notes\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"In case you missed it…","_metadata":{"uid":"cs3ccb1f577ab62468"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAutoOps\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e is \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elasticsearch-autoops-on-prem\"\u003e\u003cspan style='font-size: 12pt;'\u003enow available for self-managed customers\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e with an Enterprise license at no additional cost. AutoOps simplifies cluster management with zero additional overhead. The first in a roadmap of Elastic \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCloud Connected\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e services for self-managed environments, it runs through a lightweight integration that securely streams operational metadata, such as shard allocations, query latencies, and node utilization to Elastic Cloud. The cloud-powered service processes this telemetry to deliver self-managed customers real-time issue detection and suggestion resolutions, while the underlying customer data never leaves the self-managed deployment.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnd, some additional good news, AutoOps uses a lightweight agent and is compatible with all releases starting with Elastic 7.17 and up.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Start today","_metadata":{"uid":"csbb67afe26adb7163"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eReady to get started?\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.2 is\u003c/span\u003e\u003cspan style='color:rgb(52, 55, 65);font-size: 12pt;'\u003e \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/registration\"\u003e\u003cspan style='font-size: 12pt;'\u003enow available on Elastic Cloud\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e — the hosted Elasticsearch service that includes all of the new features in this latest release.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs6a9b4ba8625a1978"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csec1c156ea27daeaa"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csd7f5a73a731beb53"}}}],"publish_date":"2025-10-23","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic 9.2: Agent Builder, DiskBBQ, Streams, Significant Events, and more","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[{"uid":"bltbc86a233655f4b8e","title":"Elasticsearch","label_l10n":"Elasticsearch","keyword":"elasticsearch","hidden_value":false,"tags":[],"locale":"en-us","created_by":"blt36e890d06c5ec32c","updated_by":"blt36e890d06c5ec32c","created_at":"2022-09-13T16:43:08.111Z","updated_at":"2022-09-13T16:43:08.111Z","ACL":{},"_version":1,"publish_details":{"time":"2026-03-03T20:50:22.490Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt38a6c014d6bd5ecb","ACL":{},"created_at":"2021-06-02T15:27:49.854Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"stack","label_l10n":"Stack","tags":[],"title":"Stack","updated_at":"2021-07-13T22:00:22.378Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.258Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt4ea00fef957e8742","_version":1,"title":"image7.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-10-23T00:17:00.595Z","updated_at":"2025-10-23T00:17:00.595Z","content_type":"image/png","file_size":"15770","filename":"image7.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-10-23T15:59:59.438Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt4ea00fef957e8742/68f973fc827d9993814e6cc7/image7.png"},"title":"Elastic 9.2: Agent Builder, DiskBBQ, Streams, Significant Events, and more","title_l10n":"Elastic 9.2: Agent Builder, DiskBBQ, Streams, Significant Events, and more","updated_at":"2026-03-23T23:32:03.837Z","updated_by":"blt3044324473ef223b70bc674c","url":"/blog/whats-new-elastic-9-2-0","publish_details":{"time":"2026-03-23T23:33:25.925Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltca0fff47418ec204","_version":4,"locale":"en-us","ACL":{},"abstract_l10n":"Elastic is excited to announce the availability of Elastic Cloud Serverless in two new AWS regions: London and Tokyo. Built on a Search AI Lake architecture, it combines vast storage, low-latency querying, and advanced AI capabilities. ","author":[{"uid":"blt7969873b62221c94","locale":"en-us","ACL":{},"_version":4,"company_l10n":"","created_at":"2022-03-14T13:52:58.962Z","created_by":"bltfb089905b0c41028","email_id":"","facebook_id":"","first_name":"Yuvraj","image":{"uid":"blt9c7d66b92259afc5","_version":1,"title":"Yuvraj Gupta","created_by":"blt03b12f5a6591ef8c","updated_by":"blt03b12f5a6591ef8c","created_at":"2026-05-27T12:57:11.417Z","updated_at":"2026-05-27T12:57:11.417Z","content_type":"image/jpeg","file_size":"10245","filename":"9a851fff9823ec43a5ca3e20aaedfb9ff180c2cd-120x160.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-29T08:20:18.263Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt9c7d66b92259afc5/6a16ea278b73cb0db3189cd8/9a851fff9823ec43a5ca3e20aaedfb9ff180c2cd-120x160.jpg"},"job_title_l10n":"Principal Product Manager","key":"","last_name":"Gupta","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Yuvraj Gupta","updated_at":"2026-07-13T13:51:01.108Z","updated_by":"blt03b12f5a6591ef8c","publish_details":{"time":"2026-07-29T08:20:17.352Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt39dee51344f15656","_version":5,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2022-05-11T19:58:45.575Z","created_by":"blt1e57c6588ae1816e","email_id":"","facebook_id":"","first_name":"Brian","image":{"uid":"blta836c61e70ff8c61","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2022-10-12T23:56:23.454Z","updated_at":"2022-10-12T23:56:23.454Z","content_type":"image/jpeg","file_size":"37804","filename":"headshot-brian-bergholm-300x300.jpg","title":"headshot-brian-bergholm-300x300.jpg","ACL":{},"_version":1,"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2022-10-12T23:56:29.933Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta836c61e70ff8c61/634754278c820a10568ba8f0/headshot-brian-bergholm-300x300.jpg"},"job_title_l10n":"Principal Product Marketing Manager","key":"","last_name":"Bergholm","linkedin_id":"","paragraph_l10n":"\u003cp\u003eBrian Bergholm is a principal product marketing manager in the Go-To-Market team at Elastic. He’s a specialist in Elastic Cloud, partner marketing, and hyperscaler marketplaces.\u003c/p\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003eHe has spent over 20 years in the tech industry across telecoms, software, and professional services. He most recently spent 15 years at Microsoft in a variety of roles, including global product marketing, sales enablement, launch management, and integrated marketing. During his tenure, he supported numerous launches including Office 365, Windows 10, and Azure Marketplace. He joined Elastic because of the power of search to find the answers that matter.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Brian Bergholm","twitter_id":"","updated_at":"2023-12-14T01:55:58.500Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2023-12-14T01:56:01.829Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2025-10-14T19:21:11.926Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csbd77cf521edeabc1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe’re excited to announce that \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now available on \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAWS eu-west-2 (London)\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAWS ap-northeast-1 (Tokyo)\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e regions!\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless delivers the fastest way to launch and scale observability, security, and search solutions without the complexity of managing infrastructure. Powered by our industry-first \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003eSearch AI Lake architecture\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, it integrates large-scale storage, decoupled compute, low-latency querying, and advanced AI capabilities to provide exceptional speed, scale, and simplicity.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Build and scale faster with Elastic Cloud Serverless on AWS","_metadata":{"uid":"csf33e6854e481f91b"},"header_style":"H2","paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eHigh scalability: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eScale workloads independently with decoupled compute and storage. Achieve optimal performance and cost efficiency even during high-demand workloads.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDecoupled search and indexing: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eSeparate search and index tiers to scale each one independently. This architecture uses specialized hardware optimized for each use case, ensuring performance and reliability.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLow latency even with object stores: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eBenefit from segment-level query parallelization and intelligent caching for high performance even when working with massive datasets in object storage.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eHassle-free operations: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eNo more managing clusters, provisioning nodes, or tuning performance. Elastic Cloud Serverless takes care of infrastructure, capacity planning, scaling, and upgrades — freeing your team to focus on innovation.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eUsage-based pricing: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eEnjoy flexible, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-cloud-serverless-pricing-packaging\"\u003e\u003cspan style='font-size: 12pt;'\u003eusage-based pricing\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e that grows with you. Pay only for what you use, whether it’s data ingestion and retention in Elastic Security or Observability or compute resources in Elasticsearch.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Getting started with Elastic Cloud Serverless on AWS","_metadata":{"uid":"cscf0971143ddc6965"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Cloud Serverless projects integrate directly with your existing cloud environments. Serverless is now available in the following AWS regions:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eeu-west-2 (London)\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eap-northeast-1 (Tokyo)\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eus-east-1 (N. Virginia, US)\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eus-east-2 (Ohio, US)\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eus-west-2 (Oregon, US)\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eeu-west-1 (Ireland)\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eeu-central-1 (Frankfurt)\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eap-southeast-1 (Singapore)\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eTo get started:\u003c/span\u003e\u003c/p\u003e\u003col\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://cloud.elastic.co/serverless-registration\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSign up\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u0026nbsp;or\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003elog in\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;to the Elastic Cloud Console.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCreate a\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eServerless Project\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;by choosing your project type —\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElasticsearch\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eObservability\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, or\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eSecurity\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e. For Elasticsearch, select your use case (“General Purpose” or “Optimized for Vectors”).\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eChoose your preferred AWS region.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003eClick\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCreate project\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, and your Elastic Cloud Serverless instance will be provisioned automatically.\u003c/span\u003e\u003c/li\u003e\u003c/ol\u003e"}],"_metadata":{"uid":"cs878d9b83cb588045"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cscdac3b37cc56af27"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLearn more in our \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/deploy/elastic-cloud/serverless\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless documentation\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"Available on AWS Marketplace","_metadata":{"uid":"cs50074ad0d751173a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou can also deploy Elastic Cloud Serverless directly from the \u003c/span\u003e\u003ca href=\"https://aws.amazon.com/marketplace/pp/prodview-voru33wi6xs7k?sr=0-1\u0026ref_=beagle\u0026applicationId=AWSMPContessa\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eAWS Marketplace\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYour Elastic subscription will appear in your AWS consolidated billing, and your spend counts toward your AWS cloud commitment. Easily monitor and analyze your Elastic usage and costs right from the Elastic Cloud console.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs364e98fdfa27e93e"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs14013c4db439add6"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFeel free to check out the \u003c/span\u003e\u003ca href=\"https://aws.amazon.com/marketplace/pp/prodview-afrjbfsh2vsg4?sr=0-1\u0026ref_=beagle\u0026applicationId=AWSMPContessa\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch MCP Server for AI Agents\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e as well.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"What’s next?","_metadata":{"uid":"cs67cd2e90fdfced9d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe’re continuing to expand Elastic Cloud Serverless to more AWS regions and to enhance its capabilities with new features designed to boost performance and usability.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe future of search, security, and observability is serverless — combining speed, scale, and cost efficiency without compromise.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eExperience Elastic Cloud Serverless and the power of Search AI Lake today. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003eExplore the possibilities\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, or start your \u003c/span\u003e\u003ca href=\"https://aws.amazon.com/marketplace/pp/prodview-voru33wi6xs7k?sr=0-1\u0026ref_=beagle\u0026applicationId=AWSMPContessa\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003efree 7-day trial\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e on AWS marketplace now.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csb75e6463c96a4005"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs8774fe99a96bceec"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csaf474c7cc1d0b33c"}}}],"publish_date":"2025-10-15","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic Cloud Serverless now available on AWS in London and Tokyo","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","table_of_contents":{"blog_series":[]},"tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt3d820a0eae1c9158","ACL":{},"created_at":"2020-06-17T03:35:53.368Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elasticsearch","label_l10n":"Elasticsearch","tags":[],"title":"Elasticsearch","updated_at":"2020-06-17T03:35:53.368Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:20.290Z","user":"blt4b2e1169881270a8"}},{"_version":3,"locale":"en-us","uid":"blta3fd0168b354a680","ACL":{},"created_at":"2023-11-06T21:50:30.740Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elk-elastic-stack","label_l10n":"ELK/Elastic Stack","tags":[],"title":"ELK/Elastic Stack","updated_at":"2024-03-12T21:21:08.589Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-03-12T21:21:14.279Z","user":"blt3044324473ef223b70bc674c"}},{"_version":1,"locale":"en-us","uid":"bltc3067ddccda555c1","ACL":{},"created_at":"2023-11-06T21:50:08.806Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elastic-cloud","label_l10n":"Elastic Cloud","tags":[],"title":"Elastic Cloud","updated_at":"2023-11-06T21:50:08.806Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.096Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[{"uid":"blt5b5a3dd3ee2ae4bd","_content_type_uid":"tags_partner"}],"tags_topic":[{"uid":"blt5da20aee1a072f80","_content_type_uid":"tags_topic"},{"uid":"blt4f82459203f5a666","_content_type_uid":"tags_topic"},{"uid":"blt736c21c9cc3bed67","_content_type_uid":"tags_topic"},{"uid":"bltefbcf6957c5e689a","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"},{"uid":"blt9149a5fda79fd708","_content_type_uid":"tags_topic"},{"uid":"bltf38f037a2b6ecb4e","_content_type_uid":"tags_topic"},{"uid":"blt43ad419de732b584","_content_type_uid":"tags_topic"},{"uid":"bltc76ab818663a30de","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltcb543cd010a1e2a8","ACL":{},"created_at":"2020-06-17T03:33:30.831Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"cloud","label_l10n":"Cloud","tags":[],"title":"Cloud","updated_at":"2020-07-06T22:20:17.019Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:21.552Z","user":"blt4b2e1169881270a8"}},{"uid":"bltbc86a233655f4b8e","title":"Elasticsearch","label_l10n":"Elasticsearch","keyword":"elasticsearch","hidden_value":false,"tags":[],"locale":"en-us","created_by":"blt36e890d06c5ec32c","updated_by":"blt36e890d06c5ec32c","created_at":"2022-09-13T16:43:08.111Z","updated_at":"2022-09-13T16:43:08.111Z","ACL":{},"_version":1,"publish_details":{"time":"2026-03-03T20:50:22.490Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt38a6c014d6bd5ecb","ACL":{},"created_at":"2021-06-02T15:27:49.854Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"stack","label_l10n":"Stack","tags":[],"title":"Stack","updated_at":"2021-07-13T22:00:22.378Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.258Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt629627a675137815","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2025-10-14T19:48:31.045Z","created_by":"bltb6c155cd84fc0c1a","file_size":"107473","filename":"blog-ecs-aws-highres_(1).png","parent_uid":null,"tags":[],"title":"blog-ecs-aws-highres (1).png","updated_at":"2025-10-14T19:48:31.045Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-10-15T13:00:00.943Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt629627a675137815/68eea90f51ce6732a2096254/blog-ecs-aws-highres_(1).png"},"title":"Elastic Cloud Serverless now available on AWS in London and Tokyo","title_l10n":"Elastic Cloud Serverless now available on AWS in London and Tokyo","updated_at":"2025-10-14T19:52:27.046Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-cloud-now-available-aws-london-tokyo","publish_details":{"time":"2025-10-15T13:00:00.718Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltd9ea4e82909c7af4","locale":"en-us","_version":5,"ACL":{},"abstract_l10n":"Burgan Bank Türkiye modernized its IT with Elastic, moving from OpenShift to bare metal. Learn how the team used ML and an on-prem AI assistant to achieve 90% faster incident response and secured unified observability across all systems.","author":[{"uid":"blt7cc2cb366895d80a","locale":"en-us","_version":1,"ACL":{},"company_l10n":"","created_at":"2025-08-27T15:21:16.170Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Jon","image":null,"job_title_l10n":"Director, Advocate Marketing","key":"","last_name":"Ashley","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Jon Ashley","twitter_id":"","updated_at":"2025-08-27T15:21:16.170Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-08-27T15:21:20.090Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt98414b97403a1070","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2025-08-27T15:21:43.686Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Ido","image":null,"job_title_l10n":"Solutions Architect","key":"","last_name":"Friedman","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Ido Friedman","twitter_id":"","updated_at":"2025-08-27T15:21:43.686Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-08-27T15:21:47.734Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blta93f080701d3caa6","_version":3,"locale":"en-us","ACL":{},"company_l10n":"Burgan Bank Türkiye","created_at":"2025-08-27T15:22:22.526Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Burak","image":null,"job_title_l10n":"Senior Software Manager of Devops Team","key":"","last_name":"Düz","linkedin_id":"","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBurak Düz is the senior software manager of the DevOps team at Burgan Bank Türkiye. He specializes in OpenShift, Linux, and Elasticsearch. With a strong passion for cloud-native technologies and search infrastructure, he brings deep expertise in deploying, managing, and optimizing Elasticsearch clusters and OpenShift environments. Düz is always exploring new tools and best practices and is dedicated to building scalable, efficient, and resilient systems.\u003c/span\u003e\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Burak Düz","twitter_id":"","updated_at":"2025-08-27T15:43:33.783Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-08-27T15:43:45.450Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2025-08-27T15:29:21.764Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csf37156d3360faa1d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBurgan Bank Türkiye Burgan Bank K.P.S.C., a subsidiary of Kuwait Projects Company (KIPCO) Group, is one of the largest holding groups and important banking groups in the Middle East and North Africa (MENA) region established in Kuwait in 1977.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe bank acts as a solution partner for its customers and provides services through its 26 branches located in 13 important industrial and trade regions of Turkey. The bank aims to establish long-term relations with its customers by emphasizing on stability and quality while conducting its activities in accordance with the principles of banking ethics, especially accuracy and reliability.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Overcoming initial challenges: From OpenShift to bare metal","_metadata":{"uid":"cse191e311d12a49c7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe journey for Burgan Bank Türkiye began with Elastic on OpenShift, using containerization to support its growing suite of applications. However, it soon encountered storage limitations with its existing solution. This bottleneck prompted a strategic shift: deploying its new Elastic cluster on bare metal. This move unlocked greater flexibility and performance, setting the stage for a modern observability stack.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Building a resilient Elasticsearch architecture","_metadata":{"uid":"csbbb52453d458f3b5"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLed by Burak Düz, senior software manager of the DevOps team, the Burgan Bank team architected a powerful Elasticsearch cluster consisting of:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e3 master nodes\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e3 hot nodes\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e2 cold/frozen nodes\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMachine learning nodes\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e5 Kibana servers\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e6 APM server nodes\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNearly every application at the bank streams APM and log data into this cluster, providing a unified view of system health and performance.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs515cbc8013fef58e"}}},{"image":{"image":{"uid":"blt56728ee7d90cd142","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2025-08-27T15:45:00.577Z","created_by":"bltb6c155cd84fc0c1a","file_size":"235563","filename":"image3.png","parent_uid":null,"tags":[],"title":"image3.png","updated_at":"2025-08-27T15:45:00.577Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-08-28T13:00:00.788Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt56728ee7d90cd142/68af27fcabe61076e9155fa4/image3.png"},"_metadata":{"uid":"cs386316e0a5cad1da"},"caption_l10n":"Burgan Bank’s monitoring infrastructure with multiple sources of data delivered into Elastic","alt_text_l10n":"Burgan Bank’s monitoring infrastructure with multiple sources of data delivered into Elastic","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"Machine learning for proactive insights","_metadata":{"uid":"csdc72f129629b4cd2"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDarço Akkaranfil is the chief information office at Burgan Bank Türkiye. When considering the bank’s strategy for technology and innovation and how that improves the bank’s overall service, he says, “Improving the observability of our IT systems has been an important focus area for us. Elastic has supported this goal by helping us detect anomalies early through its machine learning and AI capabilities. This allows us to identify and address potential issues before they impact our customers, contributing to more stable and reliable services.\"\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMachine learning is at the heart of the bank’s observability strategy. By analyzing application performance monitoring (APM) data, the team can detect anomalies based on the request path of transactions, http response code, and custom business logic, such as failed transaction rates and business errors.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"AI assistant: Secure, on-prem observability","_metadata":{"uid":"csdd1b9bb5d5458232"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA standout innovation is Burgan Bank’s AI assistant integrated directly with Elasticsearch for APM transactions. Powered by the on-premise vLLM “Qwen/Qwen3-30B-A3B” model, this assistant allows users to ask natural language questions about transactions, streamlining investigations and troubleshooting. Importantly, the solution is air-gapped and deployed entirely on-prem, meeting the bank’s strict security requirements and ensuring sensitive data never leaves its local network.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Centralized monitoring: Faster response, deeper insights","_metadata":{"uid":"cs515a2a4321af25a6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch now serves as the bank’s centralized monitoring hub, delivering impressive results:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIncident response time was reduced by 90%.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eRoot cause analysis accelerated from hours to just minutes.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eKibana dashboards provide real-time visibility into server errors, latency, user activity, and release management. Logstash — running over 100 pipelines in OpenShift containers — collects and transforms data from across the bank’s ecosystem.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs8cfc52a06ee28781"}}},{"image":{"image":{"uid":"blt8d5dc90e5a38e891","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2025-08-27T15:44:52.874Z","created_by":"bltb6c155cd84fc0c1a","file_size":"58038","filename":"image1.jpg","parent_uid":null,"tags":[],"title":"image1.jpg","updated_at":"2025-08-27T15:44:52.874Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-08-28T13:00:00.771Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt8d5dc90e5a38e891/68af27f409309bc49a688c39/image1.jpg"},"_metadata":{"uid":"csa57fca32afd8ed01"},"caption_l10n":"Burgan Bank’s dashboard that sets out its detection and alerting rules","alt_text_l10n":"Burgan Bank’s dashboard that sets out its detection and alerting rules","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"Advanced alerting, data masking, and integrations","_metadata":{"uid":"csda83c0e7e548307e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAlerting is tightly integrated. While Zabbix, Grafana, and machine learning alerts feed into Elasticsearch, the main alert dashboard is powered by Alerta, which pulls data directly from Elastic. To protect sensitive information, Logstash uses Ruby filters to mask data like passwords at the API gateway level before it’s indexed, ensuring privacy and compliance.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Burgan Bank team also uses Elastic’s anomaly explorer for both API gateway and APM jobs and maintains complex service maps to visualize their extensive microservices architecture. Automated reports on service errors and latency are distributed via emails, and a local SMS sender app delivers critical alerts through webhook.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Permissions, security, and strategic partnerships","_metadata":{"uid":"cs6fbf7117e98a4684"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSecurity and access control are paramount. Burgan Bank uses lightweight directory access protocol (LDAP) integration and local user roles in Kibana, such as \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eview and reporting\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eeditor\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, with clear role mappings for default access. 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As its observability journey evolves, the collaboration between Burgan BankTürkiye, Elastic, and Gantek stands as a model for secure, scalable, and intelligent banking IT, offering multiple options and flexibility that will support the bank's expansion and growth.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eWhy not try Elastic for yourself?\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/elasticsearch-service/signup\"\u003e\u003cspan style='font-size: 12pt;'\u003eGet started on your Elastic journey today with a free 14-day trial\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs4acdb3403739156e"}}},{"guest_author":{"topic_heading_l10n":"","_metadata":{"uid":"csd0b8644bf6096161"},"author":["blta93f080701d3caa6"]}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs5a8947582c2a5036"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eDISCLAIMER: The release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third-party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third-party tools, and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that the information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos, or registered trademarks of Elasticsearch N.V. in the United States and other countries. All other company and product names are trademarks, logos, or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csff132091a134578c"}}}],"publish_date":"2025-08-28","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Burgan Bank boosts IT with Elastic: 90% faster response, unified observability","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","table_of_contents":{"blog_series":[]},"tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt6f3b5313b04c2729","ACL":{},"created_at":"2023-11-06T21:49:22.691Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"customer-story","label_l10n":"Customer story","tags":[],"title":"Customer 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Burgan Bank Türkiye transformed observability and security with Elastic","title_l10n":"How Burgan Bank Türkiye transformed observability and security with Elastic","updated_at":"2025-08-27T15:49:34.677Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-burgan-bank-turkiye-observability-security","publish_details":{"time":"2025-08-28T13:00:00.731Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt116a827944ffbb58","_version":4,"locale":"en-us","ACL":{},"abstract_l10n":"Elastic has implemented dramatic improvements in storage efficiency and performance. This blog uncovers how the benefits of these improvements can have a positive impact on your business.","author":[{"uid":"blte3f7364e8671cd09","locale":"en-us","ACL":{},"_version":10,"company_l10n":"Elastic","created_at":"2020-06-08T18:51:58.322Z","created_by":"blta4706a7723d386a4","email_id":"","facebook_id":"","first_name":"Tim","image":{"uid":"blt690d6200753965e6","_version":1,"title":"Tim Brophy","created_by":"blt03b12f5a6591ef8c","updated_by":"blt03b12f5a6591ef8c","created_at":"2026-05-27T13:07:10.092Z","updated_at":"2026-05-27T13:07:10.092Z","content_type":"image/jpeg","file_size":"27761","filename":"4be55cf709243dd7ff1badaa1090b6848d852eb5-300x301.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-29T08:23:01.066Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt690d6200753965e6/6a16ec7e54abb8ac39133ad1/4be55cf709243dd7ff1badaa1090b6848d852eb5-300x301.jpg"},"job_title_l10n":"Principal Solution Architect","key":"","last_name":"Brophy","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Tim Brophy","twitter_id":"","updated_at":"2026-07-13T14:16:42.865Z","updated_by":"blt03b12f5a6591ef8c","publish_details":{"time":"2026-07-29T08:22:59.479Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltfaae4466058cc7d6","title":"Product release","key":"releases","tags":[],"locale":"en-us","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2018-08-27T12:47:03.147Z","updated_at":"2026-06-03T09:57:21.475Z","ACL":{},"_version":9,"label_l10n":"Product release","_in_progress":false,"publish_details":{"time":"2026-07-24T01:27:49.702Z","user":"bltde77f2161b811714","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2025-08-27T20:42:19.209Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csad182c6039166070"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Elasticsearch storage engine team has made significant strides in improving storage efficiency and performance in Elasticsearch 8.19 and 9.1. Now that these changes are available, what impact can they have on your business? And how do you make the most of them?\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What have we improved?","_metadata":{"uid":"csee3d48be8c8b2ff7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis blog will not duplicate the contents of the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elastic-logsdb-tsds-enhancements\"\u003e\u003cspan style='font-size: 12pt;'\u003etechnical blog\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e that accompanied the release of Elasticsearch 8.19 and 9.1 that expertly explains the technical intricacies implemented to achieve the drastic improvements in storage utilization and throughput. That said, it is worth summarizing the gains that have been made in order to contextualize the rest of this piece.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe changes and improvements are specifically available in features that we refer to as time series data streams (TSDS) and Elasticsearch logsdb index mode. They are both a direct response to the challenges that DevOps, site reliability engineering (SRE), and security teams around the world are encountering as the data generated by their systems grow exponentially.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHeadline numbers seen in the benchmarks comparing Elasticsearch 8.17 (when logsdb index mode was first introduced) to our latest release showed an improvement in storage efficiency of ~16% and an indexing throughput increase of ~19%. This tells only a portion of the story, however, as it compares existing logsdb index mode enabled clusters. For customers who are still indexing data without logsdb index mode enabled, the improvements would be upward of a 70% storage footprint reduction for \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ethe same data\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs8ae152a127718b4c"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs71dea110d07bc99c"},"paragraph_l10n":"\u003cp\u003e\u003cstrong\u003e\u003c/strong\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eImportant: \u003c/strong\u003eLogsdb index mode is available in both Basic and Enterprise license tiers, but the figures quoted here relate to Enterprise. Enterprise includes synthetic_source — a feature that removes the need to store the raw json document on disk — in favor of compiling it on the fly when needed.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs32b49393923ed80e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCompression algorithms by their very nature require additional CPU overhead in order to perform the encoding processes that reduce the data footprint so dramatically. However, because of significant changes to the underlying data structures, the additional processing power required on ingestion of data evidenced so far is only ~5% when compared to Elasticsearch 8.17.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What does this mean for our customers?","_metadata":{"uid":"cs50353a037269506e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eImprovements in pure technical benchmarks are an excellent validation of the work of our engineering teams, but how do they translate into business value for our customers? Do these enhancements simply mean paying less for storage and getting faster query response times? Or is there a business benefit from these gains in storage performance and efficiency? The reality is that there are a number of measures in which they will impact the cost and enable increased performance metrics, such as service availability, incident remediation, and compliance.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Cost impact","_metadata":{"uid":"csb07a23bdd48860dd"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor those new to architecting Elasticsearch, one of the ways to size a cluster for machine generated data is to focus primarily on two metrics: the volume of data ingested per day and the number of days that this data is retained.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThere are architectural nuances that can be applied when designing your cluster for your use case, but generally, the elements of cluster design are the same:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHot nodes within a cluster must be sized adequately to accommodate the volume of data that will be ingested as well as all searches for data required to be instantly available irrespective of node availability. Typically, this tends to be within the first few hours to a few days of the data lifecycle by which time it is no longer critical to solving immediate system incidents.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCold and frozen nodes store data as it ages out of short-term usefulness but needs to be kept longer term for other business reasons, such as reporting or auditing. These nodes require less emphasis on processing power and are sized generally along capacity requirements.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn short, when reducing the footprint of storage across all data tiers by enabling logsdb index mode and TSDS, there is a significant reduction of disk space required and therefore a reduction in cost with a nominal CPU overhead.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"More data, more visibility, lower MTTR","_metadata":{"uid":"cs69c0575265bf4733"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eData volumes generated by applications, operating systems, and infrastructure have grown steadily. This increase is driven by business requirements as companies seek to optimize operational infrastructure, remain competitive, and adopt new technologies. Teams across the IT landscape have to make decisions about which systems they need to ingest data from in order to meet their availability metrics.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMany teams are constantly trading off their requirements against the cost of data storage. For example, they have to decide whether to get data from production environments alone or include logs and metrics from subproduction environments; choose which log messages are important based on prefiltering; and decide if they should apply aggregations to metrics before storing them.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe challenge with these tradeoffs is that they are often applied based on assumptions about whether data is important and must be kept or if it is simply noise that can be discarded. These assumptions are modelled on the past on known events and cannot adequately predict or cater for the incidents or requirements of the future.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBy halving the storage footprint of existing data, this allows for double the volume of new data to be brought to the Search AI Platform, releasing teams from the need to prune valuable data that may contain key identifiers. In turn, SREs, DevOps engineers, and developers can make informed decisions as to whether to keep data or retain it based on actual operational experience and expand their \u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/oi\"\u003e\u003cspan style='font-size: 12pt;'\u003emonitoring coverage to 100%\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to ensure that their entire landscape is observable.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOnce the data has proven to be no longer necessary, it can be moved to cheaper tiers, aggregated to reduce fidelity, or discarded completely. Data owners and consumers can work together to develop these lifecycle policies based on verified inputs rather than assumptions without paying a penalty of escalated storage costs. This ensures that companies drive \u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/pepsico\"\u003e\u003cspan style='font-size: 12pt;'\u003elower mean time to resolution (MTTR\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e) by ensuring blindspots are introduced through cost-cutting measures.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elimination of data silos","_metadata":{"uid":"csf85502a0dff8f4ed"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe value of a data point rises when more context exists around it. Context provides connections to other data, generating a clearer picture of what happened, why it happened, and what is likely to happen next. For instance, Service A may be reporting a lack of inbound transactions while Service B might be reporting that it cannot reach any other services. On their own, these messages are only representations of a single service’s state. But together, they show us a picture of cause and effect.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis simple example can be expanded upon a thousand times to demonstrate the complexity of modern systems. When data is selectively ingested and stored or exists in separate monitoring platforms, it is inherently not as value-generating as it would be within a \u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/wells-fargo\"\u003e\u003cspan style='font-size: 12pt;'\u003esingle pane of glass\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e that is rich in context. By reducing the overall cost of data storage, Elastic allows teams to reduce the time taken to resolve incidents by accessing their monitoring and logging data within a single platform. Users can also find their data surfaced on unified dashboards and analyzed by machine learning (ML) models that will identify and correlate anomalies across entire IT landscapes. With Elastic, the speed, efficiency, and insight generated by a unified platform does not need to come at the expense of cost efficiency.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Adequate retention for compliance and reporting","_metadata":{"uid":"csb8a16b92461ce88e"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFaced with mounting costs for data retention, data owners need to determine at which point data can be archived and removed from costly monitoring and logging tools. Once archived (typically offline), the process for retrieval can be manual and time consuming. Though potentially infrequent, this can be a time consuming activity when teams need to allocate engineers to the task of recovering archived data that is critical to passing an audit or compliance event. Very seldom do these events occur without a level of priority and importance that adds to the pressure of locating and restoring this archived data.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBeyond this, by implementing archiving based not on business requirements but on cost factors, crucial reporting capabilities are no longer available for organizations to compare historical and current data. Elasticsearch addresses these challenges head on with logsdb index mode, TSDS, and efficient data tiering that enables businesses to gracefully archive data onto lower cost storage tiers without taking this data offline, making it available via the same access mechanisms as current operational data. The analyst experience is seamless and transparent with no additional time and effort to rehydrate data stores from offline backups — a process that can take hours to complete. As a result, an organization has a much clearer picture of trends over time, empowering better decisions for the future.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"A platform for AI adoption","_metadata":{"uid":"cs947f3bd5dc5b6b77"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eGenerative AI technologies, as powerful as they are, need to be applied to appropriate use cases and given access to the right data. This helps to deliver elevated levels of value that exceed their general productivity improvements. So much of what makes AI assistants and tools valuable is grounding their incredible capabilities with real-time data. Again, context matters when it comes to empowering AI to deliver real results.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn the case of Elasticsearch, Elastic AI Assistant has the ability to level up customer engineers. It gives them guidance by relying not only on their training data but also the logs, metrics, and custom knowledge bases that are unique to each customer. They can do so safely and securely — abiding by the access controls defined in Elasticsearch and operating within strictly defined workflows that have been engineered by Elastic to reliably drive troubleshooting insight and remediation processes.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe broader the dataset, the more complete the picture of the system landscape is and therefore the more effective the answers generated by the AI Assistant will be. The result of investing in more data onto the Search AI Platform is a greater level of real value to engineering teams.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Try it today","_metadata":{"uid":"cs1d1ed29e9338bd94"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBy improving how we store and access data in Elasticsearch, we’ve gone beyond cost savings. We’ve enabled our customers to do more with their data by removing the barriers from building a clear and comprehensive view of their organizations.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith this insight, many of our \u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/pepsico\"\u003e\u003cspan style='font-size: 12pt;'\u003ecustomers\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e have seen improvements in their MTTR and reductions in tooling costs and are using Elastic to plan their journey to AI adoption. By signing up for a \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud\"\u003e\u003cspan style='font-size: 12pt;'\u003efree trial on Elastic Cloud\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e today, your team can get firsthand experience with these and all of the other great capabilities that have enabled Elastic to repeatedly be named a Leader in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-leader-gartner-magic-quadrant-observability-platforms-2025\"\u003e\u003cspan style='font-size: 12pt;'\u003eGartner Magic Quadrant for Observability Platforms\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csbb0e96370a877e93"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csbab80958e58c1de9"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of Elasticsearch N.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csc22aaadf5bbcd56a"}}}],"publish_date":"2025-08-27","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","table_of_contents":{"blog_series":[]},"tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt2690a3f48e0fb443","_content_type_uid":"tags_topic"},{"uid":"bltc8e4f4eb4eed3ccd","_content_type_uid":"tags_topic"},{"uid":"blt4a47bf681100e8ca","_content_type_uid":"tags_topic"}],"tags_use_case":[{"title":"Log analytics","label_l10n":"Log analytics","keyword":"log-analytics","tags":[],"locale":"en-us","uid":"blt2e5ece40473e6b0a","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:06.756Z","updated_at":"2020-07-06T22:20:10.220Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2026-04-24T22:01:09.434Z","user":"blt36e890d06c5ec32c"}},{"uid":"blt60e4f8c6c19cebb7","title":"Metrics","label_l10n":"Metrics","keyword":"metrics","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:19.868Z","updated_at":"2020-07-06T22:20:08.577Z","ACL":{},"_version":2,"hidden_value":false,"_in_progress":false,"publish_details":{"time":"2026-09-11T20:39:25.551Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltbc86a233655f4b8e","title":"Elasticsearch","label_l10n":"Elasticsearch","keyword":"elasticsearch","hidden_value":false,"tags":[],"locale":"en-us","created_by":"blt36e890d06c5ec32c","updated_by":"blt36e890d06c5ec32c","created_at":"2022-09-13T16:43:08.111Z","updated_at":"2022-09-13T16:43:08.111Z","ACL":{},"_version":1,"publish_details":{"time":"2026-03-03T20:50:22.490Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt38a6c014d6bd5ecb","ACL":{},"created_at":"2021-06-02T15:27:49.854Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"stack","label_l10n":"Stack","tags":[],"title":"Stack","updated_at":"2021-07-13T22:00:22.378Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.258Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt87bc5e39bf60a664","_version":1,"title":"datingscout-XOVv1zbD-1U-unsplash.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-08-27T20:20:45.204Z","updated_at":"2025-08-27T20:20:45.204Z","content_type":"image/jpeg","file_size":"167049","filename":"datingscout-XOVv1zbD-1U-unsplash.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-08-27T20:44:35.036Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt87bc5e39bf60a664/68af689d974c2bb19de6e338/datingscout-XOVv1zbD-1U-unsplash.jpg"},"title":"The business impact of Elasticsearch logsdb index mode and TSDS","title_l10n":"The business impact of Elasticsearch logsdb index mode and TSDS","updated_at":"2025-08-28T01:16:47.678Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/business-impact-elastic-logsdb-tsds-enhancements","publish_details":{"time":"2025-08-28T01:16:53.163Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt06d83d3e1ed89213","_version":8,"locale":"en-us","ACL":{},"abstract_l10n":"Elastic 9.1 and 8.19 include BBQ by default, LOOKUP join and ES|QL cross-cluster search to GA, Azure AI Foundry integration, and more.","author":[{"uid":"blted6b9db2f2d74786","_version":2,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2024-11-11T21:21:11.834Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Mark","image":null,"job_title_l10n":"Senior director, Product Marketing Operations","key":"","last_name":"Doncov","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Mark Doncov","twitter_id":"","updated_at":"2024-11-12T17:08:46.933Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-11-12T17:08:50.526Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltfaae4466058cc7d6","title":"Product release","key":"releases","tags":[],"locale":"en-us","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2018-08-27T12:47:03.147Z","updated_at":"2026-06-03T09:57:21.475Z","ACL":{},"_version":9,"label_l10n":"Product release","_in_progress":false,"publish_details":{"time":"2026-07-24T01:27:49.702Z","user":"bltde77f2161b811714","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2025-07-29T14:11:42.633Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs141f0e27d09a269a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eToday, we are pleased to announce the general availability of Elastic 9.1 and 8.19!\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAnd, yes, some good news\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003e\u003cstrong\u003eagain\u0026nbsp;\u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e— we have extended our 8.x series one final time to 8.19 so that those who are still waiting before upgrading to 9.x can also benefit from many of our new features.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.1 and 8.19 are the latest versions of the Elasticsearch Platform, the basis for Elasticsearch and our two out-of-the-box solutions, Elastic Observability and Elastic Security.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe new features in 9.1 and 8.19 are also available via Elastic Cloud Serverless, which is now\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-cloud-serverless-microsoft-azure-generally-available\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003egenerally available on Microsoft Azure\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;in addition to its existing availability on Amazon Web Services and Google Cloud. We encourage you to give it a try — Elastic Cloud Serverless is the fastest way to start and scale Elastic’s search, observability, and security solutions without having to manage clusters, nodes, or shards.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What’s new in 9.1 and 8.19?","_metadata":{"uid":"cs94d02def4180f6c2"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLet’s dig into the new releases and the high-impact capabilities they bring across our portfolio, including these highlights:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eBetter Binary Quantization\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003ewhich is 5x faster than OpenSearch, \u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eis now on by default \u003c/strong\u003e(for 9.1 only)\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic Observability's Azure AI Foundry integration\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e centralizes observability by pulling logs and metrics from any AI model hosted on Azure AI Foundry.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAttack Discovery\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e now supports automated scheduling and actions, persistent results, and easy sharing.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eLOOKUP\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u003cstrong\u003e join\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e, which provides a powerful, performant alternative to the \u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eenrich\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e command, and \u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u003cstrong\u003eES|QL on cross-cluster search (CCS)\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e,\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003enow with a\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003ere-engineered, resilient architecture, are both generally available.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead about these and additional highlights by solution below.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elasticsearch","_metadata":{"uid":"csb533f372a4fa26b6"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/enterprise-search\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElasticsearch\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e helps developers build AI-powered search experiences on the industry's most used vector database with out-of-the-box semantic search and generative AI capabilities.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eHighlights in 9.1/8.19:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(68, 71, 70);font-size: 12pt;\"\u003e\u003cstrong\u003eBetter Binary Quantization (BBQ)\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(68, 71, 70);font-size: 12pt;\"\u003e, which is 5x faster than OpenSearch, is now \u003c/span\u003e\u003cspan style=\"color: rgb(68, 71, 70);font-size: 12pt;\"\u003e\u003cstrong\u003eon by default \u003c/strong\u003e(for 9.1 only)\u003c/span\u003e\u003cspan style=\"color: rgb(68, 71, 70);font-size: 12pt;\"\u003e. BBQ reduces memory footprint by over 95%, making it by far the most efficient quantization method.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(68, 71, 70);font-size: 12pt;\"\u003e\u003cstrong\u003eACORN\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(68, 71, 70);font-size: 12pt;\"\u003e is a new algorithm for filtered vector search that integrates filtering directly into the HNSW graph traversal and provides the flexibility to define filtering fields after documents are ingested — delivering up to 5x faster filtered search and no compromise on accuracy, all out of the box (for 9.1 only).\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eToken pruning \u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003efor sparse vectors is now generally available and enabled by default — bringing faster, more efficient semantic search for ELSER users.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFind more details in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-9-1-bbq-acorn-vector-search\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBBQ by default and ACORN blog\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e and in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/release-notes/elasticsearch\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e9.1/8.19 release notes\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Observability ","_metadata":{"uid":"cs052ff8318b2bbedd"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/observability\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Observability\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e prevents outages with search-based relevance, no-compromise data retention, improved operational efficiency and cost, and an open and future-proofed investment.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eHighlights in 9.1/8.19:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic Observability's Azure AI Foundry integration\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, in technical preview, centralizes observability by pulling logs and metrics from any AI model hosted on Azure AI Foundry.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic’s managed OTLP endpoint\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e makes it easy to send OpenTelemetry data, logs, metrics, and traces, without OTel Collectors or semantic conversions.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAlerting enhancements for SREs \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eprovide smarter alert grouping, built-in investigation guides, and enriched recovery messages to speed up incident response and simplify SLO management. All these capabilities are GA.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFind more details in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/llm-observability-azure-ai-foundry\"\u003e\u003cspan style='font-size: 12pt;'\u003eAzure AI Foundry blog\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/release-notes/observability\"\u003e\u003cspan style='font-size: 12pt;'\u003e9.1/8.19 Observability release notes\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Security","_metadata":{"uid":"csc0e981029c578976"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Security\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e future-proofs SecOps with AI-driven security analytics, accelerating threat detection, investigation, and response.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eHighlights in 9.1/8.19 \u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e(all generally available):\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eScheduled Attack Discovery and Actions \u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eautomates threat scans on a schedule, each with custom filters, models, and actions to reduce repetitive work, improve threat coverage, and streamline investigations.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAttack Discovery Persistence and sharing\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e gives a clear, accessible record of recent findings to support faster and more collaborative investigations.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eDetection and remediation of Rule Execution Gaps\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e enables users to easily identify and fill the gaps in detection rule execution and allows for bulk actions to schedule filling multiple gaps and rules at once.\u0026nbsp;\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eNatural Language Investigations with automatic validation\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e enables the AI Assistant to generate, validate, and self-correct Elastic’s piped query language — ensuring it is accurate and will return relevant results.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFind more details in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/release-notes/security\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e9.1/8.19 Security release notes\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The Elasticsearch Platform","_metadata":{"uid":"cseb0a1e16a0811baf"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe developer-centric, open source\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/platform\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElasticsearch Platform\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is built for scale and speed. All users — regardless of use case — can benefit from core enhancements.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eHighlights in 9.1/8.19\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e(all generally available)\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eES|QL language\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is now fully production-ready with the general availability of two major features:\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eLOOKUP join\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, a powerful and performant alternative to the enrich command that simplifies data architectures, and\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eES|QL on cross-cluster search (CCS\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e), built on a re-engineered, resilient architecture that prioritizes partial results over total query failure.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eKibana user experience\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;improves with a unified traces view in Discover, collapsible sections in Dashboards\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003efor better organization, and enhanced query variable support for more dynamic interactions with Kibana dashboards.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eFailure Store\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is a new dedicated data stream that automatically captures and retains any documents that fail during ingestion — such as those with mapping errors — enabling users to analyze, correct, and re-ingest them rather than losing them silently.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eGlobal Fleet Management\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003esimplifies Agent management by now enabling consolidation of Agent upgrade management and policy configuration into a global agent control plane with a single UI while Agents continue to send their collected logs and metrics directly into local/regional data clusters.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFind more details in the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/esql-elasticsearch-8-19-9-1\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eES|QL for 9.1/8.19 blog\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;and in the\u003c/span\u003e\u003ca href=\"https://www.elastic.co/guide/en/welcome-to-elastic/current/new.html\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;9.1/8.19 release notes\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Start today","_metadata":{"uid":"csb8058e893b7e231b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eReady to get started?\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.1/8.19 is\u003c/span\u003e\u003cspan style='color:rgb(52, 55, 65);font-size: 12pt;'\u003e \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/registration?elektra=whats-new-elastic-8-7-0-blog\"\u003e\u003cspan style='font-size: 12pt;'\u003enow available on Elastic Cloud\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e — the hosted Elasticsearch service that includes all of the new features in this latest release.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou can also see many of the 9.1/8.19 features in action in our \u003c/span\u003e\u003ca href=\"https://www.elastic.co/virtual-events/whats-new-elastic-9-1\"\u003e\u003cspan style='font-size: 12pt;'\u003eWhat’s New webinar\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csf3331bb73fbda7bd"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs160112945a7c639e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos, or registered trademarks of Elasticsearch N.V. in the United States and other countries. All other company and product names are trademarks, logos, or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csfeeac12f332e53db"}}}],"publish_date":"2025-07-29","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic 9.1/8.19: BBQ by default, ES|QL with CCS GA, JOINS GA, Azure AI Foundry Integration","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":3,"locale":"en-us","uid":"blta3fd0168b354a680","ACL":{},"created_at":"2023-11-06T21:50:30.740Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elk-elastic-stack","label_l10n":"ELK/Elastic Stack","tags":[],"title":"ELK/Elastic 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Elastic’s CEO Ash Kulkarni will be appearing at stops across the tour, opening keynotes with a candid conversation about why your data has never been more valuable.","author":[{"uid":"blt50c7dc7ebe247328","_version":6,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2019-09-06T20:54:09.688Z","created_by":"blt3044324473ef223b70bc674c","email_id":"","facebook_id":"","first_name":"Dan","image":{"uid":"blt76e7dbef6af58b16","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2019-09-06T20:54:08.837Z","updated_at":"2019-09-06T20:54:08.837Z","content_type":"image/jpeg","file_size":"64096","filename":"headshot-daniel-courcy-300x300.jpg","title":"headshot-daniel-courcy-300x300.jpg","ACL":{},"_version":1,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2019-09-06T22:26:42.958Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt76e7dbef6af58b16/5d72c7706b141a30e6ef1a6b/headshot-daniel-courcy-300x300.jpg"},"job_title_l10n":"Director, Product Marketing","key":"","last_name":"Courcy","linkedin_id":"","paragraph_l10n":"\n\u003cp\u003eWorking at Elastic since May of 2019, Dan is the product marketing manager for Elasticsearch.\u0026nbsp;His hobbies include spending time with friends and family, playing card games, starting new home improvement projects, and enjoying the great outdoors (fishing, hiking, and camping).\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Dan Courcy","twitter_id":"","updated_at":"2025-06-02T20:05:41.690Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2025-06-02T20:05:44.961Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-09-08T16:41:47.123Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs1e080fa8f779c166"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/events/elasticon\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic{ON}\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;kicks off this September with seven stops in cities around the world, running through March 2027:\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMumbai\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/new-york-city\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eNew York\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/amsterdam\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAmsterdam\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/san-francisco-ai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSan Francisco\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, London, Washington, DC, Singapore, and a final digital event. The annual tour has been a fixture of the Elastic community since the early days back when the platform was more commonly known as the ELK Stack, growing from grassroots developer meetups into the global practitioner event series it is today.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Forge the future: Make all your data an AI advantage","_metadata":{"uid":"csc0db3da012e2ee7c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe more powerful AI gets, the more your data is worth. That’s true whether you're a developer building something that needs to understand the world around it, an SRE diagnosing what broke and why, or a security analyst chasing a threat through millions of events. Elastic’s CEO Ash Kulkarni will be appearing at stops across the tour, opening keynotes with a candid conversation about why your data has never been more valuable and how an evolved Elasticsearch will make your observability, security, and AI applications smarter, faster, and more efficient.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For builders and developers","_metadata":{"uid":"cs77ac0384b40002b5"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you've shipped an AI application that worked and then watched it fall apart in production, the problem is likely context. Getting reliable, accurate context into an AI agent at scale is harder than it looks, and the gap between a working prototype and a production-ready app is where most teams get stuck.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis year's search track will show you how Elasticsearch helps you scale agents in production with context that's reliable, token efficient, and current. Agent responses stay accurate, and the AI experiences you ship stay reliable as workloads grow. This year's Elastic{ON} is where developers can figure out how to give production the context the demo took for granted.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For SREs and platform engineers","_metadata":{"uid":"cs4ace7e66c385b5b0"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost SREs have a story about a night when everything went sideways at once. The question isn't whether incidents will happen; it's whether your tooling can handle them before they wake up the entire team.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis year’s observability track will spotlight how significant investments in both logging and metrics can help you keep more of the signals you need (while spending less) and will give you a sneak peek into how Elastic's forthcoming AI SRE will autonomously detect, investigate, and resolve incidents. A future devoid of 3:00 a.m. alerts is closer than it sounds after all. This year's Elastic{ON} is where SREs can figure out what to do when their observability data is growing faster than their team can manage it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"For security analysts and SOC teams","_metadata":{"uid":"csce2fb8f1c6ac69b3"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery SOC analyst knows the feeling where the queue never stops growing. Attacks land in minutes, and the alert that matters is buried under a thousand that don't.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe Elastic{ON} security track shows how your team can shift from working the queue to deciding on the work. It starts with the opening keynote, where agents run continuous detection, investigation, and correlation and then deliver evidence-backed proposals for humans to act on. The track also covers continuous threat hunting that surfaces what analysts would have missed; expanded Attack Discovery and alert analysis workflows that hand analysts pre-triaged findings; agentic endpoint operations that retire manual tool-chaining; and native security intelligence that turns research into customer protections. All of it is built to augment your SOC, not replace it. A day spent making decisions instead of chasing alerts is closer than most teams expect.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What to expect","_metadata":{"uid":"cs4b148668301fd261"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery stop will have:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eA keynote\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThree practitioner-focused breakout tracks across search, security, and observability\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHands-on workshops\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCustomer stories\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLive demonstrations\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eA look at what's arriving in Elastic's next release\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAn evening networking reception\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"What's not on the agenda","_metadata":{"uid":"cs5c6ca339f7e80e30"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSome of the best things about Elastic{ON} don't show up on the agenda. It's the hallway conversations and the chance meetings with a former colleague or a peer from across the industry. The \"small world\" moments where you realize that despite how many winding roads there are in tech, Elasticsearch keeps bringing like-minded people back into the same room. These meetings and conversations are always worth the trip.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What you’ll walk away with","_metadata":{"uid":"csd1bf624572555b34"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAttendees tend to leave Elastic{ON} thinking differently about data — not just the structured kind in an old-school database, but the stuff being generated everywhere constantly, like call transcripts, observability streams, security telemetry, and agent traces. It’s the data that's already there and mostly going unused.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhat if your sales team's call recordings could actually shape what your CRM tells you about a deal? What if those unused logs weren't just a storage cost but a critical signal? With Elasticsearch, there's no hard ceiling on how data can be put to work. And Elastic{ON} is where you learn how to do it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Find your stop","_metadata":{"uid":"csd6d873e0cfa02aca"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCity\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDate\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRegistration link\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eMumbai\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSep. 30, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/3e3e2636-dca7-41f8-85e4-352ee829675e/register?_gl=1*jmrd5f*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTAxMTkkajU5JGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eNew York\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eOct. 8, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/22fae7b1-f70c-4d2f-aaf9-69ec393fbe6f/register?_gl=1*z0de0p*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTAyNDckajYwJGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eAmsterdam\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eOct. 20, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/4398e21f-47a1-49cf-ac9e-a82a4ccc2584/register?_gl=1*pefaca*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTA2NTMkajckbDAkaDExODYxMzk4MDA.\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSan Francisco\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eNov. 4, 2026\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003ca href=\"https://web.cvent.com/event/691836f9-1321-4760-9413-c1b490531842/register?_gl=1*18eqatj*_gcl_aw*R0NMLjE3ODQ2NDI1MjUuQ2p3S0NBandzZnpTQmhCNUVpd0FPR3lxU1pYY2N1MFBkZVlETlp0TGVPQjZaR3pfc0YzRko2MUNIMC1RZ0g5Q0hMaHhrcEFVR1N5R3N4b0NLTWNRQXZEX0J3RQ..*_gcl_au*MTkwNzQ3MjM4NS4xNzgyNzMwNzk0Ljk3ODgzNDQyMi4xNzgyNzYxNzIzLjE3ODI3NjE3MjI.*_ga*MTg5ODEwMjQuMTc1MjAyMjcwNw..*_ga_Q7TEQDPTH5*czE3ODY5ODk0NTAkbzEyMjMkZzEkdDE3ODY5OTA2MjEkajM5JGwwJGgxMTg2MTM5ODAw\u0026utm_campaign=organic\u0026utm_medium=organic\u0026utm_source=google\"\u003e\u003cspan style='font-size: 12pt;'\u003eRegister\u003c/span\u003e\u003c/a\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eLondon\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eFeb. 25, 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eSingapore\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eMar. 23, 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eWashington, DC\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003eTBC 2027\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eComing soon\u003c/em\u003e\u003c/span\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e"}],"_metadata":{"uid":"cs0c8bad0a81386ddc"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs3bccd2869482379f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 11pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs511423bd4bf47b3d"}}}],"publish_date":"2026-09-08","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt092b27ada9dd7903","_version":1,"title":"Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-09-08T16:33:49.371Z","updated_at":"2026-09-08T16:33:49.371Z","content_type":"image/png","file_size":"101253","filename":"Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-09-08T16:44:54.304Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt092b27ada9dd7903/6aa038ed37d7f37eb38eb219/Blog-Header-for-ElasticON-Kickoff-Blog-720x420px.png"},"title":"See you at Elastic{ON} 2026","title_l10n":"See you at Elastic{ON} 2026","updated_at":"2026-09-08T20:13:16.948Z","updated_by":"bltd9765be97bbed20c","url":"/blog/elasticon-2026","publish_details":{"time":"2026-09-08T20:13:22.796Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltacf81020c698dd9b","locale":"en-us","_version":4,"ACL":{},"abstract_l10n":"Join us at Elastic{ON} Mumbai to explore search, full-stack observability, and security, and how Elastic acts as the context engine that grounds agentic AI in your enterprise data, transforming regulatory mandates and data into an AI advantage.","author":[{"uid":"blt9c58c47fd772bd4e","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-08-25T19:04:53.764Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Atul","image":null,"job_title_l10n":"Area Vice President and General Manager, India","key":"","last_name":"Ahuja","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Atul Ahuja","twitter_id":"","updated_at":"2026-08-25T19:05:01.085Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-25T19:05:06.069Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-08-26T02:46:04.632Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs528fc0c8b00cb153"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIndia’s digital ecosystem is undergoing a monumental shift, and it is happening in more places at once than ever before. That’s why we are bringing \u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic{ON} to Mumbai\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e for the very first time on 30 September 2026.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs the financial capital of India, Mumbai is where technology meets scale, governance, and business impact. From public sector organisations and massive diversified conglomerates to premier financial institutions, digital leaders across the country are navigating a rapidly evolving operational landscape.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhether you are managing complex hybrid infrastructures or driving customer-facing digital innovations, one message is becoming undeniably clear: In order to build resilient, reliable, and secure systems, you need full-stack observability, modern security, and the ability to retrieve the right context from your own data the moment someone or \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003esomething\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e asks for it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat last requirement is the one that has changed most. Search used to be how people found information; it is now how AI agents ground their reasoning before they act, which means observability, security, and AI all rest on the same foundation. There are three things converging on Indian enterprises at once, so let me take each in turn.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The new mandate: Why full-stack observability matters now ","_metadata":{"uid":"csc4d7d310ab26b7a0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLast month, the Reserve Bank of India replaced its supervisory rulebook, retiring hundreds of circulars in favour of consolidated \u003c/span\u003e\u003ca href=\"https://www.rbi.org.in/Scripts/BS_ViewMasterDirections.aspx?did=402\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMaster Directions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e on cybersecurity, technology risk, resilience, and assurance. This is not a financial services story. SEBI and IRDAI have moved the same way, and regulators well beyond India are converging on the same expectations. That is, the board owns technology and cyber risk, business continuity and disaster recovery have to be formally tested rather than asserted, and evidence has to be produced on demand. The message is clear: Siloed visibility is no longer enough. Institutions need a unified, end-to-end view across every layer of technology in real time.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLast year, the Reserve Bank of India consolidated its supervisory rulebook into the RBI Information Technology Governance, Risk, Controls and Assurance Practices \u003c/span\u003e\u003ca href=\"https://www.rbi.org.in/Scripts/BS_ViewMasterDirections.aspx?did=402\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eMaster Directions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (effective April 2024) — a signal that enterprise regulation is shifting across sectors. SEBI, IRDAI, and regulators globally are raising the same aforementioned expectations. Again, siloed visibility is no longer enough, and organisations that treat this as someone else's problem today will find themselves behind the curve sooner than they expect.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMost organisations aren't starting from zero. They have logs here, APM there, and metrics somewhere else. The challenge is bringing them all together, and that's exactly where Elastic can help. Getting that foundation right is also the precondition for agentic AIOps. An agent can only triage an incident if it can retrieve the right logs, traces, and metrics with the right context in seconds.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFull-stack observability will be a key part of the conversation at Elastic{ON} Mumbai with practical advice and support on how to make it achievable.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Strengthening security and digital resilience","_metadata":{"uid":"csa32faa74e17d489b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCybersecurity remains a top priority across every boardroom in India. And the regulatory picture is tightening in step. SEBI's mandate for formal SOC audits is one example of a broader sweep of reforms across financial services, insurance, and beyond, pushing organisations to move from asserting security to proving it. India has also introduced a mandatory six-hour incident reporting window, turning detect-and-respond from an aspiration into a hard deadline.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs enterprise attack surfaces expand with rapid cloud adoption, security teams face the challenge of analysing massive volumes of data without introducing operational silos or skyrocketing costs.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMeeting a clock like that is a data problem before it is a security problem. Security and observability share a foundational requirement: clean, structured data at scale. By unifying SIEM, endpoint security, and cloud security, organisations can eliminate data silos between SOC analysts and DevOps engineers.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic{ON} Mumbai, we will showcase how search-powered AI accelerates threat detection, automates incident response, and helps security teams protect critical operations. We will also look at what agentic AI \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eactually\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e changes in the SOC, including analysts investigating in natural language instead of query syntax and agents that are only as trustworthy as the context they can retrieve and cite.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Search and agentic AI: Moving from AI hype to practical enterprise context","_metadata":{"uid":"cs52027716b63d5d5a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBeyond security and observability, the conversation dominating C-suites across India today is agentic AI. India's scale and diversity place unique demands on AI systems with hundreds of millions of digitally connected citizens, dozens of languages, and urban and regional markets with very different needs. And with the Digital Personal Data Protection Act now moving into phased compliance, every enterprise handling personal data faces real constraints around consent, breach notification, and data transfers. For agentic AI to be viable at scale in India, it has to be built on a foundation that is not just capable, but provably safe and auditable.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis shifts the conversation from what AI can do to whether your data infrastructure can support it responsibly. That's where proprietary data integration and context become the real differentiator between an experimental AI project and something production-ready.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic{ON} Mumbai, we will demonstrate how the Elasticsearch Platform serves as the context engine for agentic AI. We bring together semantic search, context engineering, and modern search so that organisations can implement AI that is safe, accurate, and scalable across search, security, and observability.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What to expect at Elastic{ON} Mumbai","_metadata":{"uid":"cs9c482b219efce123"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eHeld at the JW Marriott Mumbai Sahar on 30 September 2026, Elastic{ON} Mumbai brings together tech leaders, developers, SREs, DevSecOps professionals, and CXOs for a full day of innovation, technical deep dives, and real-world collaboration.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eHere is how you can make the most of the agenda:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eKeynotes and product updates:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Hear directly from Elastic executive leadership and global product experts as they showcase features, roadmap innovations, and strategies for leveraging agentic AI across enterprise workflows.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eFull-stack observability deep dives:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Learn how to modernise data platforms, unify telemetry, and meet complex regulatory and data sovereignty standards while maintaining peak performance. We will also walk through what your deployment options actually look like under data localisation rules: Elastic Cloud in the Mumbai region, self-managed, or fully air-gapped.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eSecurity breakouts:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Meet the SOC that never sleeps. Agentic triage, Attack Discovery, and autonomous forensic investigation close the gap between alert and action. We'll get into what Alert Zero actually looks like when you're working against reporting windows like CERT-In's six-hour deadline — the kind of clocks regulators are increasingly setting across industries.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eSearch and AI breakouts:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Learn about using Elasticsearch as the context infrastructure for AI to combine hybrid retrieval, a vector database you can deploy in minutes and scale to billions, Jina models, and more accurate agent results at lower cost.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eHands-on workshops and\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003e\u003cstrong\u003eCapture the Flag\u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003e:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Join three 90-minute labs run alongside the main stage:\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eSmarter Agents\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eSharper Search\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eObservability in the Age of AI\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e, and an Agentic SOC workshop. We close with a\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cem\u003eCapture the Flag\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;competition.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u003cstrong\u003eCustomer and partner insights:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Hear practical advice and real-world lessons from leading Indian enterprises, hyperscalers, and global system integrators.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Innovating for local impact: NASSCOM hackathon","_metadata":{"uid":"cse8499779219d77b3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eIndia’s strength lies in its immense talent pool and its unique capability to build solutions for real-world complexity.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eA key highlight leading up to our main event is the \u003c/span\u003e\u003ca href=\"https://elastic.hackculture.io/\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eForge the Future Hackathon\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003e,\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e organised in close collaboration with Nasscom, Sarvam, and Hack Culture. Through this hackathon partnership, we are bringing together top developers, engineers, and innovators to solve critical challenges across AI, digital access, and technological innovation.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eWe encourage our local developer and tech community to step forward, build on Elastic, and tackle real-world challenges ahead of the conference. Learn more and register your team \u003c/span\u003e\u003ca href=\"https://elastic.hackculture.io/\"\u003e\u003cspan style='font-size: 12pt;'\u003ehere\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e. The winners will be announced on the main stage in Mumbai.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Final thoughts","_metadata":{"uid":"csb13c6315d000c362"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI've been in technology leadership in India for a long time. I've seen cycles of hype come and go. I've also seen the moments when real transformation actually happens.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhat's different now is the convergence. The RBI mandate creates urgency for observability. The threat landscape creates urgency for security. And agentic AI creates an opportunity but only for organisations that have their data infrastructure in order. All three rest on the same foundation: the ability to search your own data and hand the right context to whoever or\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003ewhatever\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is asking. Those three things are arriving at the same time, and the organisations that navigate them well in the next 18 months will be in a fundamentally different position from those that don't.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThat's what we'll be talking about in Mumbai, not theory but practical paths forward.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI look forward to seeing you there.\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRegister now for\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon/mumbai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic{ON} Mumbai\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs589145ca9a0536bd"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs974c148356ebc10e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs29b2eb062e8d14a7"}}}],"publish_date":"2026-08-26","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic{ON} Mumbai: Scaling innovation with search, agentic AI, and full-stack observability","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Join us on 30 September as we explore search, full-stack observability, and security, and how Elastic acts as the context engine that grounds agentic AI in your enterprise data, transforming regulatory mandates and data into an AI advantage.","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blteb5734b59f6dab13","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-25T19:08:38.908Z","created_by":"bltb6c155cd84fc0c1a","file_size":"43270","filename":"web-elasticon-event-thumbnail.png","parent_uid":null,"tags":[],"title":"web-elasticon-event-thumbnail.png","updated_at":"2026-08-25T19:08:38.908Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-26T04:30:00.384Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blteb5734b59f6dab13/6a8de836b74e9d0b7244a84e/web-elasticon-event-thumbnail.png"},"title":"Forging India's Digital Future: Elastic{ON} Comes to Mumbai","title_l10n":"Forging India's Digital Future: Elastic{ON} Comes to Mumbai","updated_at":"2026-08-27T01:41:02.098Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elasticon-mumbai-2026","publish_details":{"time":"2026-08-27T01:41:17.440Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt124ce11d209aa231","_version":2,"locale":"en-us","ACL":{},"abstract_l10n":"In this newsletter, we cover version 9.5 of Elasticsearch, the latest blogs and videos, and upcoming events.","author":[{"uid":"blt45e4796f6aeab23a","_version":7,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2024-04-18T15:50:33.447Z","created_by":"blt96ac6007eba0a223","email_id":"","facebook_id":"","first_name":"Elastic","image":null,"job_title_l10n":"","key":"elastic-devrel-team","last_name":" DevRel team","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Elastic DevRel team","twitter_id":"","updated_at":"2024-05-11T04:45:18.452Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-11T04:45:21.679Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-08-13T19:47:24.158Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs83a9f182b1ecbcb0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHello from the Elastic DevRel team! In this newsletter, we cover version 9.5 of Elasticsearch, the latest blogs and videos, and upcoming events.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What’s new?","_metadata":{"uid":"cs54b29e14ee87b9bc"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eVersion 9.5 of Elasticsearch and the Elastic Stack promotes native PromQL, Dashboards API, Cases as Data, and natural language authoring to general availability. 9.5 also introduces Columnar Mode, VectorDB index mode, a new multimodal \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003esemantic\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e field, and Elastic Agent Builder tracing in technical preview.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Columnar Mode: A new storage foundation","_metadata":{"uid":"cs8607e6efc848ad9d"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-storage\"\u003e\u003cspan style='font-size: 12pt;'\u003eColumnar Mode\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is a new index mode available in technical preview. It stores each field once in the column store with no inverted index by default. The result is a smaller storage footprint and a faster foundation for analytical queries and long data retention.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBuilt on Columnar Mode, Columnar Logs is the first profile designed for log data. It keeps a single inverted index on the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003emessage\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e field, so full-text search stays fast while storing all other fields in columnar format. Storage use is significantly lower than standard logs without changing the search experience. Both modes are opt-in and existing indices are not affected.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Vector search: VectorDB index mode and auto-calibration","_metadata":{"uid":"csa6ef414463294205"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTwo technical preview features reduce the setup and tuning work for vector search.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eVectorDB index mode sets up a vector index with a single setting. It applies defaults already tuned for vector workloads, including quantization, merge policy, and cache loading, so there is nothing to configure manually:\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csbbd2437b34cfa4d1"}}},{"code":{"code":"PUT my-index\n{\n \"settings\": {\n \"index\": {\n \"mode\": \"vectordb_document\"\n }\n }\n}\n","_metadata":{"uid":"csc53df1cf5b345cb3"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csc670654a8f551f90"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/vector-quantization-auto-calibration-diskbbq\"\u003e\u003cspan style='font-size: 12pt;'\u003eAuto-calibration for DiskBBQ vector search\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e automatically sets quantization depth, preconditioning, and oversampling by analyzing the actual vectors in the index. The tuning that normally requires expertise and repeated testing now happens on its own:\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csb22c109f22e073df"}}},{"code":{"code":"PUT /my_vector_index\n{\n \"mappings\": {\n \"properties\": {\n \"my_vector_field\": {\n \"type\": \"dense_vector\",\n \"dims\": 1536,\n \"index_options\": {\n \"type\": \"bbq-disk\",\n \"auto_calibration\": true\n }\n }\n }\n }\n}","_metadata":{"uid":"cs1fa4c5abc9c4095a"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csa8a2674c7c7dca63"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTogether, these two features mean a vector search index can be created and tuned with minimal configuration.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Multimodal semantic search: Images, audio, video, and PDFs","_metadata":{"uid":"cs01c6179422002709"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe new \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003esemantic\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e field extends semantic search to images, audio, video, and PDF files. It works the same way as \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003esemantic_text\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e for text: Define a field, index your content, and query. Embeddings are generated at ingest time automatically.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou can mix content types in a single field. A document can hold a text description, an image, and an audio clip together. A text query then retrieves the best match across all of them. To search by image rather than text, send the image as a query and Elasticsearch generates the embedding on the fly.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe feature is powered by the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003ejina-embeddings-v5-omni\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e model, which places text, images, audio, video, and PDFs into a shared vector space. It is available as a technical preview in Elasticsearch 9.5 and Elastic Cloud Serverless. Read the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/semantic-field-multimodal-search-elasticsearch\"\u003e\u003cspan style='font-size: 12pt;'\u003efull blog post\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e for setup details and code examples.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Agent Builder: Tracing, human approvals, and faster responses","_metadata":{"uid":"cs5260898032fb9735"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 adds three new Agent Builder capabilities.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Observability and Monitoring (technical preview) records every LLM call, tool invocation, and reasoning step as OpenTelemetry (OTel) in Elasticsearch. Teams can inspect token usage, find timing bottlenecks, and debug agent behavior using the same Kibana they already use for operational data. A built-in \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003eagent-builder-traces\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e skill lets you query this data in plain language. Custom dashboards and cost-threshold alerts can be built directly against the trace index.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHuman-in-the-loop approvals let an agent pause and wait for a person to confirm a sensitive action before continuing. Each approval or rejection is recorded in an audit trail. Approval requests can be sent to external tools, such as Slack, so the decision does not require the approver to be in Kibana.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Builder also delivers faster responses at lower token cost by routing specific tasks to faster models and removing redundant LLM calls. These improvements apply automatically to all Agent Builder users with no configuration change needed.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Prometheus and PromQL now generally available","_metadata":{"uid":"csdb0434461191f560"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNative Prometheus and PromQL support is now generally available (GA). Teams can point existing Grafana dashboards and Prometheus tooling at Elastic and run PromQL queries alongside ES|QL with no changes to their existing setup. A migration tool, also now GA, helps \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/grafana-elastic-kubernetes-dashboard-migration\"\u003e\u003cspan style='font-size: 12pt;'\u003ebring Grafana and Datadog dashboards and alerts into Kibana\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe new ES95 codec stores metrics at roughly three bytes per sample (about 20% lower than 9.4) and significantly more efficiently than a plain Prometheus storage backend. Elastic also now supports all OpenTelemetry metric temporalities, so any OTel-instrumented application can send metrics over OTLP exactly as emitted with no workarounds.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Alert Zero, Workflows, and rule version history","_metadata":{"uid":"cs63d1bec4e9d7a9a4"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe goal of Alert Zero is an alert queue that contains only what matters. In 9.5, Attack Discovery works toward that goal by investigating alerts the way an analyst would; it checks entity risk, searches raw events, and looks for supporting evidence before calling something an attack. When it finds a coverage gap, it drafts an ES|QL detection rule for analyst review. Attack Discovery can now run automatically via an Elastic Workflow on a schedule or manually.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows in 9.5 adds versioning so that teams can see who changed a workflow, compare any two versions, and roll back in one click. A new visual mode shows the workflow as a graph with its triggers, steps, and logic visible alongside the YAML. Human-in-the-loop steps can now send approval requests to Slack, so the workflow can pause and wait for a decision from outside Kibana.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDetection rule version history (technical preview) keeps a full log of every saved rule state, including who made each change and when. Teams can view any past version, compare it to the one before, and restore it in a single action. This is useful for finding out when a rule stopped generating alerts and for compliance frameworks that require evidence of change control.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Blogs, videos, and interesting links","_metadata":{"uid":"cs4016b4353da2b86c"},"header_style":"H2","paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eNVIDIA inference:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eJan Kazlouski walks us through\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-nvidia-inference\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003esetting up NVIDIA-hosted models in Elasticsearch\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;with one API key and a model ID.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eJina On-Prem:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Scott Martens introduces\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/on-prem-ai-jina-embedding-models\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eJina On-Prem\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, a fully self-contained installation suite for Jina AI’s high-performance models.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAutoOps:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eExplore the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/autoops-elasticsearch-cluster-monitoring-redesigned\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eredesigned AutoOps experience\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;for Elastic Cloud Hosted deployments and Cloud Connect clusters with Ori Shafir and Arnon Stern.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgent memory:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eNoam Schwartz explains\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/agent-memory-elasticsearch\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003ehow we built a persistent agent memory layer on Elasticsearch\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;with 0.89 recall and zero tenant leaks.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgentic SOC:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eDiscover the five-step optimization loop that allowed us to\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/ai-agent-optimization-production-scale\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003ecut AI agent LLM calls by 60%\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;with Aaron Jewitt.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eKibana Workflows:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLearn how to\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/disk-capacity-forecasting-kibana-workflows\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003erun daily ML forecasts on disk usage\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;and get Slack alerts listing which hosts will hit capacity and when with Valeriy Khakhutskyy.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCheck out these videos:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://youtu.be/2fTtXYbhNI8?si=C2IPS10j_H26TK5_\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003eSearch any video by what's on screen (Python + Elasticsearch)\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;by JP Hwang\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://youtu.be/_dOWlgFXu1E?si=wWdKi1DCIsuv1_PK\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003eEvery search algorithm explained in 30 minutes (beginner to advanced)\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;by Jon Avezbaki\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://youtu.be/l2mg3s_2QlE?si=JyS1EiFrZsq656cg\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e7 ways to query a Kafka Stream (and the trade-offs of each)\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;by Viktor Gamov\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eFeatured blogs from the community:\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://blog.palantir.com/managing-elasticsearch-reindex-at-scale-performance-reliability-and-observability-cf948d0efd47\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003eManaging Elasticsearch Reindex at Scale: Performance, Reliability, and Observability\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;by Palantir\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.linkedin.com/pulse/hidden-journey-json-document-inside-elasticsearch-debraj-maity-ofm9c/\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003eThe hidden journey of a JSON document inside Elasticsearch\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;by Debraj Maity\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.linkedin.com/pulse/why-elasticsearch-doesnt-read-your-documents-anymore-franchini-gumoe/\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003eWhy Elasticsearch doesn't read your documents anymore\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;by Gautier Franchini\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Upcoming events","_metadata":{"uid":"csa4324d838f8d3111"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eLearn Elastic at no cost:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Explore\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/training/\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eself-paced modules\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;to build your Elastic skills.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eElastic{ON} tour\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, the one-day Elastic conference series around the world, is back.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/events/elasticon\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRegister and join us\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;in:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eMumbai\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e—\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;September 30\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eNew York\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e—\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;October 8\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAmsterdam\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e—\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;October 20\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eSan Francisco\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e—\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;November 4\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eLondon\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e—\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;February 25\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eSingapore\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e—\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;March 23\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eWant to speak at Elastic{ON}?\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe call for presentations is now open! We're looking for 30-minute technical talks covering Elasticsearch, Kibana, search, observability, security, and real-world use cases. Whether you're new to Elastic or an experienced user, we'd love to hear your ideas.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://sessionize.com/elasticon-tour/\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSubmit your proposal today.\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eJoin your\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://community.elastic.co/\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003elocal Elastic User Group\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;chapter for the latest news on upcoming events! You can also find us on\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.meetup.com/pro/elastic/\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003emeetup.com\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e. If you’re interested in presenting at a meetup, send an email to\u0026nbsp;\u003c/span\u003e\u003ca href=\"mailto:meetups@elastic.co\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003emeetups@elastic.co\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(17, 17, 17);font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs96a8e79701ff48cf"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs7b11331f74d4fa9c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all. In this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use. Elastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csfe099254bbfe212c"}}}],"publish_date":"2026-08-13","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"bltc83b061cbcc253e2","_version":1,"title":"Blog Header Templates (3).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-08-13T19:39:40.116Z","updated_at":"2026-08-13T19:39:40.116Z","content_type":"image/png","file_size":"41488","filename":"Blog_Header_Templates_(3).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-13T19:50:33.590Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltc83b061cbcc253e2/6a7e1d7c89eb5cd090ab512d/Blog_Header_Templates_(3).png"},"title":"Elastic community newsletter — August 2026","title_l10n":"Elastic community newsletter — August 2026","updated_at":"2026-08-13T19:50:26.366Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/devrel-newsletter-august-2026","publish_details":{"time":"2026-08-13T19:50:33.279Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt99b26de75141aee2","locale":"en-us","_version":8,"ACL":{},"abstract_l10n":"Today, we announced an expanded collaboration to bridge the gap between AI agents and the enterprise context they need, helping organizations build production-ready AI applications and agents using OpenAI models with Elasticsearch.","author":[{"uid":"blt5bc7f3664a21b98a","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-07-30T01:31:11.092Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Gregory","image":null,"job_title_l10n":"GVP, Chief of Staff to the CEO and Head of Corporate Development","key":"","last_name":"Tademoto","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Gregory Tademoto","twitter_id":"","updated_at":"2026-07-30T01:31:11.092Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-30T01:31:20.076Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt9d6e81ff1a69cdfa","locale":"en-us","ACL":{},"_version":11,"company_l10n":"Elastic","created_at":"2019-08-17T02:13:56.787Z","created_by":"blt33089e376a9b1ed3","email_id":"","facebook_id":"","first_name":"Hemant","image":{"uid":"blt1c351be4275ea93c","_version":1,"title":"Hemant Malik","created_by":"blt03b12f5a6591ef8c","updated_by":"blt03b12f5a6591ef8c","created_at":"2026-05-27T12:57:48.143Z","updated_at":"2026-05-27T12:57:48.143Z","content_type":"image/png","file_size":"313490","filename":"4607974220058016275ee9eef1854aa7d3203592-512x512.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-23T09:19:18.474Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt1c351be4275ea93c/6a16ea4c5091682b5ee1b766/4607974220058016275ee9eef1854aa7d3203592-512x512.png"},"job_title_l10n":"AI Ecosystem Architect","key":"","last_name":"Malik","linkedin_id":"","paragraph_l10n":"\u003cp\u003eHemant AI Ecosystem Architect at Elastic. He works with AI technology providers to forge product integrations with Elastic technologies to supercharge AI Developers' experience when building with Elasticsearch.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Hemant Malik","twitter_id":"","updated_at":"2026-07-13T13:52:26.715Z","updated_by":"blt03b12f5a6591ef8c","publish_details":{"time":"2026-07-23T09:19:18.376Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-07-30T01:45:01.730Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs50ac0b53c9108a5a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAI agents are only as useful as the enterprise context they reason over. Much of what organizations know and need for AI agents to deliver is spread across unstructured data, such as documents, tickets, logs, metrics, traces, and security alerts that change continuously and are governed by different permissions.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eToday, we announced an expanded collaboration to close that gap, helping organizations build production-ready AI applications and agents using OpenAI models with Elasticsearch. OpenAI brings advanced reasoning; Elastic is purpose-built for unstructured data and brings the retrieval, governance, and operational data layer that helps models find relevant, real-time context and use it in production.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe collaboration will focus on three customer outcomes:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eContext-aware AI agents\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;that retrieve accurate, permission-aware enterprise knowledge at scale with fewer tokens\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgentic observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;that correlates telemetry and accelerates root cause investigation for SRE teams\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgentic security operations\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003ethat accelerate detections, help triage alerts, enable faster response, and proactively recommend detection rules to close security gaps\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic has supported OpenAI models through its AI assistants and connectors since 2023. This announcement expands that foundation across product collaboration and joint customer value.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elasticsearch: The context layer for agentic AI","_metadata":{"uid":"csbca961ab55cea82c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIn the agentic AI era, an enterprise’s value lies in its context — its data, history, decisions, and institutional knowledge spread across unstructured data. OpenAI’s\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://openai.com/index/inside-our-in-house-data-agent/\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003ein-house data agent\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;shows that reliable outcomes depend on bringing together multiple layers of context. Elasticsearch as a\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/agent-memory-elasticsearch\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003econtext layer\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;gives agents persistent, governed memory to retrieve what matters as well as the ability to retain useful knowledge across interactions and ground every response and action in the enterprise.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe practical challenge in context is a retrieval problem: selecting the right information at the right time with the right permissions. Elasticsearch combines lexical and vector search, semantic reranking, filters, and access controls in one platform. In recent\u003c/span\u003e\u003cspan style=\"color: rgb(68, 71, 70);font-size: 12pt;\"\u003e\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/agent-memory-elasticsearch\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic internal retrieval tests\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(68, 71, 70);font-size: 12pt;\"\u003e,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic was used for organizational memory and delivered 0.89 recall and complete protection of data across users.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elastic-agent-builder-ai-agents-context-management\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEconomics\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;matters as much as accuracy. In a constrained experiment using the BrowseComp-Plus dataset, our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/pre-computed-context-llm-agent-costs\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eprecomputed Knowledge Indicators\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;reduced input-token use by up to 75% compared with the experiment's standard retrieval augmented generation (RAG) baseline while answer accuracy increased from 60% to 92%. Results will vary by workload, but the direction is clear: Better retrieval can improve both reliability and cost.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Agent Builder can be used with OpenAI models and agents for improving context and delivering higher relevance and greater efficiency. Agent Builder tools can be exposed to OpenAI agents over MCP, Skills are available to Codex, and Agent Builder supports GPT models for reasoning and tools.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAs models advance, context is what enables enterprises to derive real ROI and maintain unique knowledge and advantage in the world of agentic AI. Together, OpenAI and Elasticsearch give developers a practical foundation for agents that can create, manage, and retrieve context over governed enterprise data.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Observability: Agentic investigations powered by unstructured telemetry","_metadata":{"uid":"cs091358c365a36008"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOperational context lives in unstructured telemetry data. Agentic applications introduce additional data like prompts, tool calls, model responses, token usage, traces, and retrieval steps. Elastic Observability brings those AI application signals together with logs, metrics, traces, and digital experience data in a single observability platform. With Elastic Workflows, Agent Builder, and Skills, teams automate investigations and remediation using telemetry data, past incidents, design docs, runbooks, and guidelines — applying repeatable practices.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s agentic investigation experiences begin when an alert fires, correlating evidence across signals, identifying a likely root cause, and surfacing recommended next steps as the SRE investigation begins. The outcome is less time gathering evidence, less tool switching, and faster resolution.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe same platform can help teams operating OpenAI-powered applications. Elastic’s \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/integrations/openai\"\u003e\u003cspan style='font-size: 12pt;'\u003eOpenAI integration\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e collects API usage metrics and organization audit logs. Teams can correlate token consumption, model activity, API calls, and administrative changes with application latency, errors, deployments, and infrastructure health, using one data platform and one query language from the application layer through the model layer.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Security: Agentic security operations platform","_metadata":{"uid":"cs236da1d6678e715b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSecurity teams face a similar context problem with too many alerts spread across a steadily increasing number of endpoints, networks, cloud providers, identities, and application data. Elastic Security is an agentic security operations platform that unifies SIEM, XDR, and native automation around an agentic operating model. The platform investigates, correlates evidence, and prepares a response plan, while analysts retain judgment, verification, and approval. These capabilities are available in Elastic Security today, and this new operational model is already helping our customers streamline investigations and improve outcomes.\u0026nbsp;\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAttack Discovery works with OpenAI's latest frontier models to correlate disparate alerts into coherent attack chains, mapping activity to MITRE ATT\u0026amp;CK, identifying affected users and hosts, and attaching findings to cases and response workflows, so analysts triage a handful of evidence-backed attacks instead of thousands of raw alerts.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Builder ships with a native agent that comes ready-made with skills, such as threat hunting and alert analysis, controlled tool access, and full reasoning traces for auditability. Teams have the option of building custom agents and workflows on top of Agent Builder. Meanwhile, Automatic Import builds custom data integrations in minutes, Automatic Migration translates Splunk and QRadar detection rules into Elastic Security, and the Elastic Security MCP App brings alert triage, threat hunting, and case management into the AI tools analysts already use.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith these capabilities, our customers are already seeing measurable value. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/visa\"\u003e\u003cspan style='font-size: 12pt;'\u003eVisa\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, as part of its migration from a legacy SIEM to Elastic Security, built its first agentic SOC workflow with a constrained, human-on-the-loop AI validation step. This cut triage on a high-stakes mainframe detection from 10–20 minutes to seconds while keeping every AI decision auditable. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/ai-driven-analytics\"\u003e\u003cspan style='font-size: 12pt;'\u003eAirtel\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e's managed security team reports up to 40% faster triage and analysis and 30% faster investigations using Attack Discovery, Agent Builder, and Automatic Import.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic also helps security and compliance teams monitor the OpenAI platform itself. The existing integration ingests organization audit events, such as login attempts, API key lifecycle changes, role assignments, and configuration updates. These events can be analyzed alongside endpoint and network activity to identify suspicious behavior across the broader AI environment. Elastic’s upcoming support for OpenAI's Compliance Logs Platform will give enterprise teams a more complete, auditable view of activity across OpenAI workspaces and services.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What comes next","_metadata":{"uid":"cs57ca251c6c0f1022"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFor developers, Elastic\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://github.com/elastic/agent-skills\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eagent-skills\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;give OpenAI Codex repeatable, Elastic-specific guidance, while Elasticsearch and connected tools provide governed, real-time access to the unstructured enterprise data agents need to reason accurately and act with precision. We will continue working on deeper integration points to help serve as the context layer.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFor security defenders, as an\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://openai.com/index/daybreak-securing-the-world/\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eOpenAI Daybreak Cyber Partner Program\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;member, we will work to bring GPT-5.5 Cyber specific models reasoning capabilities into Elastic Security’s agentic workflows, helping teams correlate alerts, recommend response actions, and generate detection rules to close confirmed gaps. Combined with Elastic Security Labs threat research, this can turn adversary behavior into faster, more precise protection with responsible deployment and abuse-prevention controls.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFor SRE teams, we plan to deepen agentic investigation capabilities with frontier AI. As Elastic\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/elastic-knowledge-indicators-log-extraction\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eKnowledge Indicators\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;become generally available, they can help precompute operational context from raw telemetry and unstructured operational knowledge, giving agents more precise context for dashboards, topology maps, rules, investigations, and remediation workflows.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhether you are looking for answers stored in documents, operational telemetry, or security events, OpenAI and Elastic are partnering to bring frontier intelligence to your unstructured data.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Ready to get started?","_metadata":{"uid":"cs7a3f62eb63e5434b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eConnect OpenAI models and Codex to Elastic to build grounded agents with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/explore-analyze/ai-features/agent-builder/get-started\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAgent Builder\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;and\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/explore-analyze/ai-features/agent-skills\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAgent Skills\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, observe OpenAI usage with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/reference/integrations/openai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic LLM observability\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, and investigate production issues and threats with Elastic AI Assistant\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/explore-analyze/ai-features/llm-guides/connect-to-openai\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003ewith OpenAI models\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e. Start building today.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs2593e313a8169802"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs688c9591f3907094"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs0fb41071fa0b799e"}}}],"publish_date":"2026-07-30","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"blt91d3f9b077793afb","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-07-30T11:16:20.899Z","created_by":"bltb6c155cd84fc0c1a","file_size":"36909","filename":"partners-OpenAI_(1)_(1).png","parent_uid":null,"tags":[],"title":"partners-OpenAI (1) (1).png","updated_at":"2026-07-30T11:16:20.899Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-30T12:00:00.385Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt91d3f9b077793afb/6a6b32848b9d524c2c1f3ab7/partners-OpenAI_(1)_(1).png"},"title":"Elastic and OpenAI collaborate to bring Frontier Intelligence to unstructured enterprise data","title_l10n":"Elastic and OpenAI collaborate to bring frontier intelligence to unstructured enterprise data","updated_at":"2026-07-30T14:31:16.102Z","updated_by":"bltd9765be97bbed20c","url":"/blog/elastic-openai-partnership","publish_details":{"time":"2026-07-30T14:31:21.525Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt98d0a4ad6f0afacc","locale":"en-us","_version":6,"ACL":{},"abstract_l10n":"NVIDIA, Elastic, and other industry leaders are founding members of an innovative movement building tools to advance open innovation, shared progress, and trust in AI.","author":[{"uid":"blt39dee51344f15656","_version":5,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2022-05-11T19:58:45.575Z","created_by":"blt1e57c6588ae1816e","email_id":"","facebook_id":"","first_name":"Brian","image":{"uid":"blta836c61e70ff8c61","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2022-10-12T23:56:23.454Z","updated_at":"2022-10-12T23:56:23.454Z","content_type":"image/jpeg","file_size":"37804","filename":"headshot-brian-bergholm-300x300.jpg","title":"headshot-brian-bergholm-300x300.jpg","ACL":{},"_version":1,"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2022-10-12T23:56:29.933Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta836c61e70ff8c61/634754278c820a10568ba8f0/headshot-brian-bergholm-300x300.jpg"},"job_title_l10n":"Principal Product Marketing Manager","key":"","last_name":"Bergholm","linkedin_id":"","paragraph_l10n":"\u003cp\u003eBrian Bergholm is a principal product marketing manager in the Go-To-Market team at Elastic. He’s a specialist in Elastic Cloud, partner marketing, and hyperscaler marketplaces.\u003c/p\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003eHe has spent over 20 years in the tech industry across telecoms, software, and professional services. He most recently spent 15 years at Microsoft in a variety of roles, including global product marketing, sales enablement, launch management, and integrated marketing. During his tenure, he supported numerous launches including Office 365, Windows 10, and Azure Marketplace. He joined Elastic because of the power of search to find the answers that matter.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Brian Bergholm","twitter_id":"","updated_at":"2023-12-14T01:55:58.500Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2023-12-14T01:56:01.829Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltb6b21e8c32a7bae7","_version":2,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2026-03-16T16:58:47.372Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Rachael","image":{"uid":"blt344971a463e59f4d","_version":1,"title":"headshot-rachel-wade-300x300.jpg","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2026-07-01T14:58:59.187Z","updated_at":"2026-07-01T14:58:59.187Z","content_type":"image/jpeg","file_size":"21238","filename":"headshot-rachel-wade-300x300.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-01T14:59:06.262Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt344971a463e59f4d/6a452b33852f8509d8af90ee/headshot-rachel-wade-300x300.jpg"},"job_title_l10n":"Global Tech Alliances Manager","key":"","last_name":"Wade","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Rachael Wade","twitter_id":"","updated_at":"2026-07-01T14:59:01.646Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2026-07-01T14:59:06.112Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-07-27T08:22:56.843Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"cs04ae885bf2592da9"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic joins NVIDIA and other industry leaders as an inaugural member of the Open Secure AI Alliance.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eOpen Secure AI Alliance is a movement to build new tools to advance open innovation, shared progress, and trust in AI across industries.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic has consistently contributed to the advancement of security through open source software, published threat research, and detection innovation.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eAs an Open Secure AI Alliance member, Elastic will contribute research, tools, and architectural knowledge to a shared body of work.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs08e6fbea0dfe0267"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAI is accelerating innovation, unlocking new frameworks, workflows, and applications, but also raising the stakes on security. Adversaries can exploit vulnerabilities faster than ever, and AI agents add another layer of speed and scale. Capitalizing on AI's potential requires an open security approach, where sharing research, tooling, and intelligence broadly lets more defenders identify, understand, and respond to emerging threats. This approach also removes the friction of relying solely on proprietary threat intelligence because in the age of adversarial AI, every barrier is a liability.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eToday, Elastic is joining NVIDIA and other industry leaders as an inaugural member of the \u003ca href=\"https://blogs.nvidia.com/blog/open-secure-ai-alliance?ncid=partn-84075\" target=\"_blank\"\u003eOpen Secure AI Alliance\u003c/a\u003e. As part of the alliance, Elastic will contribute its expertise in open security, large-scale search, and AI-powered detection to help make AI systems more transparent, observable, and secure.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The Open Secure AI Alliance","_metadata":{"uid":"cs1996361f41731ad5"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith a mission to accelerate innovation while strengthening AI security, Open Secure AI Alliance members will focus on expanding AI safety and security through open research and shared tooling. The alliance reflects a shared belief that security improves when defenders can collaborate openly rather than relying on isolated intelligence. As AI evolves rapidly, the goal is to develop methodologies and tools that identify and patch vulnerabilities as fast as they emerge — something Elastic has championed for years. This creates a defensive capability where critical intelligence is shared, not locked inside a small number of closed systems.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Open is in our DNA","_metadata":{"uid":"cs7d899dc2f008fc97"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic has embodied an open source philosophy from the start, contributing to the advancement of open source software. Our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/jina-search-models\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eJina AI models\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;are open weight, enabling developers to inspect, deploy, and build on the same models that power AI search and retrieval. That same commitment extends to our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003epublished threat research\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;and security innovation, turning world-class research into world-class protection through enhancements to detection, triage, and response in our tools. Our strengths in cybersecurity, observability, generative AI (GenAI), and agentic AI align directly with the Open Secure AI Alliance mission to serve the security needs of enterprises and agencies pursuing AI today.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic brings capabilities that directly support the Open Secure AI Alliance mission, including:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eModernizing SecOps with AI-driven security analytics to detect, investigate, and respond before threats have a chance\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003ePrioritizing trust, transparency, and explainability in agentic operations by providing open, inspectable agentic frameworks where analysts can see the prompts, inspect the queries, and verify every AI decision\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic is proud to join the Open Secure AI Alliance and help close the gap between emerging vulnerabilities and the defenders working to stop their exploitation. Elastic Security brings the open, barrier-free platform built to enable organizations to scale security operations and quickly adapt to evolving threats through shared knowledge.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"See how Elastic works in the open","_metadata":{"uid":"cs6de7e1d2034a0c49"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLearn more about our commitment to \u003c/span\u003e\u003ca href=\"https://www.elastic.co/about/open-source\"\u003e\u003cspan style='font-size: 12pt;'\u003eopen source\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e development and our ongoing contributions to the community.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csa4d4e8004f8615b4"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs553df315a317aefa"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos, or registered trademarks of Elasticsearch N.V. in the United States and other countries. All other company and product names are trademarks, logos, or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs879dec37979a80a9"}}}],"publish_date":"2026-07-27","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic joins NVIDIA and industry leaders as inaugural member in the Open Secure AI Alliance","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Open Secure AI Alliance for AI safety and security is a movement to build new tools to advance open innovation, shared progress, and trust in AI","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltd11e6308b4dbe770","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt7e4753993d9dd51b","_version":1,"title":"elastic-white-background.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-27T08:14:30.970Z","updated_at":"2026-07-27T08:14:30.970Z","content_type":"image/png","file_size":"89272","filename":"elastic-white-background.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-27T09:00:36.570Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt7e4753993d9dd51b/6a67136675300abfb4e1d011/elastic-white-background.png"},"title":"Elastic joins NVIDIA and industry leaders as inaugural member of the Open Secure AI Alliance for AI safety and security","title_l10n":"Elastic joins NVIDIA and industry leaders as inaugural member of the Open Secure AI Alliance for AI safety and security","updated_at":"2026-07-27T09:19:00.925Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-nvidia-inaugural-partner-osaia","publish_details":{"time":"2026-07-27T09:19:07.721Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt0e14903adfc4ba8c","_version":4,"locale":"en-us","ACL":{},"abstract_l10n":"Today, Elastic announced that it has entered into an agreement to acquire Deductive AI, an AI-powered investigation platform that helps engineering teams identify and resolve production issues faster.","author":[{"uid":"blt2430c9dcf8b77248","locale":"en-us","ACL":{},"_version":15,"company_l10n":"Elastic","created_at":"2018-12-04T09:57:51.306Z","created_by":"sys_blt57a423112de8a853","email_id":"","facebook_id":"","first_name":"Baha","image":{"uid":"blt34f71e09033b8778","_version":1,"title":"Baha Azarmi","created_by":"blt03b12f5a6591ef8c","updated_by":"blt03b12f5a6591ef8c","created_at":"2026-05-27T12:37:00.714Z","updated_at":"2026-05-27T12:37:00.714Z","content_type":"image/jpeg","file_size":"72472","filename":"aa6c952dc2fc7a41c36b1d2298b7e45b65a6fa95-579x579.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-22T13:00:06.735Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt34f71e09033b8778/6a16e56c54abb86e91133a05/aa6c952dc2fc7a41c36b1d2298b7e45b65a6fa95-579x579.jpg"},"job_title_l10n":"VP, Customer Success at Elastic","key":"","last_name":"Azarmi","linkedin_id":"","paragraph_l10n":"\u003cp\u003eBaha joined Elastic in 2015 and is currently VP, Customer Success. He previously co-founded ReachFive, a marketing data platform, and worked for several software vendors including Talend and Oracle. Baha holds a master’s degree in computer science.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Baha Azarmi","twitter_id":"","updated_at":"2026-07-13T13:50:47.846Z","updated_by":"blt03b12f5a6591ef8c","publish_details":{"time":"2026-07-22T13:00:06.631Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-07-21T20:36:30.049Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs28cee500c8f11deb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eToday, Elastic announced that it has entered into an agreement to acquire Deductive AI, an AI-powered investigation platform that helps engineering teams identify and resolve production issues faster.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAs modern applications become more distributed, interconnected, and complex, teams have more telemetry than ever before and engineers are spending too much time piecing together information across tools to understand what happened, why it happened, and what to do next. Deductive AI was built to address that challenge.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eDeductive AI has built an AI SRE agent that connects to a customer’s code, telemetry sources, and organizational knowledge to help engineering teams investigate alerts and production issues. The agent conducts root cause analysis by gathering evidence, forming and testing hypotheses, and reasoning across multiple sources of context to help teams understand what happened, why it happened, and what should happen next. Every investigation also becomes a learning opportunity, with successful investigation paths continuously refined and reused to improve future investigations.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe acquisition accelerates our goal to bring more AI-powered investigation and automation to Elastic Observability. By combining Elastic’s existing AI capabilities to infer meaningful entities, relationships, and significant operational events from telemetry with Deductive AI’s knowledge graph and investigation engine, we will help users identify root cause faster, reduce time spent on manual investigation, and resolve production issues more efficiently.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eExisting Deductive AI customers will continue to receive support while integration plans are developed. We look forward to sharing more details about our product roadmap in the coming months.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWe asked Rakesh Kothari, CEO and cofounder of Deductive AI, to share some words on what it means to join Elastic:\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e“From the beginning, our goal was to help engineering teams accelerate root cause analysis and incident investigation, so they could focus on what truly drives impact: building and shipping great products. Joining Elastic allows us to bring that vision to more customers at a far greater scale and accelerate the development of AI-powered investigation capabilities. We couldn’t be more excited about what’s ahead.“\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eI’m delighted to welcome cofounders Rakesh and Sameer to Elastic along with the rest of the Deductive AI team, and we look forward to building the future of AI-powered observability together.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csfe9b47389049312e"}}}],"publish_date":"2026-07-22","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"blt24bb9f76ca333e02","_version":1,"title":"blog-1.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-21T20:31:45.961Z","updated_at":"2026-07-21T20:31:45.961Z","content_type":"image/png","file_size":"66454","filename":"blog-1.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-22T13:00:06.606Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt24bb9f76ca333e02/6a5fd73108c1744e665ad40c/blog-1.png"},"title":"Elastic and Deductive AI join forces to accelerate agentic incident investigation for engineering teams","title_l10n":"Elastic and Deductive AI join forces to accelerate agentic incident investigation for engineering teams","updated_at":"2026-07-22T15:18:57.475Z","updated_by":"bltd9765be97bbed20c","url":"/blog/elastic-deductive-ai","publish_details":{"time":"2026-07-22T15:19:02.492Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltbec99f88ae37b3cb","_version":4,"locale":"en-us","ACL":{},"abstract_l10n":"Elastic has achieved the AWS AI Security Distinction, awarded to partners with tech depth and real customer outcomes in AI and security. Elastic Security includes an AI agent, Elastic Workflows, LLM security detections, and agentic SOC capabilities.","author":[{"uid":"blt5913558de3429222","_version":12,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2021-08-16T20:09:28.349Z","created_by":"blt3044324473ef223b70bc674c","email_id":"","facebook_id":"","first_name":"Udayasimha","image":{"uid":"blt88486b855bbd557d","_version":1,"title":"IMG_5794.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-08-06T17:20:10.393Z","updated_at":"2026-08-06T17:20:10.393Z","content_type":"image/jpeg","file_size":"97055","filename":"IMG_5794.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-06T17:21:45.088Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt88486b855bbd557d/6a74c24ab8c2e6873dbe19e3/IMG_5794.jpg"},"job_title_l10n":"Director, Cloud and AI Ecosystem Architecture","key":"","last_name":"Theepireddy","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Udayasimha Theepireddy","twitter_id":"","updated_at":"2026-08-06T17:21:37.139Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-06T17:21:44.934Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt39dee51344f15656","_version":5,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2022-05-11T19:58:45.575Z","created_by":"blt1e57c6588ae1816e","email_id":"","facebook_id":"","first_name":"Brian","image":{"uid":"blta836c61e70ff8c61","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2022-10-12T23:56:23.454Z","updated_at":"2022-10-12T23:56:23.454Z","content_type":"image/jpeg","file_size":"37804","filename":"headshot-brian-bergholm-300x300.jpg","title":"headshot-brian-bergholm-300x300.jpg","ACL":{},"_version":1,"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2022-10-12T23:56:29.933Z","user":"blt3044324473ef223b70bc674c"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta836c61e70ff8c61/634754278c820a10568ba8f0/headshot-brian-bergholm-300x300.jpg"},"job_title_l10n":"Principal Product Marketing Manager","key":"","last_name":"Bergholm","linkedin_id":"","paragraph_l10n":"\u003cp\u003eBrian Bergholm is a principal product marketing manager in the Go-To-Market team at Elastic. He’s a specialist in Elastic Cloud, partner marketing, and hyperscaler marketplaces.\u003c/p\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003eHe has spent over 20 years in the tech industry across telecoms, software, and professional services. He most recently spent 15 years at Microsoft in a variety of roles, including global product marketing, sales enablement, launch management, and integrated marketing. During his tenure, he supported numerous launches including Office 365, Windows 10, and Azure Marketplace. He joined Elastic because of the power of search to find the answers that matter.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Brian Bergholm","twitter_id":"","updated_at":"2023-12-14T01:55:58.500Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2023-12-14T01:56:01.829Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt361ecf2182b91e92","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2025-12-01T03:18:58.052Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Jennifer","image":null,"job_title_l10n":"Senior Global Partner Marketing Manager","key":"","last_name":"Michel","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Jennifer Michel","twitter_id":"","updated_at":"2026-07-16T01:21:19.349Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-16T01:21:24.506Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-07-16T01:31:23.565Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"cs022ee509ca0a88b1"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic builds on five years of security innovation to achieve the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAI Security Distinction in the AWS Security Competency\u003c/strong\u003e\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic has kept pace with a threat landscape that has changed faster in the past two years than in the previous decade.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic natively integrates with Amazon GuardDuty, Amazon Security Hub, Amazon Security Lake, Amazon Inspector, and Amazon Bedrock.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic AI Agent, Workflows, LLM security detections, and agentic SOC platform capabilities are all available in Elastic Security.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csd8d5b02d023486ab"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSecurity has never been more challenging. AI-powered attacks are accelerating, alert volumes continue to grow, and security teams can't scale through manual investigation alone. That's why Elastic spent the past several years reimagining Elastic Security — the agentic security operations platform that unifies SIEM, EDR, cloud security, and AI-driven workflows on a single platform built on Elasticsearch.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eToday, that vision has earned Elastic the AI Security Distinction in the AWS Security Competency. This recognition validates Elastic's ability to help organizations secure both their environments and the AI systems they are building. Amazon Web Services (AWS) awarded the specialization based on rigorous technical validation, proven customer references, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/av-comparatives-business-security-test-2025\"\u003e\u003cspan style='font-size: 12pt;'\u003ethird-party proof\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e that Elastic Security delivers market-leading efficacy without compromise.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs enterprises adopt generative and agentic AI, they face emerging threats ranging from prompt injection and model abuse to attacks on autonomous agents. Elastic helps organizations secure both their AWS infrastructure and AI applications through a unified platform, providing visibility into AI-specific risks, such as untrusted model onboarding, agent manipulation, retrieval augmented generation (RAG) data poisoning, and safety control tampering while enabling a faster path to secure, AI-powered innovation. The AWS AI Security Distinction is more than an award; it’s recognition of Elastic's leadership in helping organizations secure the future of AI.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Continued security innovation","_metadata":{"uid":"cs3fec4b946326d9c0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnd the innovation just keeps going. With the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-4-0#elastic-security\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.4 release\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, Elastic Workflows is now generally available. It combines both scripted automation and agentic reasoning, enabling AI agents to act on their findings. Workflows brings native automation directly into Elastic Security, automating triage, enrichment, response, and case management where security data already lives.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/demo-gallery/security-attack-discovery\"\u003e\u003cspan style='font-size: 12pt;'\u003eAttack Discovery\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e already powers correlated findings within the stack. The same agentic pattern extends into Elastic Workflows, which automates deterministic tasks, such as entity enrichment, case creation, and host isolation while Elastic Agent Builder reasons over the data and invokes those workflows as tools. Together, Elastic Workflows and Agent Builder deepen these capabilities within the stack.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFour new Entity Analytics capabilities are also included in the 9.4 release: Precision Entity Identification, Entity Resolution, Dynamic Watchlists, and Entity-Driven Hunting Leads. Together, these capabilities give analysts one authoritative record per person with aggregated risk, organizational context, and proactive hunting leads built in. For AI agents that reason over security data, this provides more accurate context to work from.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Getting started","_metadata":{"uid":"csb62b5fd49f5a5ccd"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor Elastic customers on AWS, there is no migration required. The Elastic AI Agent, Workflows, LLM security detections, and agentic SOC capabilities are available in Elastic Security today.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo learn more, explore:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"http://elastic.co/partners/aws\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security on AWS\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"http://elastic.co/security-labs\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security Labs research\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"http://elastic.co/security/ai\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic AI for security operations\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://aws.amazon.com/marketplace/pp/prodview-voru33wi6xs7k?sr=0-1\u0026ref_=beagle\u0026applicationId=AWSMPContessa\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic available in AWS Marketplace\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e: Start a seven-day free trial and deploy in minutes.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"cs3da928805f0b9449"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csf5264b565f8d492e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of Elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csee94e7dac8c29b8a"}}}],"publish_date":"2026-07-16","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Learn how five years of security innovation from cloud-native threat detection to AI security and an autonomous SOC earned Elastic the newest recognition from AWS.","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[{"uid":"blt5b5a3dd3ee2ae4bd","_content_type_uid":"tags_partner"}],"tags_topic":[{"uid":"blt5da20aee1a072f80","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"bltc74c0126da02d256","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-07-16T01:38:30.600Z","created_by":"bltb6c155cd84fc0c1a","file_size":"24999","filename":"aws-ai-distinction-blog.jpg","parent_uid":null,"tags":[],"title":"aws-ai-distinction-blog.jpg","updated_at":"2026-07-16T01:38:30.600Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-16T12:00:15.713Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltc74c0126da02d256/6a58361610be6869dde84d3d/aws-ai-distinction-blog.jpg"},"title":"Elastic achieves the AWS AI Security Distinction, securing AI-specific risks","title_l10n":"Elastic achieves the AWS AI Security Distinction, securing AI-specific risks","updated_at":"2026-07-27T14:59:00.405Z","updated_by":"blt3e52848e0cb3c394","url":"/blog/aws-ai-security-distinction","publish_details":{"time":"2026-07-27T15:00:52.566Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt56d2051e1b95946a","_version":7,"locale":"en-us","ACL":{},"abstract_l10n":"AV-Comparatives published the 2026 Business Security Test, covering the March–June 2026 test period. Across 16 enterprise solutions tested on fully patched Windows 11, Elastic Security was the only vendor to achieve a 100% malware protection rate.","author":[{"_version":1,"locale":"en-us","uid":"bltd0b7c1c11763da81","ACL":{},"company_l10n":"","created_at":"2024-05-29T14:16:09.209Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Roxana","image":null,"job_title_l10n":"Senior Product Manager, Endpoint Security","key":"","last_name":"Gheorghe","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Roxana Gheorghe","twitter_id":"","updated_at":"2024-05-29T14:16:09.209Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-05-29T14:16:17.901Z","user":"bltb6c155cd84fc0c1a"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-07-14T19:57:34.752Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csbe71553ef1f5fe0f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCybersecurity teams face a seemingly impossible responsibility to ensure absolute threat prevention without impacting performance or triggering false positives. Many vendors promise out-of-the-box protection, but independent test organizations provide the rigorous, real-world evaluation required to see if any platform can truly achieve this without the benefit of custom tuning.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAV-Comparatives just published the first half-year report of its\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003ca href=\"https://av-comparatives.org/tests/business-security-test-2026-march-june/\" target=\"_blank\"\u003e2026 Business Security Test\u003c/a\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, covering the March–June 2026 test period. Across 16 enterprise solutions tested on fully patched Windows 11, Elastic Security was the only vendor to achieve a 100% malware protection rate while landing in the top tier for real-world protection and earning AV-Comparatives Approved Business Product Award. At the heart of this result is Elastic Defend, the native endpoint protection solution inside Elastic Security. Here is what the numbers say and why they turned out the way they did.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic is the only vendor with 100% in the Malware Protection Test","_metadata":{"uid":"cs42cbfee20f566d5d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Malware Protection Test simulates the scenario every business eventually faces: malware that's already on the disk or arrives over the LAN or on a removable drive, rather than straight off a website. AV-Comparatives ran 1,000 recent malware samples against every product, scanning on access and then executing anything that slipped through, so behavioral defenses had a chance to react.\u003c/span\u003e\u003cspan style='font-size: 14pt;'\u003e \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eElastic came out on top, being the only vendor with a perfect score as stated by AV-Comparatives:\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csf4908d124ce4ecc0"}}},{"quotes":{"quote_l10n":"Elastic Security posted a perfect 100% score in our Malware Protection Test, the top result across the entire field this cycle.","_metadata":{"uid":"cs98ab9267ecac0aa0"},"quote_author_l10n":"Andreas Clementi, CEO, AV-Comparatives","quote_details_l10n":""}},{"image":{"image":{"uid":"blt2fa600b1934bc319","_version":1,"title":"avc-graphic-1.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-14T19:58:22.512Z","updated_at":"2026-07-14T19:58:22.512Z","content_type":"image/png","file_size":"55921","filename":"avc-graphic-1.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-15T17:34:30.151Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt2fa600b1934bc319/6a5694de15befed39c3a77c0/avc-graphic-1.png"},"_metadata":{"uid":"csf03afd0d589fef2b"},"caption_l10n":"AV-Comparatives Malware Protection Test (March 2026) Results","alt_text_l10n":"AV-Comparatives Malware Protection Test (March 2026) Results","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs82a2828c4a81a92f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe gap between 99% and 100% may look small on paper, but it isn't; at enterprise scale, that one-in-a-hundred is the sample that becomes an incident, a ticket queue, and, in the wrong case, a breach. And Elastic reached it with zero false alarms on common business software, which is exactly the balance the test is designed to reward.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic tied at the top for the Real-World Protection Test","_metadata":{"uid":"csc2d79593b3692c22"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Real-World Protection Test is the harder one, simulating what a business user actually runs into while browsing like malicious URLs, drive-by exploits, and socially engineered downloads. It also lets every layer of the product step in at any stage: URL blocking, download inspection, behavioral analysis, and memory protection. The test was run continuously from March through June 2026 across 400 test cases and is the closest test simulating the real-world scenarios inside a lab.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security achieved the highest score and blocked 399 of 400 threats — a 99.8% protection rate alongside two other vendors.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs4ba3ca03c223145a"}}},{"image":{"image":{"uid":"bltcf75e63a1b97de5e","_version":1,"title":"Screenshot 2026-07-14 at 4.02.46 PM.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-14T20:03:25.938Z","updated_at":"2026-07-14T20:03:25.938Z","content_type":"image/png","file_size":"88632","filename":"Screenshot_2026-07-14_at_4.02.46_PM.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-15T17:34:30.129Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltcf75e63a1b97de5e/6a56960d745c959cfb3ab29d/Screenshot_2026-07-14_at_4.02.46_PM.png"},"_metadata":{"uid":"csd75d5c5ff1ad680d"},"caption_l10n":"AV-Comparatives Real-World Protection Test (March–June 2026) Results","alt_text_l10n":"AV-Comparatives Real-World Protection Test (March-June 2026) Results","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs7ecee469725e7470"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTaken together, the two protection tests tell a consistent story: Elastic Security caught everything thrown at it in the malware test and all but one case in the real-world test, placing it above every other enterprise vendor in the field, including the names most organizations already have on their shortlist.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"A note on false positives","_metadata":{"uid":"cse809519426346c68"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAlert fatigue is real, and protection scores only mean something when they're paired with accuracy. AV-Comparatives is rigorous about testing both. Elastic recorded zero false alarms on common business software in both tests, which is the metric that matters most for day-to-day operations and a hard requirement for certification. On less common and non-business files, Elastic landed in the \"High\" false-positive band and was flagged alongside other vendors for above-average false positives in the Real-World Protection Test.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat aggressive prevention is exactly why our protection numbers are so high. While it might flag the occasional uncommon or non-business file, we review those cases quickly and adjust our rules. For teams that regularly run unusual internal tooling, it's a known dimension worth tuning. And \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/solutions/security/configure-elastic-defend/configure-an-integration-policy-for-elastic-defend\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic's centralized policy management\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/solutions/security/manage-elastic-defend/trusted-applications\"\u003e\u003cspan style='font-size: 12pt;'\u003etrusted applications\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e lists, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/solutions/security/manage-elastic-defend/elastic-endpoint-exceptions\"\u003e\u003cspan style='font-size: 12pt;'\u003eendpoint exceptions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e are the tools to help and support through the process.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic is within the lines for the Performance Test","_metadata":{"uid":"csf5dfdcedafb79a25"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Performance Test measures how much a product slows down everyday work like copying files, launching apps, browsing, and installing software on deliberately low-end hardware (a Core i3 with 8 GB of RAM). Elastic Security posted a total impact score of 24.2, sitting comfortably under the 40-point threshold required for certification with a Procyon office-productivity score of 90.8 against a clean-system baseline of 100. That is a solid result for a comprehensive security solution running on a modest machine, proving that the best protection doesn’t need to sacrifice performance.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What this means for your organization","_metadata":{"uid":"cs5beb39e5867128d7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis round of testing from AV-Comparatives says something specific and verifiable: Elastic Defend delivers best-in-field prevention — the only 100% malware protection rate in the test and a top-tier real-world score — while staying within the accuracy and performance limits that keep security teams productive rather than buried in noise.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Defend is the endpoint layer of Elastic Security, which unifies endpoint protection, SIEM, investigation, response, and automation and can ingest telemetry from the third-party tools you already run. It deploys in connected, restricted-network and fully air-gapped environments with security content distributed over internal infrastructure when there's no direct internet access.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Get started with Elastic Security","_metadata":{"uid":"cs9cca11226a6c8f32"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eJoin the growing number of businesses that trust Elastic Security to protect their organization against attacks. Experience the peace of mind that comes with knowing that your endpoints\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003eand organization as a whole\u003c/em\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;are secure against the latest threats. Start your Elastic Security\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/serverless-registration?onboarding_token=security\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003efree trial\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, and discover the difference that our protection can make. Visit\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eelastic.co/security\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;to learn more.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csea39a8880e47f891"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs6cff90bace4cf29b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(52, 55, 65);font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs955763b318e45681"}}}],"publish_date":"2026-07-15","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt7cdf52ef357ab22a","_content_type_uid":"tags_topic"},{"uid":"blt47414afcde70b058","_content_type_uid":"tags_topic"},{"uid":"bltac352930d0bd6c7f","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"blte007e1c9cef6ad6b","title":"Endpoint security","label_l10n":"Endpoint security","keyword":"endpoint-security","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:48.898Z","updated_at":"2020-07-06T22:20:15.552Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.524Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"bltdf758e666d3d1da7","_version":1,"title":"AV-comparative-business-blog-header.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-14T19:43:19.013Z","updated_at":"2026-07-14T19:43:19.013Z","content_type":"image/png","file_size":"38431","filename":"AV-comparative-business-blog-header.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-15T17:34:30.169Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltdf758e666d3d1da7/6a569157ade6f5a1f76e6200/AV-comparative-business-blog-header.png"},"title":"Elastic leads the latest AV-Comparatives Malware Protection Test with a perfect score","title_l10n":"Elastic leads the latest AV-Comparatives Malware Protection Test with a perfect score","updated_at":"2026-07-15T17:34:24.114Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/av-comparatives-business-security-test-2026","publish_details":{"time":"2026-07-15T17:34:29.835Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltd2dbbdc7177e9382","_version":11,"locale":"en-us","ACL":{},"abstract_l10n":"Elastic was named a Leader in the Gartner® Magic Quadrant™ for Observability Platforms. In our opinion, Elastic Observability helps teams investigate faster with agentic AI with full context and reduces costs with efficient metrics and logs storage.","author":[{"uid":"blt31d7848852828ddd","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2025-06-19T00:54:28.031Z","created_by":"blte369ea3bcd6ac892","email_id":"","facebook_id":"","first_name":"Natalie","image":{"uid":"blt0bb5c14ce4d2a1a8","_version":1,"title":"natalie.jpg","created_by":"bltd9765be97bbed20c","updated_by":"bltd9765be97bbed20c","created_at":"2025-06-24T16:20:28.632Z","updated_at":"2025-06-24T16:20:28.632Z","content_type":"image/jpeg","file_size":"7421","filename":"natalie.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-06-24T16:20:37.288Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt0bb5c14ce4d2a1a8/685ad04c8481f9bc19ed4ca4/natalie.jpg"},"job_title_l10n":"Director, Communications","key":"","last_name":"Blake","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Natalie Blake","twitter_id":"","updated_at":"2025-06-24T16:20:31.856Z","updated_by":"bltd9765be97bbed20c","publish_details":{"time":"2025-06-24T16:20:37.077Z","user":"bltd9765be97bbed20c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-07-15T15:03:31.548Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs03c9edf208c0037f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 16pt;'\u003eElastic has been named a Leader in the 2026 Gartner® Magic Quadrant™ for Observability Platforms for the third consecutive year. This recognition comes alongside the Gartner companion Critical Capabilities for Observability Platforms report where Elastic ranked first for three of the seven use cases evaluated.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs55dae48a5a873e59"}}},{"image":{"image":{"uid":"blta75009c0a8f01af1","_version":1,"title":"GMQ-2026.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-15T15:06:15.959Z","updated_at":"2026-07-15T15:06:15.959Z","content_type":"image/png","file_size":"512293","filename":"GMQ-2026.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-15T15:29:41.094Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta75009c0a8f01af1/6a57a1e7ade6f57fd06e66b6/GMQ-2026.png"},"_metadata":{"uid":"csf8185c3500eed192"},"caption_l10n":"","alt_text_l10n":"Gartner 2026 Magic Quadrant Graphic","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csc4610438c211bb2d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn our view, the observability market looks different than it did when we first received that recognition. AI has accelerated telemetry volume growth in ways that were difficult to anticipate, putting pressure on storage costs and on the budgets of the teams managing them. Expectations for AI-assisted investigations have moved from conversational to operational and agentic. And the ecosystem has continued to evolve, with \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability/opentelemetry\"\u003e\u003cspan style='font-size: 12pt;'\u003eOpenTelemetry (OTel)\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/prometheus-monitoring\"\u003e\u003cspan style='font-size: 12pt;'\u003ePrometheus\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e establishing themselves as standards that any serious platform needs to support natively, without a schema translation tax.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe believe this recognition reflects how we have responded to those shifts. Here is what we believe got us here.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"High cost-efficiency for logs, metrics, and traces","_metadata":{"uid":"cs1ba1c020b8635cf9"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTelemetry volumes are exploding thanks to AI, driving up costs across the industry. The standard response is to store less: tighter retention policies, aggressive sampling, deprioritized data types. The problem with that approach is that it compounds. Every piece of telemetry dropped is context no longer available, and context is exactly what AI-driven investigations depend on.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic approaches this differently. Elasticsearch stores logs and traces \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/elasticsearch-logsdb-storage-evolution\"\u003e\u003cspan style='font-size: 12pt;'\u003eup to 4x more efficiently\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e than standard indexing, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-metrics-engine-30x-faster-prometheus\"\u003e\u003cspan style='font-size: 12pt;'\u003emetrics up to 2.5x\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e better than Prometheus. It runs two purpose-built engines under a single interface: a full-text search engine optimized for logs and traces, and a fully columnar engine optimized for metrics. Each engine is designed for the shape of the data it handles, which is where the efficiency gains come from. Both share the same query language, APIs, and dashboards, so teams work across all three signal types from a single interface without separate backends to maintain and without context switching between tools. Storing everything costs less than storing a fraction of it on a less efficient platform.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Your logs have the answer. Elastic finds it.","_metadata":{"uid":"cs3c75f17bc324283a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLogs are the richest signal in observability but often underutilized because they are unstructured and expensive to store at full fidelity. Most teams keep what storage budgets allow and treat log search as something done reactively, by experts, when an incident demands it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/streams\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Streams\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e extracts structure, meaning, and operational context from raw logs automatically, turning a reactive, expert-only signal into a proactive one. It uses AI to surface Knowledge Indicators (KIs) without requiring engineers to know what to search for in advance, pulling out entities and dependencies from unstructured data so the relevant context is already available when an alert fires.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"AI-driven investigations with full context","_metadata":{"uid":"cs234e6554faf99e2f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic offers AI agents and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability/aiops\"\u003e\u003cspan style='font-size: 12pt;'\u003emachine learning\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (ML) built on the richest possible context for investigations and root cause analysis (RCA). Because telemetry is stored efficiently enough that nothing needs to be dropped, and log data is structured well enough to be actionable, AI has complete context to work from.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUnderpinning all of this is the retrieval layer. Elasticsearch retrieves relevant logs, metrics, and traces semantically, not just by keyword match. The quality of that retrieval is what determines whether the AI finds the right context or a close approximation of it. This is where \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/context-engineering\"\u003e\u003cspan style='font-size: 12pt;'\u003econtext engineering\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e becomes essential: Elastic structures and enriches telemetry at ingest, tagging entities, extracting dependencies, and building service maps, so that the data is prepared for AI consumption before an alert ever fires.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor teams that need to build their own investigation workflows, Elastic \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/agent-builder\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Builder\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/workflows\"\u003e\u003cspan style='font-size: 12pt;'\u003eWorkflows\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e provide the primitives to construct custom AI agents. Elastic also provides an open repository of \u003c/span\u003e\u003ca href=\"https://github.com/elastic/agent-skills\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Skills\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e that can query Elasticsearch, execute ES|QL, and reason over results. Preconfigured anomaly detection and log categorization capabilities have been a core part of the platform for years. All these capabilities support agent-driven investigations and remediation.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Future-proof with open standards","_metadata":{"uid":"cs73647a08b0119dea"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBetting on a closed stack means migration work every time the ecosystem evolves. Every instrumentation change has an engineering cost in the form of new pipelines, schema translation, and data reconciliation. Within observability, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability/opentelemetry\"\u003e\u003cspan style='font-size: 12pt;'\u003eOTel\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is becoming the dominant instrumentation standard, while \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/prometheus-monitoring\"\u003e\u003cspan style='font-size: 12pt;'\u003ePrometheus\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is often the default for metrics.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch is open by design, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability/infrastructure-monitoring#one-datastore-all-formats-no-context-switching\"\u003e\u003cspan style='font-size: 12pt;'\u003eschema-neutral\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, and built on OTel from the ground up. With Elasticsearch, teams can ingest any data from any source, whether Prometheus, OTel, or any other format, store it natively, and query it as-is. Data stays in its native format with no translation layer and nothing lost in conversion.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What this recognition means to us","_metadata":{"uid":"csb1bbfe37eb960a0e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe believe being named a Leader in the Gartner Magic Quadrant for the third consecutive year reflects what our customers have told us: that observability should not force tradeoffs, teams should be able to store all their telemetry efficiently, to build on open standards rather than closed ones, and to ensure that AI investigations have the full context they need.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEach of the four areas covered here connects to the others: efficiency makes complete context possible, complete context makes AI investigations reliable, and open standards ensure that investment is not lost when the industry moves on. We believe this recognition reflects our continued progress in all four areas.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Read the full report","_metadata":{"uid":"csa5a0b6ee5e1fc877"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/observability/analyst-report/gartner-magic-quadrant-observability-platforms\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e2026 Gartner® Magic Quadrant™ for Observability Platforms\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;and the\u0026nbsp;\u003c/span\u003e\u003ca href=\"http://elastic.co/resources/observability/analyst-report/gartner-critical-capabilities-observability-platforms\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e2026 Gartner® Critical Capabilities for Observability Platforms\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;are now available.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAccess the reports\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;to learn more about the observability market and why we believe Elastic was recognized as a Leader.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eExplore how\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Observability\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;helps organizations investigate issues faster, monitor AI-powered applications, embrace open standards, and operate confidently at scale.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs4674f6953507ff48"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs84d0e889c9a58ab8"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eGartner, Magic Quadrant for Observability Platforms,\u003cbr /\u003ePadraig Byrne, Martin Caren, D.B. Cummings, Neil Young, 13 July 2026.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eGartner, Critical Capabilities for Observability Platforms,\u003cbr /\u003eMartin Caren, Padraig Byrne, D.B. Cummings, Neil Young, 13 July 2026\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eGARTNER is a registered trademark and service mark of Gartner, Inc. and/or its affiliates in the U.S. and internationally, and MAGIC QUADRANT is a registered trademark of Gartner, Inc. and/or its affiliates and are used herein with permission. All rights reserved.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eGartner does not endorse any vendor, product or service depicted in its research publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner research publications consist of the opinions of Gartner’s research organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this research, including any warranties of merchantability or fitness for a particular purpose.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThis graphic was published by Gartner, Inc. as part of a larger research document and should be evaluated in the context of the entire document. The Gartner document is available upon request from Elastic.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003e–\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, ESRE, Elasticsearch Relevance Engine and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csc8378595570c5bff"}}}],"publish_date":"2026-07-15","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt9af3e778f8182890","_version":1,"title":"elastic-white-background.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-15T13:12:44.820Z","updated_at":"2026-07-15T13:12:44.820Z","content_type":"image/png","file_size":"89272","filename":"elastic-white-background.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-15T15:29:41.117Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt9af3e778f8182890/6a57874cd032ab2eb7297a80/elastic-white-background.png"},"title":"Elastic named a Leader in the 2026 Gartner® Magic Quadrant™ for Observability Platforms","title_l10n":"Elastic named a Leader in the 2026 Gartner® Magic Quadrant™ for Observability Platforms","updated_at":"2026-07-16T15:03:33.512Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-leader-gartner-magic-quadrant-observability-platforms-2026","publish_details":{"time":"2026-07-30T08:08:58.550Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt98e28dc0a30cf6ba","_version":2,"locale":"en-us","ACL":{},"abstract_l10n":"Elastic has been named a Leader in the Everest Group Enterprise Search Products PEAK Matrix® Assessment 2026 and identified as holding the largest market share among all 16 providers evaluated.","author":[{"uid":"blt4d2c2bd248a40122","locale":"en-us","ACL":{},"_version":4,"company_l10n":"Elastic","created_at":"2026-02-27T17:29:59.917Z","created_by":"blt3044324473ef223b70bc674c","email_id":"","facebook_id":"","first_name":"Anish","image":{"uid":"blt445b033ae5713c89","_version":1,"title":"headshot-anish-mathur-300x300.jpg","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2026-02-27T17:29:57.913Z","updated_at":"2026-02-27T17:29:57.913Z","content_type":"image/jpeg","file_size":"18379","filename":"headshot-anish-mathur-300x300.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-02-27T17:30:03.365Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt445b033ae5713c89/69a1d495a13e1b73a915d4d0/headshot-anish-mathur-300x300.jpg"},"job_title_l10n":"Director of Product 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Leader in the Everest Group Enterprise Search Products PEAK Matrix® Assessment 2026 and identified as holding the largest market share among all 16 providers evaluated.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Elastic Search AI Platform is a single engine for lexical, semantic, hybrid, and agentic retrieval across structured and unstructured data — built for the governance, deployment flexibility, and open ecosystem that production-scale workloads require.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs2a6754c1e3b5bec5"}}},{"image":{"image":{"uid":"blta224d924253cb823","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-07-01T00:46:45.268Z","created_by":"bltb6c155cd84fc0c1a","file_size":"145875","filename":"image1.jpg","parent_uid":null,"tags":[],"title":"image1.jpg","updated_at":"2026-07-01T00:46:45.268Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-01T07:04:02.009Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta224d924253cb823/6a4463754946d3afc923bf34/image1.jpg"},"_metadata":{"uid":"cs757895fff3f4bc45"},"caption_l10n":"","alt_text_l10n":"Everest Group Enterprise Search Products PEAK Matrix® Assessment 2026 graphic","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csebe4bfd3386009fa"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe think this recognition reflects what our customers already know: getting retrieval right \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eat scale and with full security and compliance control\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e is what separates search that works in a demo from search that holds up in production.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Why Everest Group recognized Elastic","_metadata":{"uid":"csb61adfd985880802"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEverest Group's assessment evaluated providers on market impact (adoption, portfolio diversity, and value delivered) and vision and capability (strategy, technology, deployment, commercial model, and support). Elastic was placed in the Leader category and identified as the market share leader across all enterprise search providers assessed.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eKey strengths cited in the assessment include:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eUnified hybrid search pipeline:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Elasticsearch integrates lexical and vector retrieval, reranking, analytics, and agentic workflows within a single query pipeline, enabling configurable relevance across structured and unstructured enterprise data without separate systems for each retrieval type.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eES|QL-based query abstraction:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Our query language supports multistage retrieval, filtering, aggregation, reranking, and summarization in a single construct, which reduces the engineering overhead of building complex query orchestration.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDeployment flexibility for regulated environments:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Elastic supports self-managed, cloud-hosted, and serverless deployments with data locality controls that let compliance-sensitive organizations keep specific data in specific regions or infrastructure — a requirement, not a feature, for financial services, healthcare, and public sector workloads.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eIntegrated observability through Kibana: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eQuery performance, system activity, zero-result tracking, and custom visualizations in one place so that teams can monitor and tune search quality without building separate tooling.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eOpen ecosystem with a free community version:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Because Elasticsearch is open source, you own the index format, the schema, and the query logic. The free community version means developers can build and validate before committing to a production deployment.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Why this matters for enterprise search buyers","_metadata":{"uid":"cseef4c3cfcb4101cd"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEverest Group's buyer research identifies search accuracy and relevance as the top enterprise search procurement priority, followed closely by security and compliance and ecosystem integrations. In our view, Elastic's Leader positioning reflects our ability to address all three:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSearch accuracy across query types:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e BM25 for exact matches and dense vector retrieval for semantic queries in the same pipeline and fused with reciprocal rank fusion (RRF) and reranked before results are returned. There is no tradeoff between keyword precision and semantic relevance.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSecurity and compliance at scale:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Role-based access control (RBAC), data locality controls, and coverage across SOC 2, ISO 27001, HIPAA, GDPR, and PCI-DSS with permissions enforced at query time, not just at the index level. That distinction matters when you're federating across systems with different access policies.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eIntegrations without the setup tax:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Prebuilt connectors, open APIs, and native support for AWS, Azure, and GCP — no custom connector work, schema mapping, or auth wiring for every data source.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eScale that holds at production load:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Built for the query volumes, concurrent users, and index sizes that expose gaps in platforms that perform well in evaluations but degrade under real workloads.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eA retrieval foundation for agentic AI:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e AI agents reason across multiple retrieval steps; one imprecise result early in a chain compounds into a wrong final answer. Elastic's pipeline returns grounded, citation-backed results at consistent latency across every step.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"What Elastic Search AI Platform delivers","_metadata":{"uid":"csd739ea29e5c7ba5e"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Elastic Search AI Platform gives teams the foundation for enterprise search, retrieval augmented generation (RAG) pipelines, and agentic AI applications:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHybrid retrieval combining BM25 lexical scoring, dense vector search with native state of the art Jina AI models, and knowledge graph-based retrieval are all resolved in a single query pass.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch’s unified vector database helps developers deliver high-precision search and scalable AI experiences faster at lower costs.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch Query Language (ES|QL) for multistage retrieval, aggregation, reranking, and AI-generated summarization are all in one construct.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic supports native vector indexing with HNSW for ANN search and DiskBBQ for memory-efficient, large-scale vector workloads. As workloads grow, developers can tune search for latency, recall, and cost-optimizing performance based on their needs using HNSW, DiskBBQ, and quantization, even as they scale to billions.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic enables agentic workflow execution within the search pipeline, including multistep query decomposition and action execution.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eKibana provides query analytics, search quality monitoring, zero-result tracking, and custom dashboards.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic supports self-managed, cloud-hosted, serverless, and hybrid deployments with data locality controls.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic provides compliance coverage for SOC 2, ISO 27001, HIPAA, GDPR, and PCI-DSS.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic has an open source core with a free community version.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Recent momentum","_metadata":{"uid":"cs1133887e2a813280"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic Inference Service (EIS):\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e A GPU-accelerated inference layer supporting Elasticsearch semantic search, vector search, and generative AI workflows — compatible with leading large language models (LLMs) and native multilingual and multimodal Jina AI models.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDiskBBQ:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e A disk-friendly vector search algorithm that applies IVF with BBQ quantization to compress and cluster vectors for selective disk reads. The result is predictable performance on large vector indices without provisioning memory proportional to index size.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic Agent Builder GA:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Purpose-built tooling for building and deploying AI agents directly within the Elastic platform with support for MCP, A2A, and leading agent frameworks.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAWS Agentic AI Specialization:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Recognition from AWS for enabling autonomous AI systems using Amazon Bedrock AgentCore and AWS-compatible frameworks for production-ready agentic AI deployment.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOrganizations across financial services, manufacturing, retail, technology, and the public sector build on Elasticsearch, including deployments that cut legal research time by two days per query and transaction search systems delivering 10x faster query response across 20 years of financial data.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Read the full report","_metadata":{"uid":"cs403d9886e2f7c5e6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Everest Group Enterprise Search Products PEAK Matrix® Assessment 2026 covers all 16 evaluated providers with detailed capability assessments and sourcing guidance.\u003c/span\u003e\u003ca href=\"https://www.elastic.co/resources/search/report/everest-group-enterprise-search-products-peak\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;Download the full report\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://cloud.elastic.co/registration\"\u003e\u003cspan style='font-size: 12pt;'\u003eStart a free trial\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e or explore\u003c/span\u003e\u003ca href=\"https://www.elastic.co/enterprise-search\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;Elastic Search AI Platform\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to see what production-grade enterprise search looks like.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cse2e9e9a1e11a129c"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs01a8be7ca40fc27a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(25, 25, 25);font-size: 11pt;\"\u003e\u003cstrong\u003eDisclaimer\u003cbr bold=\"[object Object]\"/\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(25, 25, 25);font-size: 11pt;\"\u003e\u003cem\u003eLicensed extracts taken from Everest Group’s PEAK Matrix® Reports may be used by licensed third parties for use in their own marketing and promotional activities and collateral. Selected extracts from Everest Group’s PEAK Matrix® reports do not necessarily provide the full context of our research and analysis. All research and analysis conducted by Everest Group’s analysts and included in Everest Group’s PEAK Matrix® reports is independent and no organization has paid a fee to be featured or to influence their ranking. To access the complete research and to learn more about our methodology, please visit\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003cem\u003e\u003c/em\u003e\u003ca href=\"https://www.everestgrp.com/published-research/peak-matrix/\" target=\"_blank\"\u003e\u003cem\u003e\u003c/em\u003e\u003cspan style=\"font-size: 11pt;\"\u003e\u003cem\u003e\u003c/em\u003e\u003c/span\u003e\u003cem\u003eEverest Group PEAK Matrix® Reports\u003c/em\u003e\u003c/a\u003e\u003cem\u003e\u003c/em\u003e\u003cspan style=\"color: rgb(25, 25, 25);font-size: 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We recommend you [upgrade to this latest version](https://www.elastic.co/docs/deploy-manage/upgrade). We recommend 8.19.21 over the previous versions 8.19.21\n\nFor details of the issues that have been fixed and a full list of changes for each product in this version, please refer to the release notes.\n\nThe 8.19.21 release contains fixes for potential security vulnerabilities. Please see our [security announcement](https://discuss.elastic.co/c/announcements/security-announcements/31) for more details\n","modular_blocks":[],"publish_date":"2026-09-02","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"blt18150282427d18b7","_version":1,"title":"Blog Header Templates (8).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-09-02T11:12:08.160Z","updated_at":"2026-09-02T11:12:08.160Z","content_type":"image/png","file_size":"38740","filename":"Blog_Header_Templates_(8).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-09-02T11:13:33.981Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt18150282427d18b7/6a980488144a150b1dde47d2/Blog_Header_Templates_(8).png"},"title":"Elastic Stack 8.19.21 released","title_l10n":"Elastic Stack 8.19.21 released","updated_at":"2026-09-02T11:13:58.037Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-stack-8-19-21-released","publish_details":{"time":"2026-09-02T11:14:03.556Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltfea4d013b9799126","_version":2,"locale":"en-us","ACL":{},"abstract_l10n":"Read about the updates and bug fixes that have been included in this release.\n","author":[{"_version":1,"locale":"en-us","uid":"blt90490b0faeaa76cf","ACL":{},"company_l10n":"","created_at":"2024-06-12T14:14:52.140Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Julien","image":null,"job_title_l10n":"Sr. Site Reliability Engineer","key":"","last_name":"Mailleret","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Julien Mailleret","twitter_id":"","updated_at":"2024-06-12T14:14:52.140Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-06-12T14:14:55.225Z","user":"bltb6c155cd84fc0c1a"}}],"category":[{"uid":"bltfaae4466058cc7d6","title":"Product release","key":"releases","tags":[],"locale":"en-us","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2018-08-27T12:47:03.147Z","updated_at":"2026-06-03T09:57:21.475Z","ACL":{},"_version":9,"label_l10n":"Product release","_in_progress":false,"publish_details":{"time":"2026-07-24T01:27:49.702Z","user":"bltde77f2161b811714","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-09-02T11:13:36.378Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"Version 9.4.6 of the Elastic Stack was released today. 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Please see our [security announcement](https://discuss.elastic.co/c/announcements/security-announcements/31) for more details\n","modular_blocks":[],"publish_date":"2026-09-02","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"bltbde3fca88c62aefd","_version":1,"title":"Blog Header Templates (9).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-09-02T11:12:02.989Z","updated_at":"2026-09-02T11:12:02.989Z","content_type":"image/png","file_size":"42716","filename":"Blog_Header_Templates_(9).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-09-02T11:13:41.032Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltbde3fca88c62aefd/6a98048208979073a7efc3b5/Blog_Header_Templates_(9).png"},"title":"Elastic Stack 9.4.6 released","title_l10n":"Elastic Stack 9.4.6 released","updated_at":"2026-09-02T11:14:08.735Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-stack-9-4-6-released","publish_details":{"time":"2026-09-02T11:14:13.470Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt5991d0d6928c7b08","_version":3,"locale":"en-us","ACL":{},"abstract_l10n":"Read about the updates and bug fixes that have been included in this release.","author":[{"uid":"blt3727b481546cce89","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2024-05-02T14:29:10.183Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Navya","image":null,"job_title_l10n":"Junior Release Engineer ","key":"","last_name":"Uppalapati","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Navya Uppalapati","twitter_id":"","updated_at":"2024-05-02T14:29:10.183Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2024-05-02T14:29:13.613Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltfaae4466058cc7d6","title":"Product release","key":"releases","tags":[],"locale":"en-us","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2018-08-27T12:47:03.147Z","updated_at":"2026-06-03T09:57:21.475Z","ACL":{},"_version":9,"label_l10n":"Product release","_in_progress":false,"publish_details":{"time":"2026-07-24T01:27:49.702Z","user":"bltde77f2161b811714","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-08-20T13:18:43.379Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"Version 9.5.2 of the Elastic Stack was released today. 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We recommend you [upgrade to this latest version](https://www.elastic.co/docs/deploy-manage/upgrade). We recommend 8.19.20 over the previous version 8.19.19\n\nFor details of the issues that have been fixed and a full list of changes for each product in this version, please refer to [the release notes](https://www.elastic.co/guide/en/starting-with-the-elasticsearch-platform-and-its-solutions/8.19/new.html).\n","modular_blocks":[],"publish_date":"2026-08-11","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"blt6d2486d04dd6a4c1","_version":1,"title":"Blog Header Templates (4).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-08-14T18:10:50.134Z","updated_at":"2026-08-14T18:10:50.134Z","content_type":"image/png","file_size":"48611","filename":"Blog_Header_Templates_(4).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-14T18:10:56.673Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt6d2486d04dd6a4c1/6a7f5a2aaf79243df625b17d/Blog_Header_Templates_(4).png"},"title":"Elastic Stack 8.19.20 released","title_l10n":"Elastic Stack 8.19.20 released","updated_at":"2026-08-14T18:10:51.135Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-stack-8-19-20-released","publish_details":{"time":"2026-08-14T18:10:56.465Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltcf81fb8d4e72b9d5","_version":1,"locale":"en-us","ACL":{},"abstract_l10n":"Read about the updates and bug fixes that have been included in this release.","author":[{"uid":"blt3727b481546cce89","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2024-05-02T14:29:10.183Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Navya","image":null,"job_title_l10n":"Junior Release Engineer ","key":"","last_name":"Uppalapati","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Navya Uppalapati","twitter_id":"","updated_at":"2024-05-02T14:29:10.183Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2024-05-02T14:29:13.613Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltfaae4466058cc7d6","title":"Product release","key":"releases","tags":[],"locale":"en-us","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2018-08-27T12:47:03.147Z","updated_at":"2026-06-03T09:57:21.475Z","ACL":{},"_version":9,"label_l10n":"Product release","_in_progress":false,"publish_details":{"time":"2026-07-24T01:27:49.702Z","user":"bltde77f2161b811714","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-08-14T18:17:29.757Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"Version 9.4.5 of the Elastic Stack was released today. We recommend you [upgrade to this latest version](https://www.elastic.co/docs/deploy-manage/upgrade). We recommend 9.4.5 over the previous versions 9.4.4\n\nFor details of the issues that have been fixed and a full list of changes for each product in this version, please refer to [the release notes](https://www.elastic.co/docs/release-notes).\n","modular_blocks":[],"publish_date":"2026-08-11","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"blt6fa34a4dd5b02b72","_version":1,"title":"Blog Header Templates (5).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-08-14T18:17:23.627Z","updated_at":"2026-08-14T18:17:23.627Z","content_type":"image/png","file_size":"44001","filename":"Blog_Header_Templates_(5).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-14T18:17:35.549Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt6fa34a4dd5b02b72/6a7f5bb3ef5befc0e64fabb4/Blog_Header_Templates_(5).png"},"title":"Elastic Stack 9.4.5 released","title_l10n":"Elastic Stack 9.4.5 released","updated_at":"2026-08-14T18:17:29.757Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-stack-9-4-5-released","publish_details":{"time":"2026-08-14T18:17:35.370Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt2854821f1be236f2","locale":"en-us","_version":1,"ACL":{},"abstract_l10n":"Read about the updates and bug fixes that have been included in this release.\n","author":[{"uid":"blt3727b481546cce89","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2024-05-02T14:29:10.183Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Navya","image":null,"job_title_l10n":"Junior Release Engineer ","key":"","last_name":"Uppalapati","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Navya Uppalapati","twitter_id":"","updated_at":"2024-05-02T14:29:10.183Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2024-05-02T14:29:13.613Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltfaae4466058cc7d6","title":"Product release","key":"releases","tags":[],"locale":"en-us","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2018-08-27T12:47:03.147Z","updated_at":"2026-06-03T09:57:21.475Z","ACL":{},"_version":9,"label_l10n":"Product release","_in_progress":false,"publish_details":{"time":"2026-07-24T01:27:49.702Z","user":"bltde77f2161b811714","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-08-14T18:20:00.636Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"Version 9.5.1 of the Elastic Stack was released today. We recommend you [upgrade to this latest version](https://www.elastic.co/docs/deploy-manage/upgrade). We recommend 9.5.1 over the previous versions 9.5.0\n\nFor details of the issues that have been fixed and a full list of changes for each product in this version, please refer to [the release notes](https://www.elastic.co/docs/release-notes).\n","modular_blocks":[],"publish_date":"2026-08-11","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"blt9dbb4e0ea4b3ba9b","_version":1,"title":"Blog Header Templates (6).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-08-14T18:18:58.652Z","updated_at":"2026-08-14T18:18:58.652Z","content_type":"image/png","file_size":"43707","filename":"Blog_Header_Templates_(6).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-14T18:20:06.758Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt9dbb4e0ea4b3ba9b/6a7f5c12c260237374b38d26/Blog_Header_Templates_(6).png"},"title":"Elastic Stack 9.5.1 released","title_l10n":"Elastic Stack 9.5.1 released","updated_at":"2026-08-14T18:20:00.636Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/elastic-stack-9-5-1-released","publish_details":{"time":"2026-08-14T18:20:06.577Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltca986f0d19befc47","_version":6,"locale":"en-us","ACL":{},"abstract_l10n":"Azure Private Link for Elastic Cloud Serverless is generally available. Your traffic stays inside Azure's private backbone — no public internet exposure required.","author":[{"uid":"bltd740d971d3db084e","_version":3,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-05-27T12:55:16.082Z","created_by":"blt03b12f5a6591ef8c","email_id":"","facebook_id":"","first_name":"Alex","image":{"uid":"blt1b64b12bcba9a87c","_version":1,"title":" Alex Chalkias","created_by":"blt03b12f5a6591ef8c","updated_by":"blt03b12f5a6591ef8c","created_at":"2026-05-27T12:55:15.223Z","updated_at":"2026-05-27T12:55:15.223Z","content_type":"image/png","file_size":"54678","filename":"54be7004f3b0cb9b4cba66041396539882c602a8-244x262.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-07-23T12:21:16.369Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt1b64b12bcba9a87c/6a16e9b3ab7f08608fdb9ae3/54be7004f3b0cb9b4cba66041396539882c602a8-244x262.png"},"job_title_l10n":" Principal Product Manager","key":"alex-chalkias","last_name":"Chalkias","linkedin_id":"","paragraph_l10n":"\u003cp\u003eAlex is an experienced PM focused on cloud solutions. He likes working at the tech-business intersection, navigating complex projects, and uncovering customer needs. Outside work, he enjoys tennis, binge-watching series, and cooking for friends.\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Alex Chalkias","twitter_id":"","updated_at":"2026-07-23T12:21:06.643Z","updated_by":"blt3e52848e0cb3c394","publish_details":{"time":"2026-07-23T12:21:16.008Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt7ef65403d7434819","locale":"en-us","ACL":{},"_version":5,"company_l10n":"Elastic","created_at":"2025-07-21T18:39:41.276Z","created_by":"blt3044324473ef223b70bc674c","email_id":"","facebook_id":"","first_name":"Jordi","image":{"uid":"bltad45751bb496f301","_version":1,"title":"headshot-jordi-mon-companys-300x300.jpg","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2026-06-26T04:10:08.792Z","updated_at":"2026-06-26T04:10:08.792Z","content_type":"image/jpeg","file_size":"23131","filename":"headshot-jordi-mon-companys-300x300.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-06-26T04:10:22.026Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltad45751bb496f301/6a3dfba0252b3b04e51af9b5/headshot-jordi-mon-companys-300x300.jpg"},"job_title_l10n":"Principal Product Marketing Manager, Platform","key":"","last_name":"Mon Companys","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Jordi Mon Companys","twitter_id":"","updated_at":"2026-07-13T14:21:35.658Z","updated_by":"blt03b12f5a6591ef8c","publish_details":{"time":"2026-07-13T16:35:28.478Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltfaae4466058cc7d6","title":"Product release","key":"releases","tags":[],"locale":"en-us","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2018-08-27T12:47:03.147Z","updated_at":"2026-06-03T09:57:21.475Z","ACL":{},"_version":9,"label_l10n":"Product release","_in_progress":false,"publish_details":{"time":"2026-07-24T01:27:49.702Z","user":"bltde77f2161b811714","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-08-04T02:40:07.926Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs789181675b7e3eca"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless now supports Azure Private Link, generally available (GA) as of August 4, 2026. With this release, you can connect your Azure workloads directly to your Serverless projects over Azure's private network backbone without exposing your Elastic endpoints to the public internet. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/security/private-connectivity\"\u003e\u003cspan style='font-size: 12pt;'\u003eAWS PrivateLink support shipped in February 2026\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e; Azure is the second cloud provider to reach GA.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What Azure Private Link does","_metadata":{"uid":"csa5488c3b76846488"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen you associate an Azure Private connection policy with a Serverless project, traffic between your Azure Virtual Network and Elastic travels entirely within Azure's network fabric. The public Elastic endpoints remain resolvable, but once a policy is attached, any request that does not arrive through a matching private endpoint or IP filter is rejected with \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003e403 Forbidden\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e. There is no separate \"private endpoint only\" toggle; the policy attachment itself enforces the access boundary.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe connection runs through an Azure private endpoint in your VNet. Elastic hosts a Private Link service on our side; you create the private endpoint in your subscription, and Elastic auto-approves it when your VNet is whitelisted by a policy you create. All data — ingestion, search, and Kibana — travels through that private path.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOn Azure, a private connection policy is required (not optional). The policy carries the resource IDs of the private endpoints you want to admit, and Elastic uses it to auto-approve connection requests. This differs from AWS, where the policy is optional, and you can approve connections manually.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cse7db60b560d07ec1"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs0ffae9519b7b89ea"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor the list of supported Azure regions, see \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/deploy/elastic-cloud/regions\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless regions\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. Due to a limitation in Azure, Private Link support is not yet available in northeurope region even though Elastic Cloud Serverless is.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"How to set it up","_metadata":{"uid":"cs1cffa846746f68e5"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe full configuration steps are in the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/security/private-connectivity-azure\"\u003e\u003cspan style='font-size: 12pt;'\u003eAzure private connectivity documentation\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. At a high level:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn Azure, create a private endpoint pointing to the Elastic Private Link service for your project.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUpdate your DNS to resolve the Elastic endpoint hostnames to the private IP of your endpoint.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn Elastic Cloud, create a private connection policy and add the Resource name and Resource ID of your private endpoint. Elastic uses \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003eproperties.resourceGUID\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e from the Azure resource — the field labeled \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eResource ID \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ein the Azure portal.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eOptionally, you can associate the policy with your Serverless project in Elastic Cloud Console.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"cscb7c7edaeda868b6"}}},{"image":{"image":{"uid":"bltbf13a9baed936ac4","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-04T02:41:32.823Z","created_by":"bltb6c155cd84fc0c1a","file_size":"284273","filename":"create-private.png","parent_uid":null,"tags":[],"title":"create-private.png","updated_at":"2026-08-04T02:41:32.823Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-04T06:00:01.928Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltbf13a9baed936ac4/6a71515c75ed463df14a84f0/create-private.png"},"_metadata":{"uid":"csc495650ad717900b"},"caption_l10n":"","alt_text_l10n":"create private connection ","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csc4e0700147be76e4"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eYou can create up to 1,024 network security policies per organization with up to 128 sources (private endpoints or IP ranges) per policy. A single policy can be shared across multiple projects.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eIP filters and private endpoints can coexist.\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e When you attach both an IP filter policy and a private connection policy to the same project, each incoming request must match at least one attached policy; it does not need to match all of them. Traffic arriving through the private endpoint matches the private connection policy. Traffic arriving from a listed IP range matches the IP filter. Any traffic that matches neither is rejected.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Packaging and availability","_metadata":{"uid":"cs2b68deb341203e83"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003ePrivate connectivity for Serverless is included in the following tiers at no additional charge and is effective August 4, 2026:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eObservability Serverless projects:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e require \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eObservability Complete\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSecurity Serverless projects:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e require \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSecurity Analytics Complete\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor other project types, such as \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElasticsearch Serverless projects\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, the feature is available with no tier requirement.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eProjects created before August 4, 2026\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e are grandfathered regardless of tier. Any Serverless project created before that date can use traffic filtering — both private connections and IP filters — without restriction for the project's lifetime. This applies even if the project is not currently using traffic filtering; projects created before the cutoff date can configure it at any time.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf you upgrade an observability or security project to the Complete tier after August 4, the platform automatically applies your default network security policies to the newly eligible project — no manual reconfiguration needed.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eGating is enforced in both the Elastic Cloud Console UI and the API. Projects that do not meet the tier requirement and were created on or after August 4 will not have the option to associate a private connection or IP filter policy.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs5cf737cea63a15ff"}}},{"image":{"image":{"uid":"blt73dd5ed2e33f5893","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-04T02:42:01.782Z","created_by":"bltb6c155cd84fc0c1a","file_size":"108027","filename":"apply-to-resources.png","parent_uid":null,"tags":[],"title":"apply-to-resources.png","updated_at":"2026-08-04T02:42:01.782Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-04T06:00:01.955Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt73dd5ed2e33f5893/6a7151797724f230dc044301/apply-to-resources.png"},"_metadata":{"uid":"cs3026a69325512e69"},"caption_l10n":"","alt_text_l10n":"apply to resources","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"Private connectivity across cloud providers","_metadata":{"uid":"cs840daec1d518f960"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAzure Private Link now joins \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/security/private-connectivity-aws\"\u003e\u003cspan style='font-size: 12pt;'\u003eAWS PrivateLink\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, which has been available for Serverless since February 2026, as part of Elastic's ongoing investment in network security across major cloud providers. For the current list of supported providers and regions, see the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/security/private-connectivity\"\u003e\u003cspan style='font-size: 12pt;'\u003eprivate connectivity documentation\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Frequently asked questions","_metadata":{"uid":"cs8d1511554114fac8"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDoes Azure Private Link also work for Elastic Cloud Hosted deployments?\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eAzure Private Link for Hosted deployments has been available via a separate API. This release covers Elastic Cloud Serverless specifically.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCan I use both an IP filter and a Private connection policy on the same project?\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eYes. Each request must match at least one attached policy. A private-endpoint connection matches the Private connection policy; traffic from a listed IP range matches the IP filter. Traffic matching neither is rejected.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eIs a policy required on Azure to secure a private connection?\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eYes, for Azure Private Link, you must create a policy in Elastic Cloud Console and add your private endpoint’s Resource name and Resource ID before Elastic will approve the connection. This differs from AWS, where the policy is optional. Associating the policy with specific projects is optional and only needed if you want to filter the traffic coming from specific private endpoints.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDo I need a separate endpoint per project or per solution type?\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eOne private connection policy referring to your Azure private endpoint can be attached to multiple projects. Each Serverless project has its own private hostname that uses a private connection. See the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/deploy-manage/security/private-connectivity-azure\"\u003e\u003cspan style='font-size: 12pt;'\u003edocumentation\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e for the per-endpoint configuration details.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs246b949f963e9900"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs50206db34a452995"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 11pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs2d92028edaed84e1"}}}],"publish_date":"2026-08-04","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"bltc3067ddccda555c1","ACL":{},"created_at":"2023-11-06T21:50:08.806Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elastic-cloud","label_l10n":"Elastic Cloud","tags":[],"title":"Elastic Cloud","updated_at":"2023-11-06T21:50:08.806Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.096Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltc76ab818663a30de","_content_type_uid":"tags_topic"},{"uid":"blt2d51fc8cada40465","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"bltcb543cd010a1e2a8","ACL":{},"created_at":"2020-06-17T03:33:30.831Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"cloud","label_l10n":"Cloud","tags":[],"title":"Cloud","updated_at":"2020-07-06T22:20:17.019Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:21.552Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blta15262f936172268","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-08-04T02:29:54.515Z","created_by":"bltb6c155cd84fc0c1a","file_size":"161504","filename":"azure-privatelink.png","parent_uid":null,"tags":[],"title":"azure-privatelink.png","updated_at":"2026-08-04T02:29:54.515Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-08-04T06:00:01.901Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta15262f936172268/6a714ea20c5aa94fbdf8672a/azure-privatelink.png"},"title":"Azure Private Link for Elastic Cloud Serverless is now generally available","title_l10n":"Azure Private Link for Elastic Cloud Serverless is now generally available","updated_at":"2026-08-04T02:45:11.949Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/azure-private-link-elastic-cloud-serverless","publish_details":{"time":"2026-08-04T06:00:01.826Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt6c52353bcd8fc374","_version":31,"locale":"en-us","ACL":{},"abstract_l10n":"Today, we are pleased to announce the GA of Elastic 9.5 as the latest version of the Elasticsearch Platform. This release includes a range of new features, including Columnar Mode, VectorDB index mode, and Agent Builder enhancements. Learn more.","author":[{"uid":"blte77e3a1094542909","locale":"en-us","_version":1,"ACL":{},"company_l10n":"","created_at":"2026-07-28T17:27:44.483Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Sarah","image":null,"job_title_l10n":"Principal Product Marketing Launch Ops \u0026 Programs Manager","key":"","last_name":"Leslie","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Sarah Leslie","twitter_id":"","updated_at":"2026-07-28T17:27:44.483Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-28T17:27:49.094Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltfaae4466058cc7d6","title":"Product release","key":"releases","tags":[],"locale":"en-us","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2018-08-27T12:47:03.147Z","updated_at":"2026-06-03T09:57:21.475Z","ACL":{},"_version":9,"label_l10n":"Product release","_in_progress":false,"publish_details":{"time":"2026-07-24T01:27:49.702Z","user":"bltde77f2161b811714","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-07-28T17:53:04.947Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs4c5e0687f589e416"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eToday, we are pleased to announce the general availability (GA) of Elastic 9.5 as the latest version of the Elasticsearch Platform. This release includes a range of new features aimed to help developers do more with their data, build AI agents more confidently, and sharpen security operations with the introduction of new capabilities across \u003c/span\u003e\u003ca href=\"https://www.elastic.co/enterprise-search\"\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Observability\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Security\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csca5b585cb5c0ef33"}}},{"image":{"image":{"uid":"blt4bfd681c46dae24a","_version":1,"title":"image3.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-28T17:47:44.688Z","updated_at":"2026-07-28T17:47:44.688Z","content_type":"image/png","file_size":"346736","filename":"image3.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-04T14:39:49.770Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt4bfd681c46dae24a/6a68eb4078b5fe9c668ef24c/image3.png"},"_metadata":{"uid":"cs465a89ddec2615e6"},"caption_l10n":"The Elasticsearch Platform","alt_text_l10n":"The Elasticsearch Platform","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"What’s new in Elastic 9.5? ","_metadata":{"uid":"cs76e3fb426b498b81"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 continues the advancement of Elasticsearch in efficiency, visibility, and performance to help make enterprise data more accessible and useful. With Elastic 9.5, users can:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eStore more, query faster, and retain longer with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#the-multi-signal-datastore-for-any-workload \" target=\"_self\"\u003e\u003cstrong\u003eColumnar Mode\u003c/strong\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e— Elasticsearch as a native columnar database\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSkip the setup and index tuning with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#vector-database\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eVectorDB index mode and auto-calibration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;—\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003evector search that works out of the box\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMigrate Prometheus workloads to Elasticsearch with the GA of\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#native-prometheus-and-promql-support,-now-ga\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003enative Prometheus and PromQL support\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHelp reach\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#alert-zero:-from-alert-queue-to-validated-threats\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003eAlert Zero\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e;\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003ethe SOC's version of inbox zero — a queue worked down to what actually matters, reached by agents and analysts together\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBuild smarter AI agents with the latest Elastic\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0#more-agent-builder-enhancements!\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgent Builder enhancements\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, including Agent Observability and Monitoring and advanced human-in-the-loop approvals\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead more about these and additional feature highlights below.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elasticsearch","_metadata":{"uid":"cs2ea8ab005b55062c"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 brings advancements designed to help every user move faster, operate with greater confidence, and get more value from their data with less friction. This release innovates on\u0026nbsp; multiple aspects of the Elasticsearch Platform from storing and querying data to building and governing AI agents alongside Kibana dashboard enhancements. Read on for details.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The multi-signal datastore for any workload","_metadata":{"uid":"cse1bf1f06f9d8ece1"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic is pleased to announce the technical preview of \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-storage\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eColumnar Mode\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, an opt-in indexing mode that stores each field once in a column store with no inverted index by default, delivering meaningfully smaller storage footprints and a foundation for faster indexing, analytical queries, and longer data retention. It ships alongside existing index modes with zero changes to APIs, dashboards, or integrations. Building on that foundation, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eColumnar Logs\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e is the first specialized profile purpose-built for log data; it keeps a single inverted index on the message field, so full-text search stays fast while storing everything else fully columnar. The result is significantly less storage than logs use today without changing the search experience teams rely on. Both modes are opt-in and existing indices are untouched.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Vector database","_metadata":{"uid":"cs9e643a96ff6d08c7"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eTeams building retrieval for retrieval augmented generation (RAG) applications and agentic AI usually have to make many configuration decisions at index time, and that work grows at production scale. We're introducing these capabilities to take the setup and index tuning off your plate, so vector search works out of the box.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eVectorDB index mode\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;delivers high-performance vector search with a single setting; there’s no manual configuration required. It applies defaults already optimized for vectors, tuning quantization, merge policy, and cache loading for you, so vector search is simpler to stand up and performs out of the box.\u003c/span\u003e\u003c/p\u003e\u003cimg 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\" width=\"331\"/\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/vector-quantization-auto-calibration-diskbbq\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAuto-calibration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e\u0026nbsp;for DiskBBQ vector search\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;automatically configures quantization depth, preconditioning, and oversampling based on statistical analysis of the vectors in the index. The tuning that normally takes expertise and experimentation now happens on its own, using unique algorithms developed at Elastic.\u003c/span\u003e\u003c/p\u003e\u003cimg 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\" width=\"264\"/\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/semantic-field-multimodal-search-elasticsearch\" target=\"_self\"\u003e\u003cstrong\u003eMultimodal semantic\u003c/strong\u003e\u003c/a\u003e\u003cstrong\u003e search makes image search easier for developers.\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Searching images normally means setting up embeddings, ingesting and embedding images, and embedding the query. The new\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cspan data-type='inlineCode'\u003esemantic\u003c/span\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;field simplifies these steps, so users can search images as easily as they search text with\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-semantic-text-ga\" target=\"_self\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cspan data-type='inlineCode'\u003esemantic_text\u003c/span\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"More Agent Builder enhancements!","_metadata":{"uid":"csd8ffa3f7bfa46cf6"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic 9.5 gives developers greater visibility and control when building AI agents for production.\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/opentelemetry-tracing-agent-builder\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAgent Observability and Monitoring\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, now available in technical preview, traces large language model (LLM) calls, tool invocations, and reasoning steps as OpenTelemetry (OTel) in Elasticsearch while\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ehuman-in-the-loop approvals\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;gate sensitive actions and record each decision in an audit trail. Developers can also\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ecreate skills, queries, and workflows directly from chat\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eby describing the capability they need, such as a workflow to generate a dashboard. Agent Builder then drafts, names, and saves the configuration without requiring them to leave the conversation, reducing setup time and the need to understand the underlying configuration model.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"AI-native Kibana","_metadata":{"uid":"csd144332ce7f2a528"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith 9.5, our\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e Dashboards \u0026amp; Visualizations API \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ebecomes generally available, providing platform teams with a stable and supported way to create, update, and manage dashboards and visualizations in code. Additionally, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003edashboards in chat \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eis now GA with improved chat quality as well as controls creation and delivers higher speed. These advancements dramatically reduce time-to-insight and eliminate the need for users to build dashboards manually, expediting incident investigation, where speed to a clear visual directly shortens time-to-resolution. And, for use cases where speed is paramount, toggle-on \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eFast Mode UI \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eallows STATS-based queries in Dashboards and Discover to run on a sampled dataset instead of scanning full data, extrapolating results back to real scale while keeping accuracy very close to exact.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced automation where your data lives","_metadata":{"uid":"cs277953e85fdb7bba"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows in 9.5 makes automations faster to build and shows exactly what a workflow will do before it runs. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/ai-workflow-automation-natural-language\"\u003e\u003cspan style='font-size: 12pt;'\u003eNatural language authoring\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now generally available and on by default, so teams can describe the automation they want in plain language that’s generated automatically. Versioning is built in, tracking every change, letting teams compare any two versions, and rolling back to a working one in a click, so there’s always a record of who changed what and when. Visual mode shows a workflow as a graph with its triggers, steps, branches, and logic visible at a glance alongside the YAML; drag-and-drop editing is coming next. And human-in-the-loop now reaches outside Kibana. When a workflow needs a person to approve or weigh in, it pauses and sends the request to tools like Slack. Automation handles the routine while teams stay on top of the decisions that need judgment. These are Elasticsearch Platform capabilities, available across Search, Observability, and Security.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Observability ","_metadata":{"uid":"csa681ccb301d2b360"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 delivers observability upgrades designed to make unified monitoring faster to adopt and easier to scale. Whether you're migrating from Prometheus, onboarding Kubernetes, or connecting cloud and SaaS data, it's easier to get started with less operational overhead. Improved SRE workflows, managed integrations, and AI-ready context help teams move from detection to diagnosis faster.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Native Prometheus and PromQL support, now GA","_metadata":{"uid":"cs5438d5e469fd523b"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith 9.5, it is easier than ever to consolidate observability with best-in-class metrics. With the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/prometheus-metrics-elasticsearch-getting-started\"\u003e\u003cspan style='font-size: 12pt;'\u003ePrometheus remote-write endpoint and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003enative PromQL\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esupport\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e embedded directly in ES|QL, teams can point existing Grafana dashboards and queries at Elastic with minimal migration effort — no need to abandon the query language and workflows they've spent years building. A new \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/migrate-datadog-grafana-dashboards-alerts-to-kibana\"\u003e\u003cspan style='font-size: 12pt;'\u003emigration tool\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is also now GA, helping bring Grafana and Datadog dashboards and alerts into Elastic automatically and making it easier for users to benefit from Elasticsearch's storage efficiency (up to 2.5x better than Prometheus) and faster query performance (up to 30x faster than Prometheus) without starting from scratch. In 9.5, a new codec (ES95) builds on \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElasticsearch's\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e already substantial efficiency gains \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-columnar-metrics-engine-30x-faster-prometheus\"\u003e\u003cspan style='font-size: 12pt;'\u003ewith columnar metrics\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e to push storage costs down a further ~20% to roughly 3 bytes per sample, so users can monitor more services and retain metrics longer without ballooning the bill. Along with \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0?#ai-native-kibana\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003edashboards-as-code\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and dashboards in chat, these updates let users unify metrics, logs, and traces on a single platform and correlate across all three for faster root cause analysis while keeping the workflows and standards they already rely on.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Complete integrations fully loaded with AI","_metadata":{"uid":"cs64b6c39f41752ca5"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic's latest out-of-the-box integrations for Kubernetes and AWS (tech preview) mean you can go from zero to fully monitored in minutes. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/kubernetes-dashboards-alerts-anomaly-detection\"\u003e\u003cspan style='font-size: 12pt;'\u003eKubernetes monitoring\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now GA and ships complete with preconfigured dashboards, alerts, SLOs, and machine learning jobs. Plus, \u003c/span\u003e\u003ca href=\"https://github.com/elastic/agent-skills\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgent Skills\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and an \u003c/span\u003e\u003ca href=\"https://github.com/elastic/example-mcp-app-observability\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eObservability MCP app\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e make health monitoring, anomaly detection, incident investigation, and remediation available through any MCP-enabled AI tool where SREs already work. These comprehensive integration packages enable teams to get immediate value from metrics from the moment they connect.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Easier onboarding of cloud native data","_metadata":{"uid":"cs567c718fc3a455e0"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/docs/reference/integrations/managed_integrations\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic managed integrations\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e eliminate the operational burden of ingesting cloud data sources. With just a few clicks, users can now ingest and start getting value without deploying or maintaining on-prem agents. In the spirit of the “easy button,” we’ve also \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003esimplified Kubernetes and AWS\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e onboarding by streamlining both setup flows to default to the recommended OTel path, meaning platform engineers and SREs can get up and running without navigating multiple screens and decisions.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced APM and LLM observability","_metadata":{"uid":"cs7c18830d2b60cfa5"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e9.5 delivers a major quality of life improvement for SREs and developers investigating service incidents. \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/service-map-apm-dependency-analysis\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDependency analysis in alerts and dashboards\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eintroduces\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003ea faster route to triage, eliminating context-switching by surfacing service maps directly in an alert or custom dashboard. Better \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/red-metrics-trace-breakdown-discover\"\u003e\u003cspan style='font-size: 12pt;'\u003esurfacing of anomalies\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e in APM service health views makes ML-based degradation signals easier to spot.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s new \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability-labs/blog/anthropic-claude-api-monitoring\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAnthropic integration\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e for LLM observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e polls Anthropic's Admin APIs to ingest organization-wide telemetry from the Claude API platform, token usage, cost, and rate limit configuration into Elasticsearch with prebuilt Kibana dashboards and out-of-the-box alerts.\u003c/span\u003e\u003c/p\u003e\u003cfigure style=\"text-align: center\"\u003e\u003cdiv data-img-caption-container=\"true\" style=\"display: inline-block; text-align: center;\"\u003e\u003cimg alt=\"Identify dependencies directly on your alert detail pages.\" src=\"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt067e8b4fb11c577d/6a68fe5e4a8634f3338e86b7/image.png\" style=\"text-align: center;\" /\u003e\u003cfigcaption style=\"text-align: center;\" \u003eIdentify dependencies directly on your alert detail pages.\u003c/figcaption\u003e\u003c/div\u003e\u003c/figure\u003e"},{"title_l10n":"Elastic Security","_metadata":{"uid":"cs8f784c22a169b3e0"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Security 9.5 gives analysts more time to decide and fewer alerts to sort. Stronger endpoint protection stops more threats before they ever raise an alert. Attack Discovery works the alerts that do fire the way an analyst would, surfacing the real attacks so that teams don't start their day buried in raw alerts. And automation runs underneath it all, triggering those investigations and handling the mechanical work, so the decisions stay with analysts.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Alert Zero: From alert queue to validated threats","_metadata":{"uid":"csd47364aa92a03d2e"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/security-labs/agentic-soc-alert-triage-alertzero\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAlert Zero\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;is the SOC's version of inbox zero, a queue worked down to what actually matters, reached by agents and analysts together. It’s a goal teams move toward. It doesn't mean zero alerts, and it doesn't mean replacing the analysts. Attack Discovery is what gets a SOC closer to Alert Zero. It now investigates like an analyst by threat-hunting raw events, checking entity risk, and corroborating beyond the alerts that first fired before it calls anything an attack, so teams open a short list of validated attacks instead of a wall of raw alerts. When it finds something the rules missed, it drafts an ES|QL rule to close the gap with an analyst approving before anything is saved.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eEvery run goes through the same investigation now, whether kicked off manually, set on a recurring cadence, or triggered from an Elastic Workflow. A separate alert analysis workflow works the noise from the other side, classifying alerts as true or false positives so that analysts stop losing hours to low-fidelity ones, leaving Attack Discovery a cleaner set to investigate.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Enhanced endpoint protection","_metadata":{"uid":"cs7d2ac3456975a485"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWith Elastic Security 9.5, new\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/security-labs/vulnerable-driver-detection-elastic-defend-byovd\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eendpoint capabilities\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;make protection stronger and extend coverage across more devices. For vulnerable drivers, which attackers bring in already signed and trusted to reach the kernel, our threat research team monitors public disclosure sources like VirusTotal, loldrivers.io and Microsoft's blocklist. Through an always-on process, Elastic automatically generates and instantly deploys YARA rules as new drivers are disclosured, so protection keeps pace instead of waiting on a release cycle. That speed matters when AI-driven attacks can move from one machine to the next in under a minute, faster than any response workflow can react. Windows on ARM is now fully covered in Elastic Defend, bringing Surface and other ARM-based laptops into full coverage. And a new endpoint troubleshooting skill in Agent Builder flags policy and performance issues, so teams spend less time chasing endpoint problems.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Automation across your SOC","_metadata":{"uid":"cs72ef596968bff27e"},"header_style":"H4","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/blog/whats-new-elastic-9-5-0?#enhanced-automation-where-your-data-lives\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Workflows\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e brings native automation to the SOC, so a detection can trigger enrichment, case creation, and response automatically with no separate SOAR to buy, integrate, or maintain. Humans stay on the decisions that need judgment.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"In case you missed it …","_metadata":{"uid":"cs557c07c970d1a14a"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn between stack releases, we’re not just resting on our laurels. The time between Elastic 9.4 and 9.5 was anything but quiet. Here's a roundup of some key announcements ICYMI:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eJina AI updates:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/jina-embeddings-v5-omni-all-media-one-index\"\u003e\u003cspan style='font-size: 12pt;'\u003ejina-embeddings-v5-omni\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e extends the v5-text model family with native image, audio, and video support, carrying nearly 100 languages across all four modalities in a single embedding space with no reindexing required.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/on-prem-ai-jina-embedding-models\"\u003e\u003cspan style='font-size: 12pt;'\u003eJina On-Prem\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now available for teams with strict data residency requirements. It packages the full Jina AI model lineup (e.g., reader, embedding, and reranking) to run entirely on your own hardware, fully air-gapped with zero outbound calls once deployed. Costs are fixed and predictable, not metered per token. The embedding models search text, images, audio, and video across nearly 100 languages in a single embedding space with accuracy that rivals much larger models on commodity hardware.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe've released\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/jina-reranker-35-legal-medical-structured-data\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u0026nbsp;jina-reranker-v3.5\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, a drop-in successor to jina-reranker-v3. \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003ejina-reranker-v3.5\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, at just 600M parameters, beats its predecessor by 50%+ on case law with further gains on medical and financial reranking and runs up to 56% faster on long documents. Against Qwen3-Reranker-4B, a widely used open source reranker more than seven times its size, it wins outright on general-purpose search and one structured-data benchmark and closes most of the remaining gap everywhere else.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elasticsearch-reindex-node-relocation-pit-serverless\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eReindex from remote\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e is now generally available in Elastic Cloud Serverless, giving teams a seamless way to migrate indices from any Elastic Cloud Hosted deployment or Serverless project, regardless of region, directly into their Serverless environment. The operation is built for the realities of Serverless infrastructure; it automatically resumes through node shutdowns triggered by scaling events or software deployments, so your migration keeps moving without manual intervention.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Start here now","_metadata":{"uid":"csf05711966cecbdb6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 is packed to the brim with new and enhanced features ready to help organizations get the most out of their data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic 9.5 is \u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/registration\"\u003e\u003cspan style='font-size: 12pt;'\u003enow available on Elastic Cloud\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, the hosted Elasticsearch service that includes all of the new features in this latest release.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs0bc9d90f7703644f"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs2bd7c587737f0ffb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs509895f2c59a88c6"}}}],"publish_date":"2026-08-04","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}},{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt06b80eb6b39592e6","_version":1,"title":"9.5-blog.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-07-28T17:25:32.582Z","updated_at":"2026-07-28T17:25:32.582Z","content_type":"image/png","file_size":"36207","filename":"9.5-blog.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-04T14:39:49.790Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt06b80eb6b39592e6/6a68e60caacc0d215b0b13f9/9.5-blog.png"},"title":"Elastic 9.5: Columnar, VectorDB index mode \u0026 auto-calibration, and AI-driven alert triage","title_l10n":"Elastic 9.5: Columnar, VectorDB index mode \u0026 auto-calibration, and AI-driven alert triage","updated_at":"2026-08-04T17:26:58.687Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/whats-new-elastic-9-5-0","publish_details":{"time":"2026-08-04T17:27:06.980Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt4fff49271ec5bf46","locale":"en-us","_version":1,"ACL":{},"abstract_l10n":"Read about the updates and bug fixes that have been included in this release.","author":[{"uid":"blt3727b481546cce89","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2024-05-02T14:29:10.183Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Navya","image":null,"job_title_l10n":"Junior Release Engineer ","key":"","last_name":"Uppalapati","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Navya Uppalapati","twitter_id":"","updated_at":"2024-05-02T14:29:10.183Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2024-05-02T14:29:13.613Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltfaae4466058cc7d6","title":"Product release","key":"releases","tags":[],"locale":"en-us","created_by":"sys_blt57a423112de8a853","updated_by":"blt3e52848e0cb3c394","created_at":"2018-08-27T12:47:03.147Z","updated_at":"2026-06-03T09:57:21.475Z","ACL":{},"_version":9,"label_l10n":"Product release","_in_progress":false,"publish_details":{"time":"2026-07-24T01:27:49.702Z","user":"bltde77f2161b811714","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-07-22T13:30:06.563Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"Version 8.19.19 of the Elastic Stack was released today. We recommend you [upgrade to this latest version](https://www.elastic.co/docs/deploy-manage/upgrade). We recommend 8.19.19 over the previous version 8.19.18\n\nFor details of the issues that have been fixed and a full list of changes for each product in this version, please refer to [the release 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What’s their secret? They leverage the Elasticsearch Platform as their search and retrieval foundation.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Elasticsearch Platform doesn't just accelerate AI product delivery; it transforms what's possible when search, retrieval, and AI infrastructure start working cohesively. By unifying vector search, hybrid search, \u003c/span\u003e\u003ca href=\"https://www.elastic.co/jina-search-models\"\u003e\u003cspan style='font-size: 12pt;'\u003eJina AI models\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, and your \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/context-engineering\"\u003e\u003cspan style='font-size: 12pt;'\u003econtext layer\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e on a single integrated stack, your organization can unlock business impact that compounds across revenue, productivity, and operational resilience. To quantify what a stronger retrieval foundation delivers in terms of business value, Elastic commissioned IDC to interview these 11 large enterprises.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Unlocking millions in business impact with Elasticsearch","_metadata":{"uid":"cs7d400c10f7c4a40f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIDC conducted an independent business value study with organizations across several industries. These enterprises had an average of 36,521 employees, $15 billion in annual revenue, and 56 AI-driven search and generative AI (GenAI) products, services, and use cases in production.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAcross revenue gains, productivity improvements, IT efficiencies, and operational resilience, IDC calculated a three-year discounted benefit of $31.2 million per organization against $5.06 million in investment costs. \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eThis is a 517% ROI with an 11-month payback.\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Key study results","_metadata":{"uid":"cs8f9c8369bc628938"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIDC's analysis found that organizations using the Elasticsearch Platform realize $241,600 in annual benefits per AI-driven search or GenAI use case or $13.43 million per organization. Key metrics mapped to the IDC framework include:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e517% three-year ROI with an average payback period of just 11 months\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e$13.4 million in annual benefits per organization, driven largely by higher net revenue\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e40% reduction in time to minimum viable AI product (nearly eight weeks faster from concept to production compared to the previous state)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e35% faster AI product updates, enabling rapid iteration on live use cases\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e44% improvement in search relevance meaning more users get dependable answers on the first attempt\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e27% higher development team productivity enabling teams to build, modify, and deploy use cases more effectively\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e150 hours per year gained per employee from faster, more accurate internal search across enterprise workflows\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"cs3e25f0478f544082"}}},{"quotes":{"quote_l10n":"With the Elasticsearch Platform, we can grow our business however we want without worrying about whether our search stack will scale smoothly. Our AI business is growing, and we can grow at whatever pace we choose, serving more regions and more international customers.","_metadata":{"uid":"cs19affc16985bd14e"},"quote_author_l10n":"VP of AI and Analytics, Software, US","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"Faster time to market for AI products","_metadata":{"uid":"csde3971bc3c52569a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eStudy participants consistently described the Elasticsearch Platform as the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003efoundation\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e for their AI ambitions, not a bolted-on product. By combining keyword, semantic, vector, and hybrid search and their context layer with integrated retrieval augmented generation (RAG) capabilities, organizations were able to move AI use cases out of experimentation and into production faster than with fragmented tooling. The use cases included:\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAI-powered sales content retrieval\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCustomer service chatbots\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFraud and anomaly detection\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUnderwriting decision support\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAgentic workflows for complex, multistep tasks\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAcross all of them, the speed of moving from idea to impact was a defining result.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csfee7c6ba149a3fdc"}}},{"quotes":{"quote_l10n":"The Elasticsearch Platform is a big part of moving into agentic AI. We're grounding responses in accurate indexed data and improving the quality of generative responses without relying solely on generative reasoning.","_metadata":{"uid":"cs41cb2e47ab80e7b5"},"quote_author_l10n":"Director of IT, Retail, US","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"Turn context into a growth lever","_metadata":{"uid":"cs2084ab14ea784ed8"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eOrganizations that deployed the Elasticsearch Platform reported consistent\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eimprovements in search quality, response times, and the ability to retrieve accurate contextual information. This IDC study demonstrates that the Elasticsearch Platform delivers measurable, compounding value and a foundation for AI-driven business growth.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eInterested in seeing how your organization could realize similar results?\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/pdf/idc-genai-value-study-elasticsearch-platform\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRead the full IDC Business Value study.\u003c/span\u003e\u003c/a\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csbc6e4295ac72787f"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs614e16a30bf176ee"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIDC Business Value White Paper, sponsored by Elastic, The Business Value of the Elasticsearch Platform for Search and AI Experiences, #US54680826-BVWP, July 2026\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003e\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cse738b5ea30c70d06"}}}],"publish_date":"2026-08-20","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Organizations see $13.4 million in annual benefits and 517% ROI from AI-powered search","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt6f3b5313b04c2729","ACL":{},"created_at":"2023-11-06T21:49:22.691Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"customer-story","label_l10n":"Customer story","tags":[],"title":"Customer story","updated_at":"2023-11-06T21:49:22.691Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.115Z","user":"blt4b2e1169881270a8"}},{"_version":1,"locale":"en-us","uid":"blt3d820a0eae1c9158","ACL":{},"created_at":"2020-06-17T03:35:53.368Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elasticsearch","label_l10n":"Elasticsearch","tags":[],"title":"Elasticsearch","updated_at":"2020-06-17T03:35:53.368Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:20.290Z","user":"blt4b2e1169881270a8"}},{"_version":1,"locale":"en-us","uid":"blt540a0685025a17e0","ACL":{},"created_at":"2021-07-12T21:52:31.396Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"workplace-search","label_l10n":"Workplace Search","tags":[],"title":"Workplace Search","updated_at":"2021-07-12T21:52:31.396Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:34.010Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"bltefbcf6957c5e689a","_content_type_uid":"tags_topic"},{"uid":"bltbd53ce66bb32154f","_content_type_uid":"tags_topic"},{"uid":"blt25722919b3bca233","_content_type_uid":"tags_topic"},{"uid":"blt9149a5fda79fd708","_content_type_uid":"tags_topic"},{"uid":"blte6358c0a4368f192","_content_type_uid":"tags_topic"},{"uid":"blt99b075caf3df4ca7","_content_type_uid":"tags_topic"},{"uid":"bltedaba1c436cb0ded","_content_type_uid":"tags_topic"},{"uid":"blt9085022a5c6c87e9","_content_type_uid":"tags_topic"},{"uid":"blt069bd34528952802","_content_type_uid":"tags_topic"},{"uid":"blt9fb9f67ee7bb5c15","_content_type_uid":"tags_topic"},{"uid":"blt6c991eb897ec7277","_content_type_uid":"tags_topic"},{"uid":"bltaea23ea6eafbd6eb","_content_type_uid":"tags_topic"},{"uid":"bltb4928f8cf10d2cff","_content_type_uid":"tags_topic"}],"tags_use_case":[],"thumbnail_image":{"uid":"blta2b6d0b4202545c1","_version":1,"title":"towfiqu-barbhuiya-nApaSgkzaxg-unsplash.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-08-20T13:52:58.782Z","updated_at":"2026-08-20T13:52:58.782Z","content_type":"image/jpeg","file_size":"80074","filename":"towfiqu-barbhuiya-nApaSgkzaxg-unsplash.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-08-20T13:54:46.609Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blta2b6d0b4202545c1/6a8706babed19d9473af9d00/towfiqu-barbhuiya-nApaSgkzaxg-unsplash.jpg"},"title":"The search multiplier: Driving revenue, productivity, and AI at scale","title_l10n":"The search multiplier: Driving revenue, productivity, and AI at scale","updated_at":"2026-08-20T13:54:38.550Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/the-search-multiplier","publish_details":{"time":"2026-08-20T13:54:46.127Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltcdc1c2f231163822","_version":3,"locale":"en-us","ACL":{},"abstract_l10n":"UnderDefense, an Elastic partner, migrated a two-person security team from a noisy legacy QRadar to Elastic Security on AWS, cutting incident volume 85%, reducing MTTR 61%, and delivering audit-ready retention with 25 purpose-built dashboards.","author":[{"uid":"blt5e57d9e359862f40","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-06-02T17:38:27.679Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Emily","image":null,"job_title_l10n":"Content Development Manager, Customer Advocacy","key":"","last_name":"Chioconi","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Emily Chioconi","twitter_id":"","updated_at":"2026-06-02T17:38:27.679Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-06-02T17:38:32.147Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-06-23T20:18:14.108Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"csd8cc930cdd2c3c05"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eA SaaS provider of enterprise digital safety software migrated from a noisy legacy QRadar deployment to Elastic Security on Elastic Cloud with the support of UnderDefense, an Elastic partner.\u0026nbsp;\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eThe migration combined a full log ingestion audit, more than 100 custom detection rules mapped to MITRE ATT\u0026amp;CK, and 25 purpose-built Kibana dashboards serving analysts, IT, and executives.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eSecurity incident volume dropped 85% and mean time to respond fell 61%, measured against the legacy QRadar baseline, shifting a two-person security team from reactive triage to proactive threat hunting.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eAudit-ready data retention on Elastic frozen-tier snapshots closed a long-standing compliance evidence gap while lowering storage costs.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs7bf76d2ef6c2a9c0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis blog tells the story of a SaaS company whose platform delivers enterprise digital safety, serving organizations that depend on the service being available and trustworthy around the clock. Its infrastructure reflects that mission: The environment is weighted toward servers, virtual appliances, and cloud workloads with a comparatively small employee fleet. Its product protects other companies, so its own security operations carry direct commercial weight, which is also why the company appears here anonymously.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith the support of \u003c/span\u003e\u003ca href=\"https://underdefense.com/\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eUnderDefense\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e — an Elastic partner — the company migrated from a noisy legacy QRadar deployment to Elastic Security on Elastic Cloud.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs8dfe2e5384e4a90d"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cscffc5fca7fb6dfab"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eUnderDefense specializes in Elastic Security deployments, detection engineering, and managed security operations. Organizations considering a similar migration can learn more at \u003c/em\u003e\u003c/span\u003e\u003ca href=\"http://underdefense.com\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e\u003cstrong\u003eunderdefense.com\u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"Overcoming system challenges","_metadata":{"uid":"csd0587fcc70c20f00"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSecurity at the company is run by a team of two. That team is responsible for monitoring the full environment, responding to incidents, and producing the evidence that auditors and enterprise customers request. The company had operated for years without a major breach; yet, by 2026, the tooling underneath that record was working against the people who relied on it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe legacy QRadar deployment ingested data indiscriminately. Every log source and every system event flowed in, and the detection logic was configured broadly enough that alerts fired constantly. With two people on the security team, the only viable response was triage by severity: High and critical alerts were reviewed while everything below that threshold accumulated unactioned.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBeneath the alert volume sat a structural problem. There was no data lifecycle management, no clear picture of which log sources added detection value and which added cost and noise, and no retention policy that satisfied audit requirements. When auditors asked for evidence, the team compiled it manually, a process that exposed both the compliance gap and the limits of the team’s operational bandwidth.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Main challenges","_metadata":{"uid":"cs11c5c26d6894c957"},"header_style":"H3","paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eUnfiltered log ingestion:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAll data sources flowed into QRadar without optimization, inflating storage costs and generating noise without adding detection value.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAlert overload:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe team could only action high and critical alerts; medium and low queues went unreviewed, creating blind spots.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eFragmented visibility:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSecurity data lived across disconnected views with no unified dashboard for analysts, IT, or leadership.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eGeneric detection coverage:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eDetection rules were broad defaults, untuned to the company’s infrastructure, data sources, or threat model.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCompliance and audit exposure:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLog retention fell short of auditor evidence requirements, creating regulatory and customer-facing risk.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eManual stakeholder reporting:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSecurity status had to be compiled by hand, consuming analyst time and introducing reporting lag.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Achieving unified security operations with Elastic","_metadata":{"uid":"csde78bb110beddaa9"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUnder the leadership of the company’s head of security and with the support of UnderDefense, the company undertook a full migration from QRadar to Elastic Security, deployed on AWS via Elastic Cloud.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBefore a single detection rule was written, UnderDefense conducted a log ingestion audit, mapping every data source to determine what needed to be retained, what could be dropped, and what required correlation. This step reshaped the cost model and the noise profile of the environment before Elastic went live. The core platform itself was architected and running within a couple of days; native connectors and APIs brought data sources online quickly, and tuning continued as a planned, continuous process from there.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDetection engineering followed. UnderDefense enabled Elastic’s out-of-the-box rule set, tuned it to the environment, and then built more than 100 additional custom detections aligned to the company’s specific infrastructure and data. Each detection was mapped to the MITRE ATT\u0026amp;CK\u003c/span\u003e\u003cspan style='font-size: 0.6em;'\u003e\u003csup\u003e®\u003c/sup\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e framework, which surfaced blind spots and showed exactly where new rules, data sources, or tooling were needed. In parallel, 25 Kibana dashboards were designed for three distinct audiences: security analysts, IT operations, and C-level stakeholders.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Key implementations","_metadata":{"uid":"csc3e17dd064205bf3"},"header_style":"H3","paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCloud-native Elastic Security on AWS:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFull migration from on-premises QRadar to Elastic Cloud with log ingestion scoped to relevant data sources across servers, virtual appliances, and cloud workloads\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCustom detection engineering:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMore than\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e100 detection rules\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;built and tuned to the environment with MITRE ATT\u0026amp;CK coverage mapping used to identify and close visibility gaps\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e25 purpose-built Kibana dashboards:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eRole-specific views for security analysts, IT teams, and executives, delivering a single pane of glass with everything visible on login\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCompliance-grade data retention:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic frozen-tier snapshots configured to meet audit evidence requirements at optimized storage cost, replacing the expensive always-warm retention of the legacy environment\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"csfc8377eb20737215"}}},{"quotes":{"quote_l10n":"Before the migration, the two of us had time for high and critical alerts and nothing else. Now we run threat hunting sessions instead of clearing queues, and when an auditor asks for evidence, we pull it on demand. Our data went from a pile of hay to an organized library, where you walk to the shelf and pick up the exact page you need.","_metadata":{"uid":"cs4c8d6beafa570439"},"quote_author_l10n":"Head of Security, digital safety SaaS provider","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"Results and benefits","_metadata":{"uid":"cs4255d10466ea0cf1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eDetection quality\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e85% reduction\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e in security incident volume compared with the legacy QRadar baseline, following migration and detection tuning\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMore than \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e100 custom detection rules\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, each mapped to the environment and the MITRE ATT\u0026amp;CK framework\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eResponse speed\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e61% reduction\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e in mean time to respond (MTTR)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnalyst capacity shifted from reactive alert triage to threat investigation and proactive threat hunting\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eVisibility and operations\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e25 purpose-built Kibana dashboards\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e providing unified visibility across all infrastructure layers with no window-jumping or ad hoc querying needed for daily work\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAutomated stakeholder reporting delivered directly from the platform, replacing manual compilation\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCompliance and audit readiness\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAudit-ready log retention via \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eElastic frozen-tier snapshots\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e with the full evidence trail available on demand\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLower storage cost for audit-grade retention with frozen-tier snapshots replacing the always-warm storage model of the legacy environment while delivering the same evidence value\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eTeam leverage\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA two-person security team now operates with coverage depth that previously required significantly greater headcount\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUnderDefense analysts work alongside the internal team, carrying detection engineering, platform maintenance, and around-the-clock monitoring\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"}],"_metadata":{"uid":"csd2b1661f217828f8"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs6e35ac27d9e7d620"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eTo explore what this coverage model looks like for a team of your size, reach out to the \u003c/em\u003e\u003c/span\u003e\u003ca href=\"https://underdefense.com/\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eUnderDefense\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e team\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"Elastic Security and UnderDefense business impact","_metadata":{"uid":"csa0103f8c76ccbb3d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnalysts now run proactive threat hunting sessions. One session traced an unremarkable VPN connection back to a proof-of-concept project from years earlier; the channel had stayed silently active ever since, and the team investigated and closed it before anyone could use it.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDocumented, reproducible audit evidence strengthens the company’s own sales motion since its enterprise customers ask for exactly this kind of proof during procurement. And the move to Elastic Cloud removed the maintenance and storage management burden of the on-premises legacy deployment.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUnderDefense and Elastic continue to expand AI-assisted detection and investigation in the environment, pairing Elastic’s AI capabilities with UnderDefense’s \u003c/span\u003e\u003ca href=\"https://underdefense.com/\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eagentic AI SOC platform\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. Queries that took an analyst 5 to 10 minutes to structure and run now return enriched results in about a minute.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe deployment shows that a mid-market organization with a lean security team can reach enterprise-grade coverage by pairing Elastic’s open, cloud-native security platform with the detection engineering and operational depth of an experienced security operations partner. For organizations ready to have that conversation, \u003c/span\u003e\u003ca href=\"https://underdefense.com/\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003econtact UnderDefense\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csc1fc216d169cb4ae"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs8ec5dd1f34112867"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs2d55a9e6ebb2a059"}}}],"publish_date":"2026-06-24","sanity_migration_complete":false,"seo":{"seo_title_l10n":"UnderDefense: 85% fewer incidents after QRadar to Elastic migration","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"UnderDefense brought a two-person security team to full-coverage security operations with Elastic Security.","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"bltc3067ddccda555c1","ACL":{},"created_at":"2023-11-06T21:50:08.806Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elastic-cloud","label_l10n":"Elastic Cloud","tags":[],"title":"Elastic 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benchmarking Google Cloud machine types cut Logstash costs by over half using AMD Milan instances, while Kafka compression codec selection significantly boosted throughput. ","author":[{"uid":"blt5e57d9e359862f40","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-06-02T17:38:27.679Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Emily","image":null,"job_title_l10n":"Content Development Manager, Customer Advocacy","key":"","last_name":"Chioconi","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Emily Chioconi","twitter_id":"","updated_at":"2026-06-02T17:38:27.679Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-06-02T17:38:32.147Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt7bc6f361cb0235ad","_version":1,"locale":"en-us","ACL":{},"company_l10n":"LivePerson","created_at":"2026-06-16T16:43:53.952Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Kiril","image":null,"job_title_l10n":"Senior DevOps Engineer","key":"","last_name":"Karamanolev","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Kiril Karamanolev","twitter_id":"","updated_at":"2026-06-16T16:43:53.952Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-06-16T16:44:01.776Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt600dec3c1300c3b7","locale":"en-us","_version":1,"ACL":{},"company_l10n":"LivePerson","created_at":"2026-06-16T16:44:48.281Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Strahil","image":null,"job_title_l10n":"Senior DevOps Engineer","key":"","last_name":"Nikolov","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Strahil Nikolov","twitter_id":"","updated_at":"2026-06-16T16:44:48.281Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-06-16T16:44:58.393Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-06-02T18:30:50.761Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"csc3c86d3372ecfbec"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eLivePerson benchmarked Logstash and Kafka across five\u0026nbsp;\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eGoogle Cloud\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u0026nbsp;machine type configurations, finding the optimal cost-per-event ratio for a high-volume logging pipeline.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003en4d-standard-2 (AMD Milan) delivered 100%+ throughput improvement on Logstash over the e2-standard baseline.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eSimilar gains were observed on Kafka with compression codec selection (LZ4 vs. GZIP), adding a further meaningful performance delta.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eAt ~25% higher monthly cost, n4d-standard-2 processed events at $2.70 per 1,000 EPS versus $5.95 for the least efficient instance tested — less than half the cost per event for the best performer\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eFewer high-throughput instances are required, resulting in a smaller Kafka cluster and lower overall infrastructure overhead.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"The challenge: A pipeline growing faster than its infrastructure was optimized for","_metadata":{"uid":"cs4560407ec38c7990"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eAs LivePerson expanded its Google Kubernetes Engine (GKE) footprint and migrated workloads from on-premises to Google Cloud, its logging pipeline scaled with it, but the underlying infrastructure choices hadn't kept pace.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe pipeline runs Filebeat as the log producer, Kafka as the message broker, and Logstash as the consumer and processor before data lands in Elastic. As the system grew, Kafka scaled with it. Because each Logstash instance requires a dedicated partition to consume from, Logstash instances had to scale proportionally. More instances meant more partitions. More partitions meant a larger, more expensive Kafka cluster. The overhead was compounding.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe infrastructure was running on e2-standard instances, Google's general-purpose option, and a common default for logging workloads. Kiril Karamanolev and Strahil Nikolov, DevOps engineers on LivePerson's observability team, suspected there was room to improve. But the team had inherited the stack and never had a baseline to compare against. Without data, there was no way to know whether the current setup represented good value or a significant missed opportunity.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThere was also a subtler problem: e2-standard instances are not tied to a single CPU platform, which means the same machine type can run on AMD or Intel hardware depending on availability. For compute-intensive workloads like Logstash, that distinction can have real performance implications, but only benchmarking would reveal how large the gap actually was.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The approach: Benchmark both ends of the pipeline","_metadata":{"uid":"cs71529b1e156210a0"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eRather than making assumptions, the team ran structured benchmarks across both Logstash and Kafka, treating each as a separate workstream.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u003cstrong\u003eLogstash benchmarking\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u0026nbsp;used the built-in Logstash benchmarking framework with standardized test data and configurations, keeping results consistent across instance types. The machine types evaluated were those realistically considered for high-volume logging on\u0026nbsp;\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eGoogle Cloud\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003ee2-standard-2 (AMD)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003ee2-standard-2 (Intel)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003en2-standard-2\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003et2d-standard-2\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003en4d-standard-2\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eAMD and Intel variants of e2-standard-2 were treated as separate test cases, given the potential for meaningful CPU-level performance differences.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u003cstrong\u003eKafka benchmarking\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e\u0026nbsp;used Kafka's native producer and consumer benchmark scripts with a custom wrapper to streamline execution. The team also tested the impact of compression codec selection, specifically GZIP (Filebeat’s default compression codec) against LZ4, on both write throughput (Filebeat \u0026gt; Kafka) and read throughput (Kafka \u0026gt; Logstash).\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eAI-assisted analysis was used to process and interpret these performance metrics, ensuring that no personal or customer data was involved.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe evaluation metric throughout was not monthly instance cost but throughput per dollar (events per second per unit of spend) — the figure that actually matters at production scale.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Results","_metadata":{"uid":"cs83d7ab6578352a56"},"header_style":"H2","paragraph_l10n":""},{"title_l10n":"Logstash performance","_metadata":{"uid":"cs36efb7427870c30e"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003eThe n4d-standard-2, backed by AMD Milan architecture, delivered a decisive result:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003e100%+ throughput improvement over the e2-standard-2 baseline\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003e370 EPS per dollar, the strongest cost efficiency of any instance tested\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e$2.70 per 1,000 EPS, compared to $5.95 for the least efficient configuration tested, over 50% reduction in processing cost\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003et2d-standard-2 ranked second, offering strong value for regions where n4d availability is limited\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003eThe performance gap between AMD and Intel variants of e2-standard-2 was large enough to be operationally significant\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003en2-standard-2 ranked last on efficiency despite carrying essentially the same monthly price as t2d-standard-2\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003eThe clearest takeaway: the cheapest monthly instance is rarely the most cost-efficient once actual throughput is accounted for.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Kafka performance","_metadata":{"uid":"cseea3a83b7b2adefd"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003eBenchmarking Kafka produced two key findings:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003eMachine type selection had a significant impact on Kafka throughput; consistent with the Logstash results\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003eCompression codec choice was an independent variable with meaningful impact on both write and read performance. Switching from GZIP to LZ4 delivered throughput gains on both the producer and consumer side.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='color:rgb(34, 34, 34);font-size: 12pt;'\u003eTesting both halves of the pipeline together was essential. A Kafka bottleneck throttles the entire system: If logs can't be written fast enough, Filebeat backs up; if they can't be read fast enough, Logstash goes underutilized. Optimizing only one side would have given an incomplete picture.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Infrastructure footprint reduction","_metadata":{"uid":"cs3460b7e1e1b03794"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe most consequential outcome was structural. Higher per-instance throughput directly reduces the number of Logstash instances required to handle the same volume. Fewer Logstash instances means fewer required Kafka partitions. Fewer partitions means a smaller Kafka cluster with lower overhead across the board.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe optimization compounds: Better instance selection reduces component count, which reduces operational complexity and cost while improving performance at the same time.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The broader lesson","_metadata":{"uid":"cs979bc455861d99c8"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eCloud providers release new instance families continuously. What represented good value at initial deployment may no longer be competitive one or two years later. LivePerson's team recommends treating infrastructure benchmarking as a recurring practice rather than a one-time decision, particularly for teams running high-volume observability workloads where compute efficiency directly affects both cost and pipeline stability.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe specific findings here reflect\u0026nbsp;\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eGoogle Cloud\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003e. Equivalent benchmarking on AWS or Azure would likely surface different winners. The recommendation is not a machine type, it is a methodology: Measure before you commit, and revisit the question periodically as the cloud landscape changes.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Measuring efficiency at scale","_metadata":{"uid":"cs34081e0a463fe145"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eFor a company like LivePerson — whose platform supports millions of enterprise customer conversations daily and processes tens of terabytes of log data across distributed GKE infrastructure — the difference between a well-optimized pipeline and a default one isn't abstract. It shows up in infrastructure spend, in system headroom, and in the team's capacity to focus on higher-value work instead of managing an oversized cluster.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003eThe benchmarking work described here is one part of a broader effort to bring LivePerson's observability platform fully up to date as its cloud migration matures. The methodology, however, applies well beyond any single migration; in an environment where cloud providers continuously release new instance generations, the cost of never re-evaluating your infrastructure choices compounds quietly over time.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs1677e91eaa82dfc2"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs07f0acb3ddfbd5db"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs1c19a1437697d7ed"}}}],"publish_date":"2026-06-16","sanity_migration_complete":false,"seo":{"seo_title_l10n":"How LivePerson cut observability pipeline costs by benchmarking Google Cloud infrastructure","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"By benchmarking five Google Cloud machine types across both Logstash and Kafka, LivePerson's observability team found that infrastructure selection (not just pipeline configuration) is one of the highest-leverage cost optimization decisions at scale.","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt6f3b5313b04c2729","ACL":{},"created_at":"2023-11-06T21:49:22.691Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"customer-story","label_l10n":"Customer story","tags":[],"title":"Customer story","updated_at":"2023-11-06T21:49:22.691Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.115Z","user":"blt4b2e1169881270a8"}},{"_version":1,"locale":"en-us","uid":"blt4ce45bbfeeff0638","ACL":{},"created_at":"2021-07-12T21:53:30.326Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"logs","label_l10n":"Logs","tags":[],"title":"Logs","updated_at":"2021-07-12T21:53:30.326Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:22.411Z","user":"blt4b2e1169881270a8"}}],"tags_industry":["bltad849a44c42eea31"],"tags_partner":[],"tags_topic":[{"uid":"bltbf617849beaf10fe","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt8a7a5ea52ac5d888","ACL":{},"created_at":"2020-06-17T03:30:37.843Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"observability","label_l10n":"Observability","tags":[],"title":"Observability","updated_at":"2020-07-06T22:20:06.879Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:19:33.411Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt47aebed2068f2022","_version":1,"title":"Elastic Observability - Image 2.2.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-06-02T18:30:48.297Z","updated_at":"2026-06-02T18:30:48.297Z","content_type":"image/png","file_size":"17219","filename":"Elastic_Observability_-_Image_2.2.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-06-02T18:33:18.704Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt47aebed2068f2022/6a1f215838ecc5c4cfe3e9cf/Elastic_Observability_-_Image_2.2.png"},"title":"How LivePerson optimized Logstash and Kafka performance on Google Cloud through benchmarking","title_l10n":"How LivePerson optimized Logstash and Kafka performance on Google Cloud through benchmarking","updated_at":"2026-08-13T18:56:22.873Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/liveperson-observability","publish_details":{"time":"2026-08-13T18:56:28.233Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt59e8de88ed63b327","_version":5,"locale":"en-us","ACL":{},"abstract_l10n":"AI is becoming core to financial services. But as adoption scales, so does risk. Without secure, real-time data, strong governance, and cyber resilience, AI can amplify threats as quickly as it drives innovation.","author":[{"uid":"bltce462b8f0bc7868a","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2025-01-06T21:29:36.495Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Karen","image":null,"job_title_l10n":"Senior product marketing manager, Financial Services","key":"","last_name":"Mcdermott","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Karen Mcdermott","twitter_id":"","updated_at":"2025-01-06T21:29:36.495Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-01-06T21:29:41.031Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-05-20T13:47:32.166Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"Why AI success depends on data, trust, and cyber resilience","_metadata":{"uid":"cse837d5d2822deac5"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEach year, the \u003c/span\u003e\u003ca href=\"https://hai.stanford.edu/ai-index/2026-ai-index-report\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eStanford Institute for Human-Centered Artificial Intelligence (HAI) publishes its influential AI Index Report\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, one of the most respected benchmarks for understanding the global state of artificial intelligence. The \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e2026\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eAI Index Report\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e makes one thing clear: AI is moving from experimentation to enterprise infrastructure.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor financial services companies, that shift creates enormous opportunity \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ebut also new risk.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBanks, insurers, asset managers, and fintechs are racing to deploy AI across customer service, operations, fraud prevention, and employee productivity. At the same time, adversaries are using AI to accelerate phishing, automate reconnaissance, and compress attack timelines from days to minutes.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe future of AI in financial services will not be defined only by who adopts it first. It will also be defined by who can deploy it securely, responsibly, and at scale.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat is where Elastic comes in.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"AI is becoming core infrastructure for financial services","_metadata":{"uid":"csf980079d9ad315e6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eStanford’s report highlights the transition of AI from isolated pilots to foundational capability. In financial services, AI is increasingly embedded across:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCustomer experience and service\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFraud detection and investigations\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eRisk and compliance operations\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIT operations and resilience\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eKnowledge management and workforce productivity\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCybersecurity operations\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut models alone do not create value. Outcomes depend on access to trusted data, real-time context, and operational execution.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic helps firms build that foundation with a unified platform for \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSearch AI, Security, and Observability\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e so that data becomes usable across the enterprise without costly replatforming.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Pilots are over. Production is the new standard.","_metadata":{"uid":"cs7b7a2e32b86a2f39"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOne of the clearest messages from Stanford’s AI Index is that experimentation is no longer enough.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMany companies launched AI pilots only to discover the real obstacle was not the model; it was fragmented data across core systems, cloud environments, case tools, transaction platforms, and legacy infrastructure.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic helps companies move from pilot to production by enabling them to:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSearch across structured and unstructured data\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eConnect siloed systems without centralizing everything first\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBuild retrieval augmented generation (RAG) experiences grounded in enterprise data\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eReuse one platform across multiple use cases\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eScale securely across lines of business\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAI succeeds when data is accessible, relevant, and governed.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The security reality: Adversaries are moving at machine speed","_metadata":{"uid":"cs6bd0c9160d1aa407"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAs financial services companies adopt AI, attackers are doing the same.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAdversaries now use AI to improve phishing, accelerate malware development, automate social engineering, and move faster once inside an environment. In many cases, the time between compromise and lateral movement is measured in minutes,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003enot days.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eYet many security teams are still operating with architectures built for a different era:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eDisconnected tools\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eManual investigations\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003ePer-endpoint pricing models that limit coverage\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBolted-on automation that breaks under pressure\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eProprietary AI with limited transparency\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHistorical data locked behind delays when context matters most\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSecurity leaders are not losing sleep over storage pricing. They are asking whether their tools can stop what is coming next.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThat is the problem Elastic exists to solve.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"From theory to practice: What this looks like in financial services","_metadata":{"uid":"cs68528a7e75f70df8"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThis isn’t theoretical. Financial institutions are already transforming how they operate in an AI-driven threat environment.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eTake\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/ameritas\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAmeritas\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, a provider serving more than six million policyholders. As the company expanded across a hybrid, multi-cloud environment, its security team faced a familiar challenge: too many alerts, not enough context, and limited ability to prioritize what actually mattered.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAt one point, teams were dealing with\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ehundreds of alerts per day with no meaningful way to prioritize them\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e— a pattern that mirrors what many financial institutions experience today.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBy adopting Elastic Security and Elastic Observability, Ameritas fundamentally changed how its security operations function:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e60% faster remediation times\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, reducing response from ~75 minutes to ~30 minutes\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003e34 billion logs ingested monthly\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e, enabling full visibility across a complex hybrid environment\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eA shift from noisy alerts to\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ehigh-fidelity signals that actually matter\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMore importantly, the transformation wasn’t just technical; it was operational.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eInstead of forcing analysts to manually correlate data across systems, Elastic enabled teams to\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003esee the full context in one place, prioritize effectively, and act faster\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThis is exactly the shift the Stanford AI Index 2026 points toward: AI is only as effective as the data foundation and operational model behind it.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The agentic security operations platform built for this moment","_metadata":{"uid":"cs2168f727f37b8674"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic is the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eagentic security operations platform\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e built to secure, not to tax.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eInstead of forcing analysts to swivel between consoles and manually stitch together evidence, Elastic uses AI and automation to help handle the full lifecycle of security operations:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIngest and normalize data from across environments\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDetect suspicious behavior in real time\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCorrelate signals into higher-confidence incidents\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eInvestigate automatically with full context\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eRecommend or execute response actions\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eKeep humans in control for judgment and approval\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe goal is not to remove people from security operations. It is to \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eelevate\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e them.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAI handles repetitive triage and enrichment. Analysts focus on decisions, strategy, and the threats that matter most.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Why this matters in financial services","_metadata":{"uid":"cs8758a3423175dfc3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFinancial services companies face one of the most demanding operating environments in any industry:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eStrict regulatory scrutiny\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHigh-value assets and sensitive data\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSophisticated fraud rings and nation-state threats\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eComplex hybrid environments\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eZero tolerance for downtime\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eRising customer expectations for digital trust\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic helps companies meet those challenges through one unified platform.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Fight fraud faster","_metadata":{"uid":"csa4ab228534c35596"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCorrelate transaction data, user behavior, alerts, device signals, and case information to surface anomalies earlier and accelerate investigations.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Modernize security operations","_metadata":{"uid":"cs35dbb6a57a3cba0f"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUnify security information and event management (SIEM), extended detection and response (XDR), analytics, and automation to reduce alert fatigue and improve mean time to respond.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Strengthen compliance and governance","_metadata":{"uid":"cs20f12ba973693d24"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSearch communications, logs, records, and operational data faster for audit readiness, surveillance, and reporting.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Improve operational resilience","_metadata":{"uid":"cs81354bbda0b429af"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMonitor critical apps, digital channels, and payment systems to detect issues before they become customer-impacting incidents.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Deliver trusted AI experiences","_metadata":{"uid":"cs53a475b0ad79df8f"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUse Search AI to power assistants, employee copilots, and knowledge retrieval with transparent, governed access to enterprise data.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Trust will be the real differentiator","_metadata":{"uid":"cs34b5ac5423aa167f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eStanford’s report notes that governance, oversight, and trust will become increasingly important in AI adoption.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat is especially true in financial services.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eInstitutions need AI they can explain, validate, and govern, not black boxes that introduce new operational or regulatory risk.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic supports this with:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTransparent workflows and auditable logic\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOpen standards and flexible architecture\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eModel choice, including support for multiple large language models (LLMs)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSecure deployment options across cloud, hybrid, or air-gapped environments\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFine-grained controls over data access and usage\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn a regulated industry, trust is not optional. It is \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003estrategic\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The bigger opportunity: Better financial institutions","_metadata":{"uid":"cs7320ee988eb96c57"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe most important takeaway from Stanford’s AI Index 2026 may be this: AI is not just about efficiency. It is about redesigning how institutions operate, serve customers, manage risk, and grow.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe winners in financial services will not simply be those who buy more AI tools. They will be those who build:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTrusted data foundations\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eReal-time visibility\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eStrong governance\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCyber resilience\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eScalable operating models\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFaster decision-making\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic helps make that possible.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"From adoption to secure execution","_metadata":{"uid":"cs84e00a199571b2ac"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eStanford’s AI Index Report 2026 signals that the AI era has arrived. But in financial services, AI leadership requires more than adoption.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt requires \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003esecure execution\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen data is searchable, systems are observable, security is intelligent, and AI is grounded in real context. Financial institutions can move faster, defend better, and create lasting competitive advantage.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThat is the future Elastic is built for.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Learn how Elastic can support your journey ","_metadata":{"uid":"cse2e8f929aca2c5d6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003ca href=\"https://www.elastic.co/contact?pg=global\u0026plcmt=nav\u0026cta=205352\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eGet in touch\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;to learn more about how Elastic can support your AI and security journey.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csb2f0e5e85e2e407f"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs277c731c85cfa307"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRelated\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/customers/ameritas\"\u003e\u003cspan style='font-size: 12pt;'\u003eAmeritas transforms threat detection and response using Elastic to unify security visibility\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/how-banks-use-existing-data-ai-business-challenges\"\u003e\u003cspan style='font-size: 12pt;'\u003eTransform financial services with AI: Unlock growth, innovation, and insights\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-ai-fraud-detection-financial-services\"\u003e\u003cspan style='font-size: 12pt;'\u003eAI-powered fraud detection: Protecting financial services with Elastic\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/agentic-ai-financial-services\"\u003e\u003cspan style='font-size: 12pt;'\u003eAgentic AI in financial services: The rise of autonomous intelligence\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.elastic.co/blog/intelligent-banking\"\u003e\u003cspan style='font-size: 12pt;'\u003eThe rise of intelligent banking: Unifying fraud, security, and compliance in the era of AI\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"callout":{"title_l10n":"","_metadata":{"uid":"csef29728a62863df0"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eListen to the podcast series \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e\u003cstrong\u003eAI can do what now?!\u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003ca href=\"https://www.youtube.com/watch?v=yAhO-ztHt7A\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eAI can do what now?! — Detecting financial fraud with Elastic Security\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.youtube.com/watch?v=4RbbtkbrMTI\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eAI can do what now?! — What an ethical hacker says about deepfakes and AI\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://www.youtube.com/watch?v=k2cvlp8yQFs\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eAI can do what now?! — The real risks of AI in social engineering\u003c/span\u003e\u003c/a\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs67bcce1bf7c296dc"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs674463dd54529303"}}}],"publish_date":"2026-05-20","sanity_migration_complete":false,"seo":{"seo_title_l10n":"AI in financial services: Insights from Stanford AI Index Report 2026","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"AI is transforming banking. But without security and data readiness, it accelerates risk as much as innovation.","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt6f3b5313b04c2729","ACL":{},"created_at":"2023-11-06T21:49:22.691Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"customer-story","label_l10n":"Customer story","tags":[],"title":"Customer story","updated_at":"2023-11-06T21:49:22.691Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.115Z","user":"blt4b2e1169881270a8"}},{"_version":1,"locale":"en-us","uid":"blt4ce45bbfeeff0638","ACL":{},"created_at":"2021-07-12T21:53:30.326Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"logs","label_l10n":"Logs","tags":[],"title":"Logs","updated_at":"2021-07-12T21:53:30.326Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:22.411Z","user":"blt4b2e1169881270a8"}},{"title":"SIEM","label_l10n":"SIEM","keyword":"siem","hidden_value":false,"tags":[],"locale":"en-us","uid":"blta7a92715fa2dc7aa","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2021-07-12T21:52:53.275Z","updated_at":"2021-07-12T21:52:53.275Z","ACL":{},"_version":1,"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2021-10-07T18:59:30.492Z","user":"blt36e890d06c5ec32c"}}],"tags_industry":["blt7898c57653ca2b6e"],"tags_partner":[],"tags_topic":[{"uid":"blt3dedf7b8797428d5","_content_type_uid":"tags_topic"},{"uid":"bltc76ab818663a30de","_content_type_uid":"tags_topic"},{"uid":"blt43ad419de732b584","_content_type_uid":"tags_topic"}],"tags_use_case":[{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}},{"uid":"blt6f00e40aaa5c6f0e","title":"SIEM","label_l10n":"SIEM","keyword":"siem","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:57.128Z","updated_at":"2020-07-06T22:20:05.385Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.501Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"thumbnail_image":{"uid":"blt5df4af6669051200","_version":1,"title":"photo-1480944657103-7fed22359e1d.avif","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-05-20T13:37:42.167Z","updated_at":"2026-05-20T13:37:42.167Z","content_type":"image/avif","file_size":"121164","filename":"photo-1480944657103-7fed22359e1d.avif","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-05-20T13:50:04.963Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt5df4af6669051200/6a0db926c9bda14c59ca0299/photo-1480944657103-7fed22359e1d.avif"},"title":"Stanford’s AI Index Report 2026 meets the security reality in financial services","title_l10n":"Stanford’s AI Index Report 2026 meets the security reality in financial services","updated_at":"2026-05-20T14:20:54.040Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/ai-index-report-insights-2026","publish_details":{"time":"2026-05-20T14:20:59.182Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt995d76fe1a415ec0","locale":"en-us","_version":9,"ACL":{},"abstract_l10n":"Elastic sponsored UNIHACK 2026, where over 50 teams used Elasticsearch and vector databases to move beyond basic LLMs into professional AI workflows. Projects used hybrid search and geospatial data to deliver scalable solutions for complex problems.","author":[{"uid":"blt8358d73dddd07451","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-03-23T16:42:18.018Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Grant","image":null,"job_title_l10n":"Enterprise Account Executive","key":"","last_name":"Dorahy","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Grant Dorahy","twitter_id":"","updated_at":"2026-03-23T16:42:18.018Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-03-23T16:42:24.153Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"_version":5,"locale":"en-us","uid":"blt0c9f31df4f2a7a2b","ACL":{},"created_at":"2018-08-27T12:32:48.561Z","created_by":"sys_blt57a423112de8a853","key":"company-news","label_l10n":"News","tags":[],"title":"News","updated_at":"2024-05-10T13:44:22.885Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-08-29T20:00:07.956Z","user":"blt27204bf9f7abb7fd"}}],"created_at":"2026-03-23T17:31:30.723Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"csad3f9d15093cb6b1"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eElastic sponsored the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eUNIHACK 2026\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e event, mentoring students building the future of technology.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eOver 50 teams \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eintegrated Elasticsearch and vector database capabilities\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e to move beyond basic \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eLLMs into professional-grade AI workflows\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eTop projects demonstrated the sophisticated use of \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003egeospatial data and hybrid search\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e to solve complex human problems.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003eThe event highlighted a shift where \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003estudents transition from academic theory\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e to delivering \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003ehigh-performance, scalable solutions\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs89ffccba76e5a2e7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eWhat an incredible 48 hours! As the dust settles on UNIHACK 2026, the Elastic sales and solution architect teams in Australia are still buzzing from the energy, ingenuity, and pure imagination we witnessed across the country.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs1ef986eb42fe81f7"}}},{"image":{"image":{"uid":"blt3a381d6b812abd09","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-03-23T17:32:03.749Z","created_by":"bltb6c155cd84fc0c1a","file_size":"424901","filename":"20260314_125734.jpg","parent_uid":null,"tags":[],"title":"20260314_125734.jpg","updated_at":"2026-03-23T17:32:03.749Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-03-24T00:00:02.176Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt3a381d6b812abd09/69c179139bad5929215d5fb4/20260314_125734.jpg"},"_metadata":{"uid":"cs9fc5076cdaf6c4d8"},"caption_l10n":"Left to right: Chintan Rami, Grant Patterson, and Grant Dorahy","alt_text_l10n":"Elastic sales and solution architect teams","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs31ea3d4a435c394b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eFor Elastic, sponsoring UNIHACK was so much more than putting a logo on a website; it was about connecting with the next generation of tech makers and disruptors. With a record-breaking 1,010 participants from 20+ universities and hundreds of submissions, 52 of which integrated Elastic, the competition was fierce.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csfbf314f9220e45b0"}}},{"image":{"image":{"uid":"bltd62cfb57795f1683","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-03-23T17:32:22.566Z","created_by":"bltb6c155cd84fc0c1a","file_size":"702400","filename":"20260314_124440.jpg","parent_uid":null,"tags":[],"title":"20260314_124440.jpg","updated_at":"2026-03-23T17:32:22.566Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-03-24T00:00:02.204Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltd62cfb57795f1683/69c179267dde021569d30d38/20260314_124440.jpg"},"_metadata":{"uid":"cs314ccb521f9f5ee6"},"caption_l10n":"","alt_text_l10n":"students at UNIHACK","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csd8830107d0f4d6ea"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eIt was a privilege to mentor students building the future of technology. This year was particularly fulfilling because we had the privilege of working alongside other Australian companies, including ou\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 12pt;\"\u003er\u003c/span\u003e\u003cspan style=\"color: rgb(34, 34, 34);font-size: 11pt;\"\u003e\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003evalued\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.afr.com/technology/smarter-relevant-search-is-reshaping-the-future-of-generative-ai-20250612-p5m707\" target=\"_blank\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic customer\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003e\u0026nbsp;Macquarie Bank.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(31, 31, 31);font-size: 12pt;\"\u003eMacquarie Bank deeply understands the benefits of innovative technology and truly believes in nurturing the next generation of tech talent. It was an honour to support the team’s vision and witness the impact they are having on the industry.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Purest innovation, no constraints","_metadata":{"uid":"cs226e4d3dc89544d2"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eIn the day to day, it’s easy to get caught up in the commercial delivery of running a business. UNIHACK is the perfect intersection where we get to see these students who will be running businesses next and working with technology in its purest form.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eSeeing what they could break and build in just 48 hours was amazing. The speed, creativity, and output were genuinely impressive, with innovative work at the same level as major companies. The students operated as pure technologists, free from commercial constraints, which enabled some of the brightest ideas I’ve seen in years.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs28aa95b82ebe8f22"}}},{"image":{"image":{"uid":"bltf4e6112c4f58a96e","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-03-23T17:32:30.221Z","created_by":"bltb6c155cd84fc0c1a","file_size":"642228","filename":"20260314_124411.jpg","parent_uid":null,"tags":[],"title":"20260314_124411.jpg","updated_at":"2026-03-23T17:32:30.221Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-03-24T00:00:02.195Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltf4e6112c4f58a96e/69c1792ecac70d41137e823e/20260314_124411.jpg"},"_metadata":{"uid":"cs154b19daa63bb865"},"caption_l10n":"","alt_text_l10n":"","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"The AI reality check: Tool vs. toy","_metadata":{"uid":"csd56524bc023f6025"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eWe saw many students diving into artificial intelligence, but we also noticed a common misconception: the idea that simply punching it into a large language model (LLM) is the whole solution.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eDuring our mentoring sessions, we worked with them to understand that an LLM is a function and an efficiency, but not the \u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cem\u003ewhole engine\u003c/em\u003e\u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e. The real lightbulb moment for these teams was realising that, when you scale to real-world problems with massive datasets and high query volumes, it becomes a data-and-workflow challenge. It’s a toy until it becomes a tool in a professional workflow, and watching them grasp that deep technical reality was incredibly rewarding.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"3 projects that blew us away","_metadata":{"uid":"cs807425092032b3f4"},"header_style":"H2","paragraph_l10n":""},{"title_l10n":"1. The winners: Hot Steppers — The Hooked App","_metadata":{"uid":"cs8c3099ba75ba2b86"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eThe Hot Steppers didn’t just use Elasticsearch; they pushed the boundaries. This was the broadest and most pure application of search technology we saw over the weekend.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003eHow they used Elastic:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e By seamlessly integrating image search, geospatial data, and LLMs, they created a sophisticated UI that proved search is about context, not just text.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://devpost.com/software/hooked-47pm25\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRead and watch the pitch\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003e.\u003c/strong\u003e\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"2. DCT — Echo Quest (honourable mention)","_metadata":{"uid":"cs82ff49889a0522f6"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eThis was perhaps the most original and relatable idea of the event. It used technology to do genuine good in the world, specifically by managing sensitive information during times of need.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003eHow they used Elastic:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e DCT achieved complete anonymity with beyond-sensitive data in a private forum. Using Elastic, they were able to associate and separate data in real time with cutting-edge accuracy, proving that even the most sensitive data structures can be handled with perfection.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://devpost.com/software/echo-107u6c\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRead and watch the pitch\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003e.\u003c/strong\u003e\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"3. Git push-force — Search-comète (honourable mention)","_metadata":{"uid":"cs3881155ceb3285c1"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eThis team delivered a masterclass in handling big data with a beautiful graphical interface.\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003eHow they used Elastic:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e They managed extensive datasets spanning decades — we’re talking about sliding toggles that could separate academic reports from the 1970s all the way to 2026. They made massive amounts of information simple to categorise and lightning-fast to search.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003ca href=\"https://devpost.com/software/searchcomete\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRead and watch the pitch\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003e\u003cstrong\u003e.\u003c/strong\u003e\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"A bright future ahead","_metadata":{"uid":"cs9f2f145fbb0610ae"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eTo the Hot Steppers and our other honourable mentions, we want to say a massive congratulations for nailing it. These students represent a new generation of developers in which AI is attached to everything.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(31, 31, 31);font-size: 12pt;'\u003eThe skills they displayed at UNIHACK 2026 are exactly what the industry needs, and I am confident they will have a significant impact on our work environment in the years to come. We are already looking forward to seeing what they build next!\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cscd0af3cba5a940d9"}}}],"publish_date":"2026-03-23","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Reflecting on UNIHACK 2026: The future of AI solutions","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"From toy to tool, see how participants at UNIHACK 2026 leveraged Elasticsearch and vector databases to build professional, scalable AI solutions for real-world problems.","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt6f3b5313b04c2729","ACL":{},"created_at":"2023-11-06T21:49:22.691Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"customer-story","label_l10n":"Customer story","tags":[],"title":"Customer story","updated_at":"2023-11-06T21:49:22.691Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.115Z","user":"blt4b2e1169881270a8"}},{"_version":1,"locale":"en-us","uid":"blt3d820a0eae1c9158","ACL":{},"created_at":"2020-06-17T03:35:53.368Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elasticsearch","label_l10n":"Elasticsearch","tags":[],"title":"Elasticsearch","updated_at":"2020-06-17T03:35:53.368Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:20.290Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"bltbaad5df00a89fcb2","_content_type_uid":"tags_topic"},{"uid":"blt9c74c5bb18c95a80","_content_type_uid":"tags_topic"},{"uid":"blt240c2986db0ba465","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"bltbc86a233655f4b8e","title":"Elasticsearch","label_l10n":"Elasticsearch","keyword":"elasticsearch","hidden_value":false,"tags":[],"locale":"en-us","created_by":"blt36e890d06c5ec32c","updated_by":"blt36e890d06c5ec32c","created_at":"2022-09-13T16:43:08.111Z","updated_at":"2022-09-13T16:43:08.111Z","ACL":{},"_version":1,"publish_details":{"time":"2026-03-03T20:50:22.490Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"bltdeb5e512cabf0e10","ACL":{},"created_at":"2023-11-03T17:34:50.549Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"platform","label_l10n":"Platform","tags":[],"title":"Platform","updated_at":"2023-11-03T17:34:53.443Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.235Z","user":"blt4b2e1169881270a8"}},{"_version":2,"locale":"en-us","uid":"blt38a6c014d6bd5ecb","ACL":{},"created_at":"2021-06-02T15:27:49.854Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"stack","label_l10n":"Stack","tags":[],"title":"Stack","updated_at":"2021-07-13T22:00:22.378Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.258Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt3372178bb75f8832","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-03-23T16:39:48.673Z","created_by":"bltb6c155cd84fc0c1a","file_size":"148678","filename":"UNIHACK-blog_(1)_(1).png","parent_uid":null,"tags":[],"title":"UNIHACK-blog (1) (1).png","updated_at":"2026-03-23T16:39:48.673Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-03-24T00:00:02.186Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt3372178bb75f8832/69c16cd4d2164c4776658001/UNIHACK-blog_(1)_(1).png"},"title":"The future of tech is here: Reflecting on UNIHACK 2026","title_l10n":"The future of tech is here: Reflecting on UNIHACK 2026","updated_at":"2026-03-23T22:47:50.168Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/unihack-2026","publish_details":{"time":"2026-03-24T00:00:02.158Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt9ecc1933bfa35471","locale":"en-us","_version":13,"ACL":{},"abstract_l10n":"When Orange France replaced its SIEM, it wasn’t just selecting a new tool — it was choosing a long-term partner. The decision followed rigorous evaluation, candid internal debate, and careful alignment with technical and strategic priorities.","author":[{"uid":"blt6df37e40ad8786d0","_version":1,"locale":"en-us","ACL":{},"company_l10n":"Elastic","created_at":"2026-03-03T12:01:10.072Z","created_by":"blt3e52848e0cb3c394","email_id":"","facebook_id":"","first_name":"Marc-Antoine","image":null,"job_title_l10n":"Senior Solutions Architect","key":"marc-antoine-leclercq","last_name":"Leclercq","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Marc-Antoine Leclercq","twitter_id":"","updated_at":"2026-03-03T12:01:10.072Z","updated_by":"blt3e52848e0cb3c394","publish_details":{"time":"2026-03-04T22:00:01.338Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt6091a9753097f16d","locale":"en-us","_version":3,"ACL":{},"company_l10n":"Orange SA","created_at":"2026-03-03T11:35:21.320Z","created_by":"blt3e52848e0cb3c394","email_id":"","facebook_id":"","first_name":"Antoine","image":null,"job_title_l10n":"Project Manager","key":"antoine-lecalvez","last_name":"Le Calvez","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Antoine Le Calvez, Orange SA","twitter_id":"","updated_at":"2026-04-16T07:07:47.302Z","updated_by":"blt3e52848e0cb3c394","publish_details":{"time":"2026-04-16T07:07:53.724Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt6aa80f6ec8c2b85c","_version":1,"locale":"en-us","ACL":{},"company_l10n":"Orange SA","created_at":"2026-02-27T14:22:20.821Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Marie","image":null,"job_title_l10n":"Head of SOC Engineering","key":"","last_name":"Sigier","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Marie Sigier","twitter_id":"","updated_at":"2026-02-27T14:22:20.821Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-02-27T14:22:26.234Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-02-26T20:11:48.799Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Summary","_metadata":{"uid":"cs690725e813d3109a"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003e\u003cstrong\u003eOrange France\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003e\u0026nbsp;replaced its legacy SIEM with Elastic to secure a long-term, strategic technology partner \u003cstrong\u003ealigned to evolving security\u003c/strong\u003e and business needs.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003eThe evaluation included\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003e\u003cstrong\u003e500+ functional\u003c/strong\u003e,\u003cstrong\u003e security\u003c/strong\u003e,\u003cstrong\u003e and compliance requirements\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003e, followed by a \u003cstrong\u003erigorous\u003c/strong\u003e\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003e\u003cstrong\u003eProof of Concept (POC)\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003eElastic differentiated on \u003cstrong\u003eflexible deployment\u003c/strong\u003e (on-prem and hybrid), \u003cstrong\u003eusability\u003c/strong\u003e, \u003cstrong\u003etransparent\u003c/strong\u003e \u003cstrong\u003eAI roadmap\u003c/strong\u003e, and \u003cstrong\u003enative\u003c/strong\u003e \u003cstrong\u003eSOAR integration\u003c/strong\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003e\u003cstrong\u003eStrong technical support\u003c/strong\u003e and an active internal \u003cstrong\u003eElastic user community\u003c/strong\u003e reinforced strategic alignment and long-term adoption.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csfca329f44bf54a9f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen Orange France decided to replace its existing security information and event management (SIEM) solution for its internal needs, it wasn't simply a question of choosing a new tool but of finding a partner for the future. Antoine Le Calvez, an Orange project manager, and Marie Sigier, an engineering manager at SOC Orange France, tell us that the process was marked by rigorous evaluation, frank internal debate, and close attention to technical and strategic needs.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Why change? The driving forces behind a call for tenders","_metadata":{"uid":"cs923f565a2136b917"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe decision to launch a new call for tenders was not taken lightly. “What triggers a call for tenders is the end of an existing contract, especially after acquisitions and changes in strategy,” explains Le Calvez. Sigier adds that “the players were evolving, including our own strategies, which allowed us to consider alternative solutions that were better suited to Orange France's business.\"\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The main challenges and motivations","_metadata":{"uid":"cs0bdb26c459de8126"},"header_style":"H2","paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eSeeking innovation and evolution:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;In a constantly evolving market, Orange France wanted to find a solution capable of keeping pace in both functionality and deployment flexibility.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eStrategic and market considerations:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Changes in the market and supplier strategies like a transition to all-SaaS were not aligned with Orange France's needs, particularly in on-prem deployment.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eTechnical and operational requirements:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThere was a need for a resilient, flexible, and scalable platform that was deployable on site, including in isolated environments.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eSupplier relationship:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eOrange France needed a transparent, responsive, and supportive partnership.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eAlignment with the group's strategy:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Orange France wanted to ensure alignment by pooling solutions and leveraging its internal community of users and expertise.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"A rigorous and transparent selection process","_metadata":{"uid":"csfec40f8991b9aefa"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe Orange team created an exhaustive requirements matrix, covering functional, non-functional, contractual, security, financial, and even environmental (CSR) criteria. \"We consolidated all this in a file with at least 500 requirements,\" recalls Le Calvez. Each supplier was evaluated not only on its ability to meet these needs but also on its performance relative to competitors with specific weightings.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe process was collaborative and transparent. “What we validated was an entry in the group's catalog to allow other entities to benefit from this project for their internal needs, so a company-wide choice,” explains Sigier.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Technical and operational criteria: From specifications to POC","_metadata":{"uid":"cs7390b65b8c2c3659"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe requirements were clear: resilience, flexibility, scalability, and the ability to deploy on-prem even in an isolated environment. “We really felt that the product was independent of the underlying layer,” notes Le Calvez, highlighting Elastic's support for virtual machines (VMs) and Kubernetes deployments. The team also considered operational impact, such as virtualization, carbon footprint, and storage optimization.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe proof of concept (POC) phase was demanding and practical. The Orange team appreciated Elastic's openness to feedback and its ability to address the points raised.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs3ef0cf053ea27c08"}}},{"quotes":{"quote_l10n":"On the few topics where we identified areas for improvement, Elastic was able to demonstrate that it was in the roadmap and in development.","_metadata":{"uid":"cs38762368dbeb7745"},"quote_author_l10n":"Antoine Le Calvez, Project Manager at Orange","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"Elastic's distinctive advantages","_metadata":{"uid":"cs4b6aa334be5c50f1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSeveral factors allowed Elastic to stand out during the POC:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eEase of use and flexibility:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Elastic Security combines SIEM, endpoint, and cloud security into a single, intuitive interface, reducing tool sprawl while supporting on-prem, cloud, hybrid, and isolated environments. Its open architecture ingests data from any source with automatic import for customized telemetry.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eRich and dynamic roadmap:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Elastic is known for its continuous innovation with advanced capabilities, such as AI detection (retrieval augmented generation) and automation. \"We have seen in the roadmap that Elastic is constantly evolving,\" explains Sigier.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eTransparency:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Elastic is all about transparency from open detection rules to AI-augmented workflows and easier data anonymization.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eUser experience and advanced features:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e With intuitive dashboards, flexible detection logic, API-first approach, federated search, timelines, case management, and graphical visualizations, the platform opened new possibilities. \"The team felt free to imagine any type of detection use case,\" adds Sigier.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eIntegration and ecosystem:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e Integrations, especially with SOAR, are straightforward. “I was surprised how easy it was to send alerts to SOAR using the Elastic connector,” says Le Calvez. Elastic Security integrates perfectly with existing stacks, thereby meeting Orange's needs.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"The human factor: Support and community","_metadata":{"uid":"csd2bdc5ee9d73af94"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe quality of support and partnership was a major asset, especially with Elastic technical resources available throughout the POC. The internal community of Elastic users at Orange is also a strategic asset. \"There is enthusiasm; many professionals are fans of Elastic,\" notes Sigier. This community combined with the ability to partition spaces for different entities has strengthened the alignment with the group's strategy.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Better together","_metadata":{"uid":"csd840fc346cbbb7a7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn the end, the decision was based on trust, reputation, technical excellence, and strategic alignment. \"We chose Elastic, which distinguished itself in many areas. Our teams are very demanding on the quality of detection and the relevance for our cyber activity,\" concludes Sigier.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSelecting Elastic as the primary SIEM for Orange’s internal needs reflects the strength of the partnership, transparency, and sustained technical and human commitment.\u0026nbsp; As the deployment phase begins, both teams look forward to building together on this solid foundation.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs73b425c5aa2f9679"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs716c7fbfdb70b119"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cstrong\u003e\u003c/strong\u003e\u003cspan style=\"color: rgb(233, 113, 50);font-size: 10pt;\"\u003e\u003cstrong\u003eAbout Orange\u003c/strong\u003e\u003cbr /\u003e\u003c/span\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003c/span\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003e\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 10pt;'\u003eAbout Orange Orange is one of the world’s leading telecommunications operators. The Group aims to be the trusted partner for everyday digital life by providing individuals, businesses and communities with reliable connectivity and innovative services. As of the end of 2025, Orange connects 340 million customers (including MasOrange) across 26 countries and generated 40.4 billion euros in revenues.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003eAs a trusted player, Orange leverages the excellence of its very high-speed broadband networks to deploy digital infrastructure in Europe, Africa and the Middle East. The Group is a European leader in fiber, with 100 million connectable households, and convergent offers. In France, Orange connects 34 million customers and was ranked No. 1 by the regulator Arcep for the quality of its mobile network for the 15th consecutive year. In Africa and the Middle East, the Group’s growth engine, Orange serves nearly 180 million customers and promotes digital and financial inclusion through its connected solutions.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003eUnder the Orange Business brand, the Group supports companies in transforming their networks as well as in AI, trusted cloud and cybersecurity. Orange is also a major player in the wholesale market, where it has a leading global telecom infrastructure and significant capabilities for deploying and operating submarine cables. A committed innovator, Orange relies on 700 researchers and holds a portfolio of 11,000 patents.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003eOrange is listed on Euronext Paris (symbol ORA). More information: www.orange.com.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003eOrange and any other Orange product or service names mentioned in this material are trademarks of Orange or Orange Brand Services Limited.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs8455843a03c2485e"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csc7601958dbccad38"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs149c257e2fd68602"}}}],"publish_date":"2026-03-04","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"An evaluation and partnership journey","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt6f3b5313b04c2729","ACL":{},"created_at":"2023-11-06T21:49:22.691Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"customer-story","label_l10n":"Customer story","tags":[],"title":"Customer story","updated_at":"2023-11-06T21:49:22.691Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.115Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[{"uid":"blt6f00e40aaa5c6f0e","title":"SIEM","label_l10n":"SIEM","keyword":"siem","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:57.128Z","updated_at":"2020-07-06T22:20:05.385Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.501Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"bltac10d1bb397ba887","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-02-26T20:03:32.493Z","created_by":"bltb6c155cd84fc0c1a","file_size":"77966","filename":"blog-orange-sa_(1).png","parent_uid":null,"tags":[],"title":"blog-orange-sa (1).png","updated_at":"2026-02-26T20:03:32.493Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-03-04T22:00:00.844Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltac10d1bb397ba887/69a0a7147e22a9f62ffacd4d/blog-orange-sa_(1).png"},"title":"Why Orange France is using Elastic for SIEM","title_l10n":"Why Orange France is using Elastic for SIEM","updated_at":"2026-03-05T20:22:21.498Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/siem-orange-france-partnership","publish_details":{"time":"2026-03-06T16:09:45.777Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt08931446b8ff2a0d","_version":5,"locale":"en-us","ACL":{},"abstract_l10n":"KPMG Technology consulting helps clients migrate from legacy SIEM platforms to Elastic Security, delivering 75% cost savings, 10x storage increase, and enhanced threat detection with AI-powered analytics and real-time monitoring capabilities.","author":[{"_version":1,"locale":"en-us","uid":"blt940136bca288076d","ACL":{},"company_l10n":"","created_at":"2024-06-24T01:13:54.692Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Sarah","image":null,"job_title_l10n":"Global Partner Marketing Specialist","key":"","last_name":"Chandler","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Sarah Chandler","twitter_id":"","updated_at":"2024-06-24T01:13:54.692Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-06-24T01:13:58.428Z","user":"bltb6c155cd84fc0c1a"}},{"uid":"blt1f64f5767e769ff1","title":"Tal Grinstein","first_name":"Tal","last_name":"Grinstein","job_title_l10n":"Senior Channel \u0026 Alliances Manager","company_l10n":"","image":null,"paragraph_l10n":"","key":"","facebook_id":"","twitter_id":"","linkedin_id":"","email_id":"","subtitle_l10n":"","tags":[],"locale":"en-us","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-11-07T13:57:03.434Z","updated_at":"2025-11-07T13:57:03.434Z","ACL":{},"_version":1,"publish_details":{"time":"2025-11-07T14:35:58.766Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2025-11-07T14:33:23.194Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"callout":{"title_l10n":"Key takeaways","_metadata":{"uid":"csf653a27cc5a5d367"},"paragraph_l10n":"\u003cul\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eReduced project timelines by 20%–40%:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAs a reseller and consultant of Elastic, KPMG has accelerated migration from legacy SIEMs thanks to its deep understanding of Elastic Security and features, such as Automatic Migration into ES|QL and Elastic-authored rules.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eTenfold increase in storage at 25% of previous cost:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eKPMG clients can take advantage of Elastic’s multi-tiered cloud storage architecture that scales fast while significantly reducing costs, enabling them to store more.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eMore proactive, resilient security:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Security includes proven AI components that enable KPMG clients to strengthen their security posture and repel threats from any direction.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs882710cce8ea9ebb"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMigrating from an incumbent security information and event management (SIEM) platform to a more agile, cost-effective solution is a massive challenge for organizations facing evolving cyber threats. As a long-standing Elastic reseller, KPMG Technology consulting — a leader in data, advanced analytics, AI, and emerging technologies — has a proven track record guiding organizations through SIEM migrations. This ensures that security operations match or exceed expectations while reducing software licensing costs and vendor complexity.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e“Our clients are typically looking to move away from solutions with more expensive pricing models,” says Liron Ben Yosef, CTO of KPMG Technology consulting. “As well as addressing multiple use cases, such as \u003c/span\u003e\u003ca href=\"https://www.elastic.co/security\"\u003e\u003cspan style='font-size: 12pt;'\u003esecurity\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (SIEM) and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/observability\"\u003e\u003cspan style='font-size: 12pt;'\u003eobservability\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e (APM), Elastic provides unparalleled flexibility, which resonates strongly with our clients who are looking to consolidate and simplify their enterprise software systems.”\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Migrating a 6-year-old SIEM platform to Elastic Security in just a few months","_metadata":{"uid":"cseba7935e777d9c6d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAfter six years on its previous SIEM platform, one KPMG client made the strategic decision to migrate to Elastic Security in the pursuit of better system defenses and more efficient data management. The transition was complex, involving the migration of thousands of dashboards, 300 data sources, and 2,000 alerts all within an aggressive timeline. Every alert and dashboard needed to be fully operational in Elastic before the incumbent SIEM was decommissioned, ensuring a seamless transition without disruption to security operations.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eRather than a complete overhaul, the project followed a lift-and-shift approach for the first phase, ensuring Elastic provided a mirror-like solution to the previous platform. Yosef says, “Given the sheer scale of data ingestion and the critical nature of security operations, the new SIEM had to match, and ultimately exceed, the performance and functionality of the earlier system.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith the support of KPMG’s cybersecurity and data engineering experts, the client successfully deployed Elastic Security ahead of schedule, streamlining data ingestion, storage optimization, and real-time alerting.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Advanced Elastic features that streamline and simplify migration","_metadata":{"uid":"csf89cbee3b7f45824"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch Query Language (ES|QL) became the client’s primary query tool, streamlining the migration of alerts and dashboards without compromising performance. KPMG used Elastic Watcher to create real-time alerts based on ES|QL queries when predefined conditions were met. Watcher is also used for the dynamic updating of enrich policies, keeping search-time data enrichment current and efficient.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo optimize storage and cost management, the client implemented index lifecycle management (ILM). This enables a large volume of data to be held in a frozen tier storage for cost-efficient long-term storage with hot nodes for active data and cold nodes for archived data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eKibana dashboards also play a critical role in the new security environment. KPMG helped the client deploy a combination of Lens, ES|QL panels, and Vega to display dynamic, interactive charts and tables. The security team now has deeper visibility into security data, enabling analysts to detect threats faster and respond proactively.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"A new benchmark for security intelligence","_metadata":{"uid":"cs2a3548286d5083b6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith KPMG Technology consulting guiding the migration, the client successfully transitioned to a more scalable, cost-effective SIEM solution. Elastic delivers greater visibility, stronger security analytics, and improved operational efficiency, setting a new benchmark for modern security intelligence.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe client can now process approximately 2TB of data per day, equating to nearly one billion security events. The system supports hundreds of scheduled alerts while enabling some 50 security analysts to work in parallel using advanced discovery and dashboarding tools.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOne of the most transformative benefits was Elastic’s data tiering strategy, which enabled the client to expand from 70TB of stored security data to 840TB on Elastic while reducing storage costs by 75%.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e“Speed, scale, AI and value are the cornerstones of Elastic’s platform,” says Yosef. “With this foundation we can help clients unlock new possibilities while keeping costs under control. It’s a partnership that drives real results.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith Elastic’s distributed architecture and flexible indexing, the client can now retain significantly more security events, including cloud-based archival storage. Unlike the previous system, where limited storage forced event data truncation, Elastic ensures that critical security insights are never lost.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e“Elastic’s tiered architecture is a game changer,” says Yosef. “By optimizing data storage — keeping frequently accessed data in high-performance tiers and moving older data to cost-effective ones — the client’s SIEM is far more cost efficient.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHe also highlights Elastic’s machine learning-driven anomaly detection, which was not available with the previous SIEM platform. These automated detection mechanisms significantly reduce false positives, offer better threat visibility, and reduce investigation times. Elastic's alerting system also notifies users of potential issues before an incident fully escalates.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOther popular features include Elastic role-based access control (RBAC), which gives security teams complete control over managing data access and permissions, and cross-cluster search (CCS), which enables them to search for data across different networks without the need for multiple authentications from separate lightweight directory access protocols (LDAP).\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs177827cd3d65a0f2"}}},{"quotes":{"quote_l10n":"With our extensive experience and library of reusable assets, we can reduce project timelines by 20%–40%. Every project is unique, but our proven Elastic methodology ensures we’re never starting from scratch.","_metadata":{"uid":"cseb7c5050378c2896"},"quote_author_l10n":"Liron Ben Yosef, CTO, KPMG Technology consulting","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"A flexible approach to migration","_metadata":{"uid":"cs406fcb22e2142a33"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFlexibility is also critical for client architectures. KPMG has implemented Elastic Security in a variety of environments, including ECK (Elastic Cloud on Kubernetes (ECK) for containers in on-premises, air-gapped environments, as well as on managed cloud platforms and hybrid setups that combine both on-premises and cloud resources.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor a large digital-native client, KPMG set up managed Elastic on AWS Cloud. In contrast, for a major bank in Israel, it deployed a hybrid architecture, with ECK on-premises and a self-managed Elastic instance on AWS EKS (Elastic Kubernetes Service (EKS) in the cloud.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic Security’s AI-driven features","_metadata":{"uid":"csc0b88f41cf5b3fdf"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs more KPMG clients move to Elastic Security, they are enthusiastically embracing AI-driven security features. These include contextual investigations, AI-driven risk assessments, automated runbooks, and response recommendations.\u0026nbsp;\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMore recently, KPMG has adopted Elastic AI tools that further streamline and accelerate the migration process, including Automatic Import, which dramatically accelerates onboarding of new data sources, and Automatic Migration, which uses AI to translate and map detection rules from legacy SIEMs into Elastic’s ES|QL for use in Elastic Security. Client security analysts can also take advantage of Elastic AI Assistant, a conversational interface that helps them interact with data using natural language.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Modernizing legacy data ","_metadata":{"uid":"cs11c3816250227912"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith Elastic, KPMG can also deliver a variety of data storage architectures. Some clients prefer not to migrate their historical data at all. With Elastic Security, they can retain the older data on their original SIEM platform until it becomes irrelevant based on their defined retention policies for each data source.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic is equally beneficial for clients where the old platform is unsuitable for historical data. Here, migration starts with mapping existing indices, source types, and fields from the old SIEM platform. KPMG uses custom connectors primarily based on Logstash to facilitate migrations. These connectors support both historical and real-time data, and their performance can be scaled to accommodate both high and low data volumes.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Exceptional natural language processing for security specialists","_metadata":{"uid":"cs1c681e8b0cc0252c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFollowing the success of these projects, KPMG Technology consulting is looking forward to expanding business in Israel and beyond as more businesses seek to replace their existing SIEM solutions with Elastic. “Elastic’s natural language processing capabilities are exceptional,” says Yosef. “For Hebrew, which poses unique linguistic challenges, Elastic’s analyzers deliver highly accurate and robust search solutions.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe collaboration between KPMG Technology consulting and Elastic continues to evolve with both teams committed to driving innovation and delivering exceptional results for clients. “We’re excited about the future, especially given Elastic’s aggressive AI roadmap,” says Yosef.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs data volumes grow and technology needs become more complex, the partnership with Elastic ensures that the organization can tackle these challenges head-on. “Together, we’ll continue to explore new use cases, push the boundaries of what’s possible, and provide unparalleled value to our clients worldwide,” he says.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs764423b69fd43a61"}}},{"quotes":{"quote_l10n":"Speed, scale, AI and value are the cornerstones of Elastic’s platform. With this foundation we can help clients unlock new possibilities while keeping costs under control. It’s a partnership that drives real results.","_metadata":{"uid":"csdd9263e6f86da51f"},"quote_author_l10n":"Liron Ben Yosef, CTO, KPMG Technology consulting","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csab8a3a612dc72efe"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUnlock the full power of Elastic Security and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/cloud-trial-overview/security?utm_campaign=G-TXT-AMER-NA-Security-EN-BR\u0026utm_content=Brand-Core-Security\u0026utm_source=google\u0026utm_medium=cpc\u0026device=c\u0026utm_term=elastic%20security\u0026utm_id=701610000005lJVAAY\u0026gad_source=1\u0026gad_campaignid=22944792367\u0026gbraid=0AAAAADrDgoIIu-wCk6CTU2xhgTKEDLbh_\u0026gclid=CjwKCAiAzrbIBhA3EiwAUBaUdVzuGf1PHUX0j3x-oAUw3FbOd4yyN2K5_CPpodjMG8cPsi94jLrSUBoC_ckQAvD_BwE\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003estart your free trial today\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs810fa045a8ea9045"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csa9d7157e57afa3e3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs963fe9c18e0e7772"}}}],"publish_date":"2025-11-07T08:00:00.000Z","sanity_migration_complete":false,"seo":{"seo_title_l10n":"KPMG with Elastic delivers SIEM that boosts security while reducing costs","seo_description_l10n":"KPMG Technology consulting, an Elastic reseller and security consultant, supports client migration from more expensive, less scalable platforms to efficient, scalable Elastic SIEM.","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt6f3b5313b04c2729","ACL":{},"created_at":"2023-11-06T21:49:22.691Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"customer-story","label_l10n":"Customer story","tags":[],"title":"Customer story","updated_at":"2023-11-06T21:49:22.691Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.115Z","user":"blt4b2e1169881270a8"}},{"_version":1,"locale":"en-us","uid":"blt6446d17b56e60042","ACL":{},"created_at":"2021-07-12T21:53:04.840Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"endpoint-security","label_l10n":"Endpoint security","tags":[],"title":"Endpoint security","updated_at":"2021-07-12T21:53:04.840Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:05:22.409Z","user":"blt4b2e1169881270a8"}},{"title":"SIEM","label_l10n":"SIEM","keyword":"siem","hidden_value":false,"tags":[],"locale":"en-us","uid":"blta7a92715fa2dc7aa","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2021-07-12T21:52:53.275Z","updated_at":"2021-07-12T21:52:53.275Z","ACL":{},"_version":1,"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2021-10-07T18:59:30.492Z","user":"blt36e890d06c5ec32c"}}],"tags_industry":["blt7898c57653ca2b6e","blt55fcdf707cf978c2"],"tags_partner":[],"tags_topic":[{"uid":"blt7478459fe32592c5","_content_type_uid":"tags_topic"},{"uid":"blte0256e5390d036ed","_content_type_uid":"tags_topic"},{"uid":"blt276db992db94ced9","_content_type_uid":"tags_topic"},{"uid":"blt4a47bf681100e8ca","_content_type_uid":"tags_topic"},{"uid":"blt65b9df038275be61","_content_type_uid":"tags_topic"},{"uid":"blt9fb9f67ee7bb5c15","_content_type_uid":"tags_topic"},{"uid":"blt43ad419de732b584","_content_type_uid":"tags_topic"},{"uid":"bltba572dcfa2880a69","_content_type_uid":"tags_topic"},{"uid":"bltdf59d18fa27d1692","_content_type_uid":"tags_topic"}],"tags_use_case":[{"uid":"blt6f00e40aaa5c6f0e","title":"SIEM","label_l10n":"SIEM","keyword":"siem","tags":[],"locale":"en-us","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2020-06-17T03:32:57.128Z","updated_at":"2020-07-06T22:20:05.385Z","ACL":{},"_version":2,"hidden_value":false,"publish_details":{"time":"2026-03-03T20:50:22.501Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":2,"locale":"en-us","uid":"blt569b48df66a9ba5d","ACL":{},"created_at":"2020-06-17T03:30:49.259Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"security","label_l10n":"Security","tags":[],"title":"Security","updated_at":"2020-07-06T22:20:03.211Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T16:24:19.430Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"bltf7a9af008540a860","_version":1,"title":"blog-kpmg (1) (1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-11-07T14:33:21.979Z","updated_at":"2025-11-07T14:33:21.979Z","content_type":"image/png","file_size":"79458","filename":"blog-kpmg_(1)_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-11-07T14:35:58.751Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltf7a9af008540a860/690e0331edf5c2384eb565dd/blog-kpmg_(1)_(1).png"},"title":"KPMG Technology consulting deploys Elastic Security to cut storage costs, increase visibility, and reduce false positives","title_l10n":"KPMG Technology consulting deploys Elastic Security to cut storage costs, increase visibility, and reduce false positives ","updated_at":"2026-03-23T23:38:02.383Z","updated_by":"blt3044324473ef223b70bc674c","url":"/blog/kpmg-technology-consulting-deploys-elastic-security","publish_details":{"time":"2026-03-23T23:38:06.144Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt204dc0bc871262ab","_version":10,"locale":"en-us","ACL":{},"abstract_l10n":"By embracing Elastic's serverless offering, Tetragon has not only enhanced our performance but also positioned ourselves for continued growth and innovation in the AI space.","author":[{"uid":"blt021596ce8a14aa19","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2025-08-27T19:21:46.831Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Somil","image":null,"job_title_l10n":"Staff Engineer","key":"","last_name":"Bansal","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Somil Bansal","twitter_id":"","updated_at":"2025-08-27T19:21:46.831Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-08-27T19:21:51.182Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltb79594af7c5b4199","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:51:05.640Z","created_by":"blt3044324473ef223b70bc674c","key":"product","label_l10n":"Product","tags":[],"title":"Product","updated_at":"2024-05-10T13:44:20.209Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.527Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2025-08-27T19:55:58.001Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs48edd47ccf172343"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTetragon Financial Group is a multi-strategy hedge fund managing around $30 billion and traded on Euronext. As staff engineer at Tetragon, I was tasked with evaluating solutions to scale embeddings and implement a vector database to develop AI applications to support our future investment strategy. We recently migrated to Elastic Cloud Serverless and wanted to highlight the challenges, decisions, alternatives, and benefits that have shaped our experience for anyone else who may be considering a similar journey.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csed531b6d51b8539e"}}},{"image":{"image":{"uid":"bltaeadd9a2d6894c84","_version":1,"title":"image3.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-08-27T19:30:37.986Z","updated_at":"2025-08-27T19:30:37.986Z","content_type":"image/jpeg","file_size":"47879","filename":"image3.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-08-29T14:28:26.792Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltaeadd9a2d6894c84/68af5cdd6f1cb96cedef3166/image3.jpg"},"_metadata":{"uid":"cs340f4d786ce241be"},"caption_l10n":"","alt_text_l10n":"","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"The need for a vector database to store embeddings for internal documents","_metadata":{"uid":"cs8930ee54a99dbe8b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOur journey into AI development began in 2023, driven by the need to integrate AI capabilities into Tetragon’s operations. Internally, our technology team supports multiple funds and verticals. Our goal is to enable faster research and decision-making by centralizing broker notes, financial information, and research studies — data that is critical for investment decisions. With a focus on in-house development, our team sought scalable solutions for efficiency and performant storage needs, particularly for vector databases. Elastic — an already trusted partner for other applications for observability — emerged as a natural fit for our AI applications.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Data architecture and migration insights","_metadata":{"uid":"csf00c0340a19423a7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eOur current dataset is about 300GB (across 3,000\u003c/span\u003e–\u003cspan style=\"font-size: 12pt;\"\u003e4,000 documents including replication and metadata, such as images and charts). But we expect this to grow 3x\u003c/span\u003e–\u003cspan style=\"font-size: 12pt;\"\u003e4x in the coming months as we automate more ingestion processes. In addition to unstructured documents, we’re also embedding structured data from relational databases, aiming to make BI-like queries accessible through our AI platform.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Limitations with ChromaDB and Pinecone","_metadata":{"uid":"csebc3648ba9b398b6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eInitially, we used ChromaDB for our vector database needs. However, the lack of a managed solution posed significant challenges for our lean team. We evaluated Pinecone (the only other AWS-native offering at the time) and pgvector with PostgreSQL, but both presented scaling or operational overhead issues. For example, PostgreSQL struggled with anticipated document volumes (upwards of 1 million for some teams), and Pinecone would have required additional DevOps investment.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The move to Elastic Cloud Serverless","_metadata":{"uid":"cs0f6fa4ad26f1ca42"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe turning point came during a Confluent Kafka conference, where Elastic presented its serverless solution. Recognizing the potential, we connected with our Elastic account team for further discussion and soon recognized it as a viable option to solve our challenge. For us, the decision to develop on Elastic Cloud Serverless was driven by several factors, including:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eManaged solution:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;With a small DevOps team of only seven developers, we wanted to minimize the overhead from infrastructure. So, the need for a managed infrastructure was critical. Not having to manage clusters or worry about upgrades freed up valuable bandwidth.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eScalability:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;The sporadic nature of our workloads made serverless an ideal choice, allowing us to scale efficiently without overcommitting resources. We appreciated the ability to\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.youtube.com/watch?v=FQsYBvf-kKc\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003escale up or down as usage evolved\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;without having to pre-commit to a fixed cluster size.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ePerformance:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;Transitioning from ChromaDB to Elastic Cloud Serverless resulted in a 200% improvement in performance with query and retrieval times significantly reduced. This was partly due to the move from a self-hosted, resource-constrained infrastructure to Elastic’s optimized managed environment.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eEasy migration process:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe migration from ChromaDB to Elastic Cloud Serverless was remarkably swift, taking just two weeks. This rapid transition was facilitated by Elastic's comprehensive documentation and support from their team. Using frameworks like LlamaIndex, which supports Elastic as an abstraction layer, further streamlined the process.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eFamiliarity and integration:\u0026nbsp;\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWe were already using Elastic for logging and infrastructure monitoring, so expanding to serverless for vector search was a natural extension. Our team was comfortable with the Kibana UI and Elastic’s ecosystem.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eExpansive coverage:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;As a global company with AWS as our preferred cloud provider, having geographic coverage is critical. Elastic Cloud Serverless gives us all the regions we need. As our data centers are primarily located in London and New York, it gave us the flexibility of localized data stores without worrying about the infra setup.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eOne technical challenge we encountered was around indexing strategy. Initially, we created one index per document to enable precision while using metadata-driven lookups like temporal queries. This was primarily driven by the need to overcome limitations of vector detection strategies and completeness. However, this led to a high number of small indices; and we’ve worked closely with Elastic to optimize this, balancing our unique requirements with platform best practices. We have since refined our data strategy as well to better suit the platform and are now moving to hybrid selection and using bigger large language model (LLM) context windows.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csecb21443731da48a"}}},{"image":{"image":{"uid":"blt8fc845d753e1b7ae","_version":1,"title":"diagram-tetragon-architecture.png","created_by":"blt3044324473ef223b70bc674c","updated_by":"blt3044324473ef223b70bc674c","created_at":"2025-09-02T16:33:28.900Z","updated_at":"2025-09-02T16:33:28.900Z","content_type":"image/png","file_size":"294484","filename":"diagram-tetragon-architecture.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-09-02T16:49:30.748Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt8fc845d753e1b7ae/68b71c5836f57ec9d6e78ae2/diagram-tetragon-architecture.png"},"_metadata":{"uid":"cs64222f9a4b46faa7"},"caption_l10n":"Tetragon’s architectural diagram","alt_text_l10n":"Tetragon's architectural diagram","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"Results and benefits","_metadata":{"uid":"cs79f2c6cb4cf6e6c1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSince migrating to Elastic Cloud Serverless, our team has reaped numerous benefits, including:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eImproved performance:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e We observed a substantial boost in performance with queries and data retrievals being 200% faster than before. This was driven by moving to infrastructure but also by the ability of the cluster to autoscale.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eEfficient scaling:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e The autoscaling capabilities of Elastic Cloud Serverless have been a game changer, allowing us to scale effortlessly as our internal usage grows.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eReduced management overhead:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e The managed nature of the serverless solution has freed up resources, enabling the team to focus on core development tasks.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eSmooth onboarding and documentation:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e The quality of Elastic’s documentation and the ability to quickly spin up a proof of concept (POC) were key to our rapid migration. Compared to competitors, Elastic’s onboarding experience stood out.\u003c/span\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Lessons learned and advice","_metadata":{"uid":"cs9065fb1c5149a687"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor teams considering a similar migration:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Cloud Serverless is especially well-suited for teams working with simple vectors and looking for fast onboarding.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFamiliarity with Elastic’s stack and documentation can greatly accelerate migration and reduce friction.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBe mindful of indexing strategies. Aligning with platform best practices can help optimize costs and performance.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe ability to quickly run a POC and see value is a strong indicator of a good fit.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eUse embedding models available within Elastic as they greatly simplify applications.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e"},{"title_l10n":"Looking ahead","_metadata":{"uid":"cs57dd712c035755dc"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAs Tetragon continues to expand our AI capabilities, Elastic Cloud Serverless remains a cornerstone of our infrastructure. Our team is excited about the future with plans to use more of Elastic's features, including their machine learning embeddings provider. We are excited about how this product is developing and also appreciate the Elastic team’s help in keeping us updated as well as help with the deployment of these features.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eVisit\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/serverless\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Cloud Serverless\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;for more insights and updates or\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://cloud.elastic.co/serverless-registration\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003esign up for a free trial\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs5d3ef3fac55065e2"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs23f62df033abad35"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(52, 55, 65);font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(52, 55, 65);font-size: 10pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(52, 55, 65);font-size: 10pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos, or registered trademarks of Elasticsearch N.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs51db08953c24eb9c"}}}],"publish_date":"2025-08-29","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","table_of_contents":{"blog_series":[]},"tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"bltc3067ddccda555c1","ACL":{},"created_at":"2023-11-06T21:50:08.806Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"elastic-cloud","label_l10n":"Elastic Cloud","tags":[],"title":"Elastic Cloud","updated_at":"2023-11-06T21:50:08.806Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.096Z","user":"blt4b2e1169881270a8"}},{"_version":1,"locale":"en-us","uid":"blt6f3b5313b04c2729","ACL":{},"created_at":"2023-11-06T21:49:22.691Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"customer-story","label_l10n":"Customer story","tags":[],"title":"Customer story","updated_at":"2023-11-06T21:49:22.691Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:18.115Z","user":"blt4b2e1169881270a8"}}],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"bltc79260c1a18782d6","_version":1,"title":"image1.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-08-27T19:27:43.076Z","updated_at":"2025-08-27T19:27:43.076Z","content_type":"image/jpeg","file_size":"82180","filename":"image1.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-08-29T14:28:26.891Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltc79260c1a18782d6/68af5c2fc53b0467f1f94e50/image1.jpg"},"title":"Tetragon migrates to Elastic Cloud Serverless for enhanced performance","title_l10n":"Tetragon migrates to Elastic Cloud Serverless for enhanced performance","updated_at":"2025-09-02T16:34:14.302Z","updated_by":"blt3044324473ef223b70bc674c","url":"/blog/tetragon-elastic-cloud-serverless","publish_details":{"time":"2025-09-02T16:49:30.236Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltd9ea4e82909c7af4","locale":"en-us","_version":5,"ACL":{},"abstract_l10n":"Burgan Bank Türkiye modernized its IT with Elastic, moving from OpenShift to bare metal. Learn how the team used ML and an on-prem AI assistant to achieve 90% faster incident response and secured unified observability across all systems.","author":[{"uid":"blt7cc2cb366895d80a","locale":"en-us","_version":1,"ACL":{},"company_l10n":"","created_at":"2025-08-27T15:21:16.170Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Jon","image":null,"job_title_l10n":"Director, Advocate Marketing","key":"","last_name":"Ashley","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Jon Ashley","twitter_id":"","updated_at":"2025-08-27T15:21:16.170Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-08-27T15:21:20.090Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt98414b97403a1070","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2025-08-27T15:21:43.686Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Ido","image":null,"job_title_l10n":"Solutions Architect","key":"","last_name":"Friedman","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Ido Friedman","twitter_id":"","updated_at":"2025-08-27T15:21:43.686Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-08-27T15:21:47.734Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blta93f080701d3caa6","_version":3,"locale":"en-us","ACL":{},"company_l10n":"Burgan Bank Türkiye","created_at":"2025-08-27T15:22:22.526Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Burak","image":null,"job_title_l10n":"Senior Software Manager of Devops Team","key":"","last_name":"Düz","linkedin_id":"","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBurak Düz is the senior software manager of the DevOps team at Burgan Bank Türkiye. He specializes in OpenShift, Linux, and Elasticsearch. With a strong passion for cloud-native technologies and search infrastructure, he brings deep expertise in deploying, managing, and optimizing Elasticsearch clusters and OpenShift environments. Düz is always exploring new tools and best practices and is dedicated to building scalable, efficient, and resilient systems.\u003c/span\u003e\u003c/p\u003e","subtitle_l10n":"","tags":[],"title":"Burak Düz","twitter_id":"","updated_at":"2025-08-27T15:43:33.783Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-08-27T15:43:45.450Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc17514bfdbc519df","_version":3,"locale":"en-us","ACL":{},"created_at":"2023-11-02T21:50:54.904Z","created_by":"blt3044324473ef223b70bc674c","key":"business","label_l10n":"Business","tags":[],"title":"Business","updated_at":"2024-05-10T13:44:30.849Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2024-05-10T13:44:53.052Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2025-08-27T15:29:21.764Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csf37156d3360faa1d"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBurgan Bank Türkiye Burgan Bank K.P.S.C., a subsidiary of Kuwait Projects Company (KIPCO) Group, is one of the largest holding groups and important banking groups in the Middle East and North Africa (MENA) region established in Kuwait in 1977.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe bank acts as a solution partner for its customers and provides services through its 26 branches located in 13 important industrial and trade regions of Turkey. The bank aims to establish long-term relations with its customers by emphasizing on stability and quality while conducting its activities in accordance with the principles of banking ethics, especially accuracy and reliability.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Overcoming initial challenges: From OpenShift to bare metal","_metadata":{"uid":"cse191e311d12a49c7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe journey for Burgan Bank Türkiye began with Elastic on OpenShift, using containerization to support its growing suite of applications. However, it soon encountered storage limitations with its existing solution. This bottleneck prompted a strategic shift: deploying its new Elastic cluster on bare metal. This move unlocked greater flexibility and performance, setting the stage for a modern observability stack.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Building a resilient Elasticsearch architecture","_metadata":{"uid":"csbbb52453d458f3b5"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLed by Burak Düz, senior software manager of the DevOps team, the Burgan Bank team architected a powerful Elasticsearch cluster consisting of:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e3 master nodes\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e3 hot nodes\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e2 cold/frozen nodes\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMachine learning nodes\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e5 Kibana servers\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e6 APM server nodes\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNearly every application at the bank streams APM and log data into this cluster, providing a unified view of system health and performance.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs515cbc8013fef58e"}}},{"image":{"image":{"uid":"blt56728ee7d90cd142","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2025-08-27T15:45:00.577Z","created_by":"bltb6c155cd84fc0c1a","file_size":"235563","filename":"image3.png","parent_uid":null,"tags":[],"title":"image3.png","updated_at":"2025-08-27T15:45:00.577Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-08-28T13:00:00.788Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt56728ee7d90cd142/68af27fcabe61076e9155fa4/image3.png"},"_metadata":{"uid":"cs386316e0a5cad1da"},"caption_l10n":"Burgan Bank’s monitoring infrastructure with multiple sources of data delivered into Elastic","alt_text_l10n":"Burgan Bank’s monitoring infrastructure with multiple sources of data delivered into Elastic","disable_lightbox":false,"remove_shadow":true,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"Machine learning for proactive insights","_metadata":{"uid":"csdc72f129629b4cd2"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDarço Akkaranfil is the chief information office at Burgan Bank Türkiye. When considering the bank’s strategy for technology and innovation and how that improves the bank’s overall service, he says, “Improving the observability of our IT systems has been an important focus area for us. Elastic has supported this goal by helping us detect anomalies early through its machine learning and AI capabilities. This allows us to identify and address potential issues before they impact our customers, contributing to more stable and reliable services.\"\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMachine learning is at the heart of the bank’s observability strategy. By analyzing application performance monitoring (APM) data, the team can detect anomalies based on the request path of transactions, http response code, and custom business logic, such as failed transaction rates and business errors.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"AI assistant: Secure, on-prem observability","_metadata":{"uid":"csdd1b9bb5d5458232"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA standout innovation is Burgan Bank’s AI assistant integrated directly with Elasticsearch for APM transactions. Powered by the on-premise vLLM “Qwen/Qwen3-30B-A3B” model, this assistant allows users to ask natural language questions about transactions, streamlining investigations and troubleshooting. Importantly, the solution is air-gapped and deployed entirely on-prem, meeting the bank’s strict security requirements and ensuring sensitive data never leaves its local network.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Centralized monitoring: Faster response, deeper insights","_metadata":{"uid":"cs515a2a4321af25a6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eElasticsearch now serves as the bank’s centralized monitoring hub, delivering impressive results:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIncident response time was reduced by 90%.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eRoot cause analysis accelerated from hours to just minutes.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eKibana dashboards provide real-time visibility into server errors, latency, user activity, and release management. 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Automated reports on service errors and latency are distributed via emails, and a local SMS sender app delivers critical alerts through webhook.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Permissions, security, and strategic partnerships","_metadata":{"uid":"cs6fbf7117e98a4684"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSecurity and access control are paramount. Burgan Bank uses lightweight directory access protocol (LDAP) integration and local user roles in Kibana, such as \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eview and reporting\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eeditor\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, with clear role mappings for default access. 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As its observability journey evolves, the collaboration between Burgan BankTürkiye, Elastic, and Gantek stands as a model for secure, scalable, and intelligent banking IT, offering multiple options and flexibility that will support the bank's expansion and growth.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eWhy not try Elastic for yourself?\u003cbr /\u003e\u003c/strong\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/cloud/elasticsearch-service/signup\"\u003e\u003cspan style='font-size: 12pt;'\u003eGet started on your Elastic journey today with a free 14-day trial\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs4acdb3403739156e"}}},{"guest_author":{"topic_heading_l10n":"","_metadata":{"uid":"csd0b8644bf6096161"},"author":["blta93f080701d3caa6"]}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs5a8947582c2a5036"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eDISCLAIMER: The release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eIn this blog post, we may have used or referred to third-party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third-party tools, and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that the information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos, or registered trademarks of Elasticsearch N.V. in the United States and other countries. All other company and product names are trademarks, logos, or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csff132091a134578c"}}}],"publish_date":"2025-08-28","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Burgan Bank boosts IT with Elastic: 90% faster response, unified observability","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","table_of_contents":{"blog_series":[]},"tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt6f3b5313b04c2729","ACL":{},"created_at":"2023-11-06T21:49:22.691Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"customer-story","label_l10n":"Customer story","tags":[],"title":"Customer 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take to deliver a transformative digital experience in today's complex business landscape? For organizations with complex business needs, Liferay offers a digital experience platform that can support the most unique business requirements — from supporting complex product configurations and pricing models; to managing networks of suppliers, dealers, and distributors; to providing efficient user touchpoints across marketing, sales, and service scenarios.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLiferay’s unique ability to bring digital efficiencies to every aspect of a business requires an equally sophisticated search platform. Enter Elasticsearch, which has played a critical role in Liferay’s offering since 2015. This is when the two organizations formed an original equipment manufacturer (OEM) partnership whereby Liferay embedded Elasticsearch into its core platform, simplifying its customer access to sophisticated search and digital business transformation.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The need for speed (and scale)","_metadata":{"uid":"cs69a3b9c4044a0960"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs a commercial open source vendor, Liferay is accustomed to using popular open source technologies, including Tomcat, JBoss, and MySQL. For search functionality, it first incorporated Lucene, an Apache project, and later added Apache Solr as an option.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBut as Liferay Digital Experience Platform (DXP)\u0026nbsp; began powering business-critical solutions for enterprise clients, such as Cisco and Volkswagen, Liferay needed to offer its customers vendor-backed support for important parts of the platform like search. At the same time, enterprise customers also started to encounter the limitations of Lucene and Solr. “We needed a search platform with better scalability, cluster replication, and failover capabilities,” says Brian Chan, Liferay’s CEO.\u0026nbsp;\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA growing number of enterprise customers were asking Liferay to integrate Elasticsearch into Liferay DXP. Its popularity in the open source community and advanced features aligned with the technical needs of Liferay’s customers. Most importantly, Elastic’s commercial subscription provided the vendor-backed support required by enterprises.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLeading up to 2015, Liferay formalized a commercial relationship that allowed it to offer the open source version of Elastic as a preferred option. But to provide vendor support for search and to streamline procurement for customers, Liferay decided to enter an OEM agreement with Elastic in 2015. “Vendor support and subscription-only features, such as Elastic’s cross-cluster replication, are crucial for our enterprise customers,” says Chan.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Advanced technology, customized for clients","_metadata":{"uid":"csc8dcf5347d08a49a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eToday, Liferay has selected Elasticsearch to be its default bundled search server, supporting Liferay's key attributes of flexibility, low-code configuration, content management, personalization, and commerce. Using Elasticsearch server runtime in Liferay DXP Docker container images improves customer experience by delivering relevant results in real time.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe organization has taken advantage of customization features, including Liferay’s Elasticsearch monitoring widget, which acts as a proxy for Kibana’s UI, allowing administrators to add it to pages and interact with Kibana directly from Liferay’s platform. The sidecar Elasticsearch runtime includes custom logic to manage the starting and stopping of the Elasticsearch node’s Java Virtual Machine (JVM) from the Liferay application.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs an OEM partner, Liferay benefits from Elastic's OEM agreement. It features flexible commercial terms depending on the PaaS or self-hosted hosting models, which are designed to cater to distinct customer needs and preferences.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor example, SaaS is favored for its convenience while PaaS offers more control and flexibility over upgrades and deployments, and the self-hosted option works best for customers with existing cloud infrastructure or for those in regulated sectors with strong data residency requirements.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs339ecfa96d8d6063"}}},{"quotes":{"quote_l10n":"","_metadata":{"uid":"cs8def8993060a21d6"},"quote_author_l10n":"","quote_details_l10n":""}},{"quotes":{"quote_l10n":"We've tried various OEM and other partnerships in the past, but our agreement with Elastic has been the most successful by far.","_metadata":{"uid":"cs13f10f3c855f5852"},"quote_author_l10n":"Brian Chan, CEO, Liferay","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"OEM opens doors to annual revenue growth and efficiency","_metadata":{"uid":"cs217b2b8f955a4028"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor the Liferay team, two key aspects stand out from the OEM agreement. First, it lets them make specific adaptations to address unique search requirements of Liferay customers, giving Liferay DXP a competitive advantage and its customers' tailored search capabilities. “The OEM program was super flexible and gave us freedom to tune Elastic to the specific needs of large, complex businesses — that’s a win for customers,” says Chan.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSecond, from a go-to-market and business perspective, the OEM agreement simplifies procurement and the customer relationship. Instead of two commercial relationships, customers manage everything through a single agreement with Liferay. Here, the OEM model provides necessary indemnities and liability frameworks along with attractive pricing that Liferay passes on to customers.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBoth attributes make it easy for customers to choose the Liferay Enterprise Search add-on to easily access the power and customizability of Elasticsearch. “When there’s clear value and you make purchasing dead simple, you’re naturally going to see an increase in recurring revenues,” says Chan.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Reducing development costs","_metadata":{"uid":"cs04d855016f0efbd9"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBy integrating Elasticsearch with its platform, Liferay effectively meets market demands for performance and accuracy without extensive internal development. As an OEM partner, it can escalate support tickets and benefit from timely releases for bug fixes and enhanced capabilities. And while Liferay maintains its own support team, including search specialists, Elastic’s second- and third-line support gives the organization freedom to focus development resources on building features more closely aligned with its core competencies.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e“Elastic isn’t just an OEM partner — they are a valuable business ally with huge potential for further collaboration,” says Chan. Liferay is already exploring the potential of Elastic AI features that enable generative AI, including Elastic’s vector database, which supports semantic search. “With Elastic, we are well positioned for the future of AI search experiences.”\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csdd0686e25d5f0071"}}},{"quotes":{"quote_l10n":"Liferay and Elastic’s OEM partnership has delivered great value to our customers in the past decade. The natural synergy between our cutting-edge search and digital experience technologies is a no-brainer for the enterprise, and that’s naturally led to increased annual revenue for both companies. We’re excited to see what else we can do to go to market together with our friends at Elastic.","_metadata":{"uid":"cse1c5954bfe11773d"},"quote_author_l10n":"Brian Chan, CEO, Liferay","quote_details_l10n":""}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs7b726cccf761afa1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cse33ded1adedebd14"}}}],"publish_date":"2025-07-31","sanity_migration_complete":false,"seo":{"seo_title_l10n":"Elastic OEM program: Boosting annual revenue and efficiency at Liferay","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"As an Elastic OEM partner, Liferay can fine-tune Elasticsearch to its clients’ exact requirements and offer advanced search capabilities at a competitive price.","table_of_contents":{"blog_series":[]},"tags":[],"tags_culture":[],"tags_elastic_stack":[{"_version":1,"locale":"en-us","uid":"blt6f3b5313b04c2729","ACL":{},"created_at":"2023-11-06T21:49:22.691Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"customer-story","label_l10n":"Customer story","tags":[],"title":"Customer 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We use it. We build with it. We believe in its power to augment human potential. But when you’re applying to join Elastic, we’re searching for\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003e you\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhile AI can be a great tool to proofread, structure your thoughts, or brainstorm responses to potential interview questions, it shouldn’t be used to create experiences and skills that aren’t yours.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOur \u003c/span\u003e\u003ca href=\"https://www.elastic.co/about/our-source-code\"\u003e\u003cspan style='font-size: 12pt;'\u003eSource Code\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e encourages you to \"\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eCome as YOU are\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\" That means we want to hear about \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eyour\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e unique perspective, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eyour\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e experiences, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eyour\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e skills, and \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eyour\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e specific ways of solving challenges. So, if you’re thinking about using AI in any part of your application, make sure you use it to help show who \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eyou\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e are instead of creating a persona that isn’t you.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe value honesty from day one. \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eTo keep things fair and avoid bias\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, we use AI monitoring tools throughout our hiring process to identify anyone using technology for deception or to gain an unfair advantage.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Guidelines for candidates","_metadata":{"uid":"cs5c285cc69d613669"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eTo help you out, here are some quick guidelines for using AI as you explore a career at Elastic.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003c/p\u003e\u003ctable\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd\u003e\u0026nbsp;\u003c/td\u003e\u003ctd\u003e\u0026nbsp;\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eKeep it real\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWe’re hiring for your potential, your judgment, and your ability to grow with us. While AI tools are great for helping you organize your thoughts or polish your resume, they shouldn't be doing the \"thinking\" for you.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eOur goal is to get to know the authentic you in every part of the hiring process, from your initial application to our final conversation. That also means keeping our conversations strictly human-to-human without the interference of AI tools.\u003c/span\u003e\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eOwn the “why”\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIf you used AI during your preparation to help solve a challenge or structure a presentation, we’re interested in the journey you took to get there.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBe ready to talk us through how you chose your approach and why you took the actions you did.\u003c/span\u003e\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eCheck for accuracy\u003c/strong\u003e\u003c/span\u003e\u003c/td\u003e\u003ctd\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAI can be a great tool, but it can also get things wrong.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eIf your application contains AI-generated fabrications or hallucinations about your background or Elastic, it’s up to you to rectify it before you hit send.\u003c/span\u003e\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cp\u003e\u0026nbsp;\u003c/p\u003e"}],"_metadata":{"uid":"cs0c0d54fbeedab35e"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs25ed4a5ff1acd9af"},"paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eNote: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003eElastic’s distributed work culture is built on trust. If we find that any part of your application or interview was intentionally misrepresented, it won't just disqualify you from the process; it could lead to termination if you’ve already joined the team. We’d much rather you be real with us from the start.\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}}],"publish_date":"2026-07-16","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"bltafe75c12a90c4563","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-07-16T14:39:32.455Z","created_by":"bltb6c155cd84fc0c1a","file_size":"179328","filename":"header-blog-Elastic’s-guide-to-AI-in-the-interview-process-Blog-r2_(1).png","parent_uid":null,"tags":[],"title":"header-blog-Elastic’s-guide-to-AI-in-the-interview-process-Blog-r2 (1).png","updated_at":"2026-07-16T14:39:32.455Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-07-16T19:00:00.365Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltafe75c12a90c4563/6a58ed2442ffaa6a5dbecd9d/header-blog-Elastic’s-guide-to-AI-in-the-interview-process-Blog-r2_(1).png"},"title":"Elastic’s guide to AI in the interview process","title_l10n":"Elastic’s guide to AI in the interview process","updated_at":"2026-07-16T15:05:19.295Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/ai-guidelines-interview-process","publish_details":{"time":"2026-07-16T19:00:00.315Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltdc0e0e2660894605","_version":18,"locale":"en-us","ACL":{},"abstract_l10n":"As a distributed company, we’re experts in remote onboarding. Learn how we onboard new hires at Elastic, and dive into X-School, our new hire orientation experience. ","author":[{"title":"Elastic Culture","first_name":"Elastic","last_name":"Culture","email_id":"","paragraph_l10n":"","image":null,"key":"","facebook_id":"","tags":[],"locale":"en-us","uid":"blt7fc3768df8cad1f6","created_by":"blt458f9d272024a3ea","updated_by":"blt458f9d272024a3ea","created_at":"2019-05-06T17:21:29.796Z","updated_at":"2019-05-06T17:21:29.796Z","ACL":{},"_version":1,"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2019-05-06T17:21:34.478Z","user":"blt458f9d272024a3ea"}}],"category":[{"uid":"bltc253e0851420b088","locale":"en-us","_version":16,"ACL":{},"associated_blogs":[],"coding_language":false,"created_at":"2018-08-27T12:45:23.873Z","created_by":"sys_blt57a423112de8a853","key":"culture","label_l10n":"Culture","parent_category":[],"tags":[],"title":"Culture","updated_at":"2026-06-17T15:06:52.989Z","updated_by":"blt3e52848e0cb3c394","url":"/blog/category/culture","publish_details":{"time":"2026-06-17T15:06:55.800Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2022-07-07T18:10:07.348Z","created_by":"blt084c51ee83c3308f","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs8b5911f4e76c6259"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eElastic is a \u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/culture-elastic-distributed-by-design\"\u003e\u003cspan style='font-size: 12pt;'\u003edistributed company\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e, so when you start working with us, you’ll be guided through your virtual onboarding by good and experienced hands. Here’s what to expect as a new Elastician.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Building connections: Meet your team","_metadata":{"uid":"cs0d9d13c5a0a402d4"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eYour first few weeks will be filled with meeting other Elasticians virtually. This will likely include your direct team members as well as colleagues across the organization.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eShelby Khan, brand strategy director at Elastic, says, “To meet people, you put time on their calendars. It’s the equivalent of walking through the office.” Because Elastic is distributed, people are used to it. “Everyone was nice and helpful when I reached out,” she says.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eStarting these conversations early in your time at Elastic helps you build the relationships you’ll need for collaboration later on.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Building knowledge: Attend X-School","_metadata":{"uid":"cse0c3cb8752b84ed9"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eElastic’s formal, virtual onboarding experience is \u003c/span\u003e\u003cspan style='color:rgb(13, 13, 13);font-size: 12pt;'\u003edesigned to give every new hire a warm welcome and a solid foundation from day one.\u003c/span\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e \u003c/span\u003e\u003cspan style='color:rgb(13, 13, 13);font-size: 12pt;'\u003eCentral to our onboarding experience is X-School, a comprehensive program designed to equip new employees with the tools and knowledge needed to thrive at Elastic. Conducted in two different time zones to accommodate our global workforce, X-School provides a platform for new hires to connect with Elasticians worldwide.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e“Being inclusive to all time zones is something we're really proud of,” says Jess Bargeloh, learning and organizational development solutions consultant at Elastic. “There are a lot of breakout groups,” Bargeloh says. “Elasticians have a chance to meet and learn with people in other countries.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(13, 13, 13);font-size: 12pt;'\u003eThrough engaging sessions and interactive activities, participants not only gain valuable insights into Elastic's culture but also build lasting relationships with their peers. “\u003c/span\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eEvery aspect of X-School is designed to foster personal and professional growth. X-School teaches you how to be successful at Elastic,” she says.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eThe program is three days of classroom virtual experience with breakout sessions and group work. The fourth day is reserved for a panel with senior leadership. But before their X-School cohort kicks off, new hires are asked to complete some prework before attending their first session, like learning courses or self-study.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e“Once they get to the virtual sessions, they can have a dialogue about and apply what they learned instead of hearing it for the first time,” Bargeloh says.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eIncluded in X-School programming is information about Elastic's products, solutions, history, and \u003c/span\u003e\u003ca href=\"https://www.elastic.co/about/our-source-code\"\u003e\u003cspan style='font-size: 12pt;'\u003eSource Code\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e. We introduce a number of different topics that help Elasticians achieve shared success, including storytelling, growth mindset, collaboration, and decision making.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e“X-School is a mixture of understanding company culture in a remote environment and getting familiar with the company,” Khan says.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eTo cap off the week, there is an AMA (Ask Me Anything) with Elastic senior leadership, which has always been a fan favorite, Bargeloh says. X-School runs every four to six weeks, depending on the number of new hires.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eIlya Nikokoshev, senior software engineer at Elastic, says he had a great X-School experience. “This is easily the best onboarding program that I have experienced, and I will be sure to mention it as one of the things that make Elastic a great place to work,” he says.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eTo get the most of our X-School, Bargeloh recommends:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e\u003cstrong\u003ePreparing:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e Fully immerse yourself in the X-School experience by completing your prework and actively participating in virtual sessions. This dedicated time is invaluable for laying a strong foundation in your role at Elastic.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e\u003cstrong\u003eConnecting:\u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e Embrace the chance to connect with other Elasticians worldwide during X-School. These relationships are not only valuable professionally but can also provide support as you begin to acclimate.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e\u003cstrong\u003eBeing open: \u003c/strong\u003e\u003c/span\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003eWhile starting a new job may present challenges, it's also an exciting opportunity for personal and professional growth. Approach this journey with enthusiasm and openness to new experiences; it's a chance to learn, grow, and have fun along the way.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e\u003cem\u003e\u003cstrong\u003eYou’re one job application away from your X-School journey. Learn more about \u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/about/careers/?baymax=web\u0026elektra=culture-onboarding-at-elastic?ilks\"\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ecareers at Elastic\u003c/em\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e\u003cem\u003e\u003cstrong\u003e and search open roles.\u0026nbsp;\u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 11pt;'\u003e\u003cem\u003eThis blog was originally published on May 7, 2024.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs79ef8dd974d1e067"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs279d9b8a7eb37989"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs793e4829f040cd2e"}}}],"publish_date":"2026-06-09","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[{"uid":"blta3d57ee01bc3c718","_content_type_uid":"tags_culture"},{"uid":"blt941960cc2498f467","_content_type_uid":"tags_culture"},{"uid":"blt6d563296d3ba4a70","_content_type_uid":"tags_culture"}],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"blt96dacecec4a58cc0","_version":1,"title":"x-school-image-new (1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-06-09T17:55:48.417Z","updated_at":"2026-06-09T17:55:48.417Z","content_type":"image/png","file_size":"154681","filename":"x-school-image-new_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-06-09T17:55:53.732Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt96dacecec4a58cc0/6a2853a4a4973e4fa445a318/x-school-image-new_(1).png"},"title":"Onboarding at Elastic: What to Expect","title_l10n":"Onboarding at Elastic: What to expect","updated_at":"2026-06-09T17:55:49.089Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/onboarding-at-elastic","publish_details":{"time":"2026-06-09T17:55:53.528Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt97710d4ffb31ab7e","locale":"en-us","_version":17,"ACL":{},"abstract_l10n":"Employee resource groups build a sense of community and belonging, provide an inclusive space for people with similar experiences, empower employees to share their voice, and amplify our DEI initiatives. Here’s a bit about each one.","author":[{"title":"Elastic Culture","first_name":"Elastic","last_name":"Culture","email_id":"","paragraph_l10n":"","image":null,"key":"","facebook_id":"","tags":[],"locale":"en-us","uid":"blt7fc3768df8cad1f6","created_by":"blt458f9d272024a3ea","updated_by":"blt458f9d272024a3ea","created_at":"2019-05-06T17:21:29.796Z","updated_at":"2019-05-06T17:21:29.796Z","ACL":{},"_version":1,"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2019-05-06T17:21:34.478Z","user":"blt458f9d272024a3ea"}}],"category":[{"uid":"bltc253e0851420b088","locale":"en-us","_version":16,"ACL":{},"associated_blogs":[],"coding_language":false,"created_at":"2018-08-27T12:45:23.873Z","created_by":"sys_blt57a423112de8a853","key":"culture","label_l10n":"Culture","parent_category":[],"tags":[],"title":"Culture","updated_at":"2026-06-17T15:06:52.989Z","updated_by":"blt3e52848e0cb3c394","url":"/blog/category/culture","publish_details":{"time":"2026-06-17T15:06:55.800Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2022-09-09T17:32:14.785Z","created_by":"blt084c51ee83c3308f","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs50200ea8edae4797"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eEmployee resource groups (ERGs) — or as we like to call them, Elastician resource groups — have been a part of Elastic’s culture since 2016. They started as organic Slack channels that Elasticians could join to connect with others from similar backgrounds or experiences.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eERGs allow Elasticians to build a sense of community and belonging outside of their immediate team and allow for knowledge sharing, learning and development, and networking.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eWe’re a\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/culture-elastic-distributed-by-design\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003edistributed organization\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e\u0026nbsp;with employees in more than 40 countries around the world. We speak different languages, come from different cultures, and work in different time zones. What unites us is our\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/about/our-source-code\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSource Code\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e, a shared set of ideals that we’re always working toward.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eOne tenet of our Source Code is “As YOU, Are” which means that we celebrate our differences and encourage everyone to “come as you are” without feeling pressured to conform to a singular norm.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eKaren Penn, Elastic’s head of global inclusion and community impact, shares how the Source Code promotes healthy discourse among employees. “On a daily basis, things can be misinterpreted, but it’s important to not assume malice. We have this set of ideals to show that.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003eShe also explains her tool for managing awkward occurrences when they arise, especially around differences.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(28, 30, 35);font-size: 12pt;\"\u003e“We have to respect the pause”,” she says. When working alongside Elasticians representing more than 100 nationalities, a multitude of languages, and differing communication styles, it’s important to “respect the pause,” and let people explain. Doing so ensures nothing is lost in translation and enables Elasticians to address things in a meaningful way.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The impact of our ERGs ","_metadata":{"uid":"cs83fae5fe9a691dbc"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt Elastic, we believe in the strength of community. We’ve cultivated a global platform for all Elasticians to connect, learn, grow, and thrive together across our ERGs. Open to all employees, our ERGs embody the ideals of our Source Code, bring significant value to Elastic, and are vital to our identity and growth as an organization.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWe are committed to building a generational company that is both responsive and innovative. Our ERGs play a crucial role in achieving this by driving innovation that directly supports our business goals, empowering members' personal and professional growth, and making a meaningful impact on the broader community through active volunteering and donation initiatives.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eOriginally published on September 12, 2022.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csa11ae62bf3c22201"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csaa5b047b47c36201"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs32d8926812711157"}}}],"publish_date":"2026-06-09","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[{"uid":"blt6e41c56d3689487a","_content_type_uid":"tags_culture"},{"uid":"blt0f23343b87b20630","_content_type_uid":"tags_culture"},{"uid":"blt4bebb28f8e616e9a","_content_type_uid":"tags_culture"},{"uid":"bltf53e7d9e6890ffe1","_content_type_uid":"tags_culture"},{"uid":"bltc1899ef5008b2218","_content_type_uid":"tags_culture"}],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"bltb9d5e53fd0242d26","_version":1,"title":"ERGs-blog (1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-06-09T18:30:04.434Z","updated_at":"2026-06-09T18:30:04.434Z","content_type":"image/png","file_size":"166495","filename":"ERGs-blog_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-06-09T18:30:19.652Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltb9d5e53fd0242d26/6a285bac431e1803bcc4b298/ERGs-blog_(1).png"},"title":"Meet Elastic's ERGs","title_l10n":"Meet Elastic's ERGs","updated_at":"2026-06-10T15:36:05.305Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/culture-meet-our-7-ergs-who-are-building-communities-at-elastic","publish_details":{"time":"2026-06-10T15:36:10.422Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt986074eb474a7c5f","_version":2,"locale":"en-us","ACL":{},"abstract_l10n":"How econometrics and machine learning come together to secure modern systems","author":[{"title":"Elastic Culture","first_name":"Elastic","last_name":"Culture","email_id":"","paragraph_l10n":"","image":null,"key":"","facebook_id":"","tags":[],"locale":"en-us","uid":"blt7fc3768df8cad1f6","created_by":"blt458f9d272024a3ea","updated_by":"blt458f9d272024a3ea","created_at":"2019-05-06T17:21:29.796Z","updated_at":"2019-05-06T17:21:29.796Z","ACL":{},"_version":1,"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2019-05-06T17:21:34.478Z","user":"blt458f9d272024a3ea"}}],"category":[{"uid":"bltc253e0851420b088","locale":"en-us","_version":16,"ACL":{},"associated_blogs":[],"coding_language":false,"created_at":"2018-08-27T12:45:23.873Z","created_by":"sys_blt57a423112de8a853","key":"culture","label_l10n":"Culture","parent_category":[],"tags":[],"title":"Culture","updated_at":"2026-06-17T15:06:52.989Z","updated_by":"blt3e52848e0cb3c394","url":"/blog/category/culture","publish_details":{"time":"2026-06-17T15:06:55.800Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-04-29T18:29:33.532Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"banner":{"reference":[{"uid":"blt1a7e8dd6a0fc30d8","_content_type_uid":"banner"}],"_metadata":{"uid":"csd61c7e9137e78ba6"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs8652fa0f1faf77d7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSusan Chang’s path into machine learning didn’t start in computer science — it started in economics.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhile studying econometrics, a field focused on applying statistical models to real-world economic systems, she developed a deep interest in understanding patterns hidden inside complex data.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e“Econometrics is applied statistics for economics … that’s a large part of the foundation of machine learning,” she says.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSusan brings that mindset to cybersecurity as a principal data scientist on Elastic’s Security team, where she builds machine learning systems that help organizations detect anomalous behavior across massive streams of security data.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs145d40690a300cdc"}}},{"image":{"image":{"uid":"blt4d686df288597dc6","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-04-29T18:29:24.734Z","created_by":"bltb6c155cd84fc0c1a","file_size":"400634","filename":"image1.png","parent_uid":null,"tags":[],"title":"image1.png","updated_at":"2026-04-29T18:29:24.734Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-04-30T13:00:01.291Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt4d686df288597dc6/69f24e0424a5c5fe450ddf16/image1.png"},"_metadata":{"uid":"cs7fa92411c0dd8b6a"},"caption_l10n":"","alt_text_l10n":"susan chang headshot","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"How do you get your space ready to build?","_metadata":{"uid":"cs79ef3618fa6acdae"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA typical day for Susan involves some combination of reviewing design documents and pull requests, writing code, testing models, and collaborating across teams.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo optimize her productivity, she keeps her desk setup intentionally simple. But the type of desk is important. Susan loves her Flexispot standing desk so much that she’s bought it twice.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e“They're essential for stretching, or if I'm getting drowsy, then standing up can fix that. So, I really like a large standing desk,” she says.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe core tools on her desk include an Acer 34” ultrawide monitor, a Logitech MX Master 3S mouse, and a Ducky One 65% Mechanical Keyboard, all used with her Apple M4 Pro with 48 GB memory.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e“I really like ultrawide monitors because you can fit a lot of stuff on them,” Susan says, but they’re less clunky to her than a dual monitor setup.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eKeeping things compact on her desk is a theme for Susan. After experimenting with different keyboard styles, she settled on a compact layout to maximize desk space.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e“The 65% keyboard layout doesn't have a Function key row or number pad,” Susan. “But I can even do heavy spreadsheets with just the number row.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnd the one non-technical thing on her desk is an Elastic mug she received for referring people to Elastic that says “employee referral expert.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith a team spread across time zones, Susan relies on focus blocks and asynchronous communication to maintain momentum. She and her team brainstorm on Slack whenever they’re stuck on a problem.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e“I find the people we hire in our team are all very good writers and communicators. I think Elastic indexes high for that, but not for the type of technical person that doesn't talk a lot, because it's very hard to do that here,” Susan says.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs8c6e4c379f741a4d"}}},{"image":{"image":{"uid":"blt4dc9a9b7ae445026","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-04-29T18:29:32.191Z","created_by":"bltb6c155cd84fc0c1a","file_size":"453346","filename":"image2.png","parent_uid":null,"tags":[],"title":"image2.png","updated_at":"2026-04-29T18:29:32.191Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-04-30T13:00:01.340Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt4dc9a9b7ae445026/69f24e0c547a3a282732c635/image2.png"},"_metadata":{"uid":"cs582b8084b24adf32"},"caption_l10n":"","alt_text_l10n":"susan chang desk setup with labels","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"You’re ready to build. What are you building?","_metadata":{"uid":"csfd8f8ed88ff974b3"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eSusan and her team develop machine learning capabilities that power Elastic Security, helping organizations detect suspicious behavior across enormous datasets. Security data arrives as high-volume time-series logs, which makes identifying meaningful patterns difficult.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e“The volume of data is quite high. But then you don't always have the correct patterns over time. You have to rely on the machine learning models to identify behaviors. Sometimes attackers might wait for a day or two days, or even longer, so how do you write detections that can account for those patterns?” she says.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eOne of the team’s current areas of focus is building evaluation frameworks for AI systems. These frameworks allow the team to measure whether new models actually improve outcomes, such as reducing false positives or identifying threats more accurately.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e“For all of our tooling, we built testing frameworks and evaluation frameworks, so when we make a change, we can see if it will create more false positives or more errors,” she says.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic’s architecture also allows models to be trained and deployed directly within Elasticsearch, enabling\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/docs/explore-analyze/machine-learning\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eanomaly detection capabilities\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;that identify suspicious logins, abnormal network activity, or unusual behavior on servers.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eLooking ahead, Susan is particularly excited about the role Elastic will play in helping organizations extract insights from their proprietary data using AI.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e“We're always creating new ways to make it easier for people to retrieve or find their data. This includes security logs as well, but it could include any other data that they store in Elasticsearch. We keep making and improving features and finding more AI-native ways to extract the data. I'm excited to see and use it myself, too.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eOutside of building machine learning systems, Susan spends her time speaking at conferences and sharing research with the broader machine learning community. This year, she is speaking at two conferences in Boston.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e“I attend or speak at a lot of conferences. I really enjoy speaking about what I've been doing at Elastic,” she says.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBut, while many of her colleagues speak at security conferences, Susan often presents at machine learning events, where she discusses topics such as evaluating AI-driven security features and comparing model performance.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThis way, she bridges the machine learning and security communities while helping others understand how AI can be applied in real-world environments.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAnd for people just getting into security machine learning, she recommends developing strong machine learning fundamentals first, and then learning the domain context needed to apply those skills effectively.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e“I started from the machine learning side and learned the domain of each industry I go into. Don’t neglect either of them.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003eIf you’re looking to join a company that’s pushing tech forward, check out our\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003cem\u003e\u003c/em\u003e\u003ca href=\"https://www.elastic.co/careers\"\u003e\u003cem\u003e\u003c/em\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003ecareers site\u003c/em\u003e\u003c/span\u003e\u003cem\u003e\u003c/em\u003e\u003c/a\u003e\u003cem\u003e\u003c/em\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003e.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cse04f6e0a1ba3dd7b"}}}],"publish_date":"2026-04-30","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"bltdbbd58cb60b196c7","_version":1,"is_dir":false,"ACL":{},"content_type":"image/jpeg","created_at":"2026-04-29T18:28:08.352Z","created_by":"bltb6c155cd84fc0c1a","file_size":"28764","filename":"image3.jpg","parent_uid":null,"tags":[],"title":"image3.jpg","updated_at":"2026-04-29T18:28:08.352Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-04-30T13:00:01.313Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltdbbd58cb60b196c7/69f24db85ab0e424f13bcbd3/image3.jpg"},"title":"Built on patterns: How Susan Chang’s econometrics roots drive machine learning for security and her minimalist workspace","title_l10n":"Built on patterns: How Susan Chang’s econometrics roots drive machine learning for security and her minimalist workspace","updated_at":"2026-04-29T18:31:16.261Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/top-down-with-susan-chang","publish_details":{"time":"2026-04-30T13:00:01.238Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt1743659ee692e747","locale":"en-us","_version":3,"ACL":{},"abstract_l10n":"Senior Software Engineer Guilherme Xavier shares his experience onboarding into a fully remote role at Elastic, outlining the processes and achievements that made it a success.","author":[{"uid":"bltc20e2cf676fa4261","_version":2,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2026-03-25T00:42:52.038Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Guilherme","image":null,"job_title_l10n":"Senior Software Engineer","key":"","last_name":"Xavier","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Guilherme Xavier","twitter_id":"","updated_at":"2026-03-25T00:43:23.296Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-03-25T00:43:29.438Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc253e0851420b088","locale":"en-us","_version":16,"ACL":{},"associated_blogs":[],"coding_language":false,"created_at":"2018-08-27T12:45:23.873Z","created_by":"sys_blt57a423112de8a853","key":"culture","label_l10n":"Culture","parent_category":[],"tags":[],"title":"Culture","updated_at":"2026-06-17T15:06:52.989Z","updated_by":"blt3e52848e0cb3c394","url":"/blog/category/culture","publish_details":{"time":"2026-06-17T15:06:55.800Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-03-25T00:51:26.658Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs02a0a43fe0006344"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eThere was a time when software engineers had a select set of tools to work with, and becoming an expert in a language or technology was part of one's career aspirations. Backend folks would usually become experts in Java, C/C++, or C#. At the same time, the infrastructure team would be kings in Linux and virtualization.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eBut now the norm is for engineers to work with several technologies, approaches, and paradigms sequentially or in parallel. The likelihood of two companies using the same technology to solve the same problem in the same way is very low. And even if they do, each company has made their own choices about how they use it, which, of course, leads them to completely different states.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eSo, when a platform engineer like me joins a new company, we have to unlearn previous practices and get up to speed on complex and proprietary tech, practices, and workflows.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Onboarding engineered for success","_metadata":{"uid":"csb36dc1470464aa9b"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eAt Elastic, we use many industry-standard technologies, such as Kubernetes, Terraform, and Secrets Management Platforms, but the way we use them is unique to our organization. The glue between them is custom code meticulously crafted by exceptionally talented Elastic platform engineers over the years. It's impossible to, out of the blue, \"know\" all the moving pieces or read through a best-selling book and be ready for the job.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eMy own experience joining Elastic two months ago has highlighted for me that a company and its people’s commitment to collaborative and thorough onboarding makes all the difference in a new hire’s experience.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eHere are the key pieces of Elastic’s process that have smoothed my integration and accelerated my knowledge as a platform engineer working remotely.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The onboarding document","_metadata":{"uid":"cs41ad95d11b2fc0ab"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eNobody is going to remember everything, especially when starting a new job. It's much more reliable to have a write-up of the most important information (context, purpose, and supported use cases) to know, along with links to dive deeper into a team's product documentation.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eThe onboarding document I received included a checklist I could use to track what I’d done and what I was still missing. I know that the expectation wasn’t that I check \u003c/span\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e\u003cem\u003eevery \u003c/em\u003e\u003c/span\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003esingle box, but it helped ensure I wasn’t missing important information.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"An onboarding-specific communication channel","_metadata":{"uid":"csc4981f8a6c31c3ae"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eAt Elastic, team members work in several time zones, so it's natural that our main communication is written. But it was a surprise to me that my team has a dedicated onboarding communication channel in Slack.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eIn the onboarding channel, teammates share things like \"beginner\" tasks they are working on or problems they're having with starting a service. It was a helpful way to learn from the questions and experiences of others that didn't require much context to digest, especially during my first few weeks.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003ePlus, it created a comfortable environment for me to ask questions that I wouldn't be as comfortable asking in a \"regular\" channel. If my teammates were having a deep conversation about a complex implementation that stakeholders wanted, and I needed to ask why a small service wouldn’t start on my laptop, I didn’t have to interrupt them. I could ask in the onboarding channel without feeling like I was distracting from important work.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Runbooks and cheat sheets","_metadata":{"uid":"csa0d4fc320beb7b2c"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eAs an engineer, learning by doing is paramount. Runbooks and cheat sheets helped me during incidents, recurring tasks, and even for (underrated) knowledge sharing. Our team's runbooks helped me understand how our systems are configured and interact with one another.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eYes, I could’ve asked a teammate to walk me through the architecture and connect the dots. Still, nothing could prepare me more for the real world than actually running commands and reading the system's feedback. Moreover, I had the opportunity to give feedback and update them accordingly, which is a win-win for the team!\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Integrating with a global team","_metadata":{"uid":"cs3972a9e7438c44b8"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eWith Elastic being a globally distributed company, the entire team can’t be physically available to help onboard every new team member — even though everyone on the team wanted to provide me with the best possible experience. One of the first \u003c/span\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e\u003cem\u003eand most important\u003c/em\u003e\u003c/span\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003e tips I received when I joined Elastic was to have a 30-minute chat with each person on the team.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eObviously, I knew it would take me a long time to have the opportunity to meet them in person (we usually meet in person at least once a year), but getting to know and build rapport with the people I collaborate with was a necessity.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(14, 16, 26);font-size: 12pt;'\u003eAt Elastic, we’re always hard at work to deliver for our customers, so finding the time to meet with everyone I wanted to connect with was going to take some time. I decided to set a reasonable pace and aim to have a private chat with one person every week. I found it worked perfectly.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Sharing my experience","_metadata":{"uid":"csc8f06a1c768c7005"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003eMy role at Elastic includes a lot of moving parts. Several overarching, cross-domain functions fall under the platform department's umbrella, and platform engineers like me help our peers (i.e., our internal customers) more easily adapt to ever-growing exposure to new integrations, technologies, compliance requirements, and more.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003eThe steps Elastic took to ensure my onboarding process was successful helped me get up to speed quickly and allowed my team to remain focused on its deliverables so that, together, we didn’t miss a beat.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003eSoon, I’ll get to be a part of the onboarding process from the other side —\u0026nbsp;as an established platform engineer operating in a framework that lets me get to know and empower my new colleagues while remaining on track with my day-to-day work.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003e\u003c/span\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003eAre you interested in joining Elastic?\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/careers\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eCheck out our open roles and apply\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(14, 16, 26);font-size: 12pt;\"\u003e\u003cu\u003e!\u003c/u\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csf841777bfde9934d"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs115c703ef07a2c5f"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs3211584d80810af8"}}}],"publish_date":"2026-03-25","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"","tags":[],"tags_culture":[{"uid":"blteca7aeb268d33827","_content_type_uid":"tags_culture"}],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"blt575449eac26fb222","_version":1,"is_dir":false,"ACL":{},"content_type":"image/png","created_at":"2026-03-25T00:45:50.135Z","created_by":"bltb6c155cd84fc0c1a","file_size":"139129","filename":"Guilherme_Xavier_(1).png","parent_uid":null,"tags":[],"title":"Guilherme Xavier (1).png","updated_at":"2026-03-25T00:45:50.135Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2026-03-25T16:00:01.068Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt575449eac26fb222/69c3303e13193a8e7212c8ac/Guilherme_Xavier_(1).png"},"title":"An engineer’s take on onboarding at Elastic","title_l10n":"An engineer’s take on onboarding at Elastic","updated_at":"2026-03-25T00:53:27.194Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/engineer-onboarding-guilherme-xavier","publish_details":{"time":"2026-03-25T16:00:01.042Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltbb70575d45bebc2a","_version":6,"locale":"en-us","ACL":{},"abstract_l10n":"Sean Handley, senior engineering manager on the Search team, spends his days working with his team on machine learning and large language models (LLMs), shaping the future of search as we know it. Learn how Sean gets ready to build.","author":[{"title":"Elastic Culture","first_name":"Elastic","last_name":"Culture","email_id":"","paragraph_l10n":"","image":null,"key":"","facebook_id":"","tags":[],"locale":"en-us","uid":"blt7fc3768df8cad1f6","created_by":"blt458f9d272024a3ea","updated_by":"blt458f9d272024a3ea","created_at":"2019-05-06T17:21:29.796Z","updated_at":"2019-05-06T17:21:29.796Z","ACL":{},"_version":1,"publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2019-05-06T17:21:34.478Z","user":"blt458f9d272024a3ea"}}],"category":[{"uid":"bltc253e0851420b088","locale":"en-us","_version":16,"ACL":{},"associated_blogs":[],"coding_language":false,"created_at":"2018-08-27T12:45:23.873Z","created_by":"sys_blt57a423112de8a853","key":"culture","label_l10n":"Culture","parent_category":[],"tags":[],"title":"Culture","updated_at":"2026-06-17T15:06:52.989Z","updated_by":"blt3e52848e0cb3c394","url":"/blog/category/culture","publish_details":{"time":"2026-06-17T15:06:55.800Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-03-05T14:53:40.478Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"banner":{"reference":[{"uid":"bltae7280d8651a3d66","_content_type_uid":"banner"}],"_metadata":{"uid":"cs1bda32e822dd05d9"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cse5dcfccc8b7252bc"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSean Handley, senior engineering manager on the Search team, thinks working in tech feels like magic. As a kid, he found himself enthralled by magic tricks, wanting to understand how things work. Then, when his family got their first desktop computer in the late 90s, the same impulse took over, spurring him to create web pages instead of magic tricks.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e“I was a kid, too,” Sean says of his time outside the hours he would spend making games and animations and learning programming languages. “I climbed trees, I got into trouble. But there was a spark there that grew into what I do now.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFollowing that spark in the early days of his career, Sean always found himself working on the cutting edge of emerging technologies, from video software to cloud applications. At one point, he says, he worked on a project with a team that built a whole public cloud platform with network, volume, storage, and its own data center.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e“That was a great job, from a technical, geeky point of view,” he says, “because our work went from down in the building, working with racks, servers, and networking, and then all the way up through the infrastructure layer to the user applications running at the top.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEventually, this curiosity and experience with open source software and infrastructure led him to his role at Elastic, where he works on the Search Inference team.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNow, he spends his days working with his team on machine learning and large language models (LLMs), shaping the future of search as we know it. At its core, his work still starts with that same childhood impulse to ask questions and figure out how things work.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHere is how Sean Handley gets ready to build.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csa07af116787f3e20"}}},{"image":{"image":{"uid":"bltc1ef2c56116c68fc","_version":1,"title":"TDS-5-Sean Handley_4-headshot.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-05T14:56:00.761Z","updated_at":"2026-03-05T14:56:00.761Z","content_type":"image/png","file_size":"471601","filename":"TDS-5-Sean_Handley_4-headshot.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-05T15:13:25.583Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltc1ef2c56116c68fc/69a99980adbddf4425eef071/TDS-5-Sean_Handley_4-headshot.png"},"_metadata":{"uid":"cs603e901f2ac6a773"},"caption_l10n":"","alt_text_l10n":"Sean Handley headshot with his desk in the background","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"How do you get your space ready to build?","_metadata":{"uid":"csc5bec5ba5f9af33c"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e“I’ve been working remotely for going on 15 years,” says Sean Handley. He’s realized in that time that the most valuable commodity anyone can bring to work is their full attention. “Protect it, manage it, and use it wisely,” he says. “I make it my mission to disable unnecessary notifications or other sources of distraction so I can get into a steady flow state when I'm working on a task. Admittedly, as a manager, there are a lot of interruptions in my work week, but I make it a habit to carve out regular focus time on my calendar.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo stay focused and attentive, Sean has curated an environment that keeps him energized.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIdeally, Sean would spend more time in nature, revisiting hobbies like climbing, which never fail to energize and invigorate his brain. But with kids and a home outside of the city, he doesn’t get out as much as he’d like. “The only downside of a career in tech is how much time you spend indoors,” he says. So instead, he finds ways to bring the outside in — from a grip spring to an LED lamp on his desk.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLiving in Manchester, England, his Lumie Task lamp is essential, especially in the winter. “When I’m working in the evening, and the sun has been gone for a couple of hours, it keeps you feeling awake and stops you from sort of feeling sleepy in the second half of your day,” he says. “It’s good for your circadian rhythms to have the light on you, and the light in your eyes definitely psychologically makes you feel better.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnother energizing hack: his standing desk. Shifting from sitting to standing at his trusty IKEA model keeps him alert instead of sluggish, Sean says. “It's like one of these with a hand crank. I know some people have these amazing automated ones, but this one has worked well for me for more than 10 years.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen it comes to his desk setup, Sean’s Widescreen LG monitor sits at the center of his desk and pairs with his MacBook Pro M4. When he’s not standing, his Secret Lab chair keeps him supported through long workflows.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor his accessories, Sean says, “I'm kind of all in on Apple, except for my monitor. So I have AirPods Pro. I prefer the AirPods Pro in the summer because they're light. The AirPods Pro Max are a little bit warm in the summertime, but I really like how immersive they are, and they've got really good quality noise canceling.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHe also has a bookshelf full of engineering books. He recommends \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eThe Software Engineer’s Guidebook\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e by engineering manager and software engineer Gergely Orosz (also known as The Pragmatic Engineer). It’s a guide that goes beyond the basics into how engineers work in teams, which can be helpful for anyone at any stage in their career, says Sean.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHis office isn’t all wires and computers. He keeps it decorated with his completed LEGO projects, which he’s been building since he was a kid. His favorite? An ornithopter from the Dune franchise that sits right on the windowsill as if it’s about to fly away — though Manchester is quite different from Arrakis.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs72a694645823725d"}}},{"image":{"image":{"uid":"blt431b5285e7d45f50","_version":1,"title":"TDS-5-Sean Handley_2-desk labels.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-05T14:56:29.131Z","updated_at":"2026-03-05T14:56:29.131Z","content_type":"image/png","file_size":"412225","filename":"TDS-5-Sean_Handley_2-desk_labels.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-05T15:13:25.601Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt431b5285e7d45f50/69a9999db26817889cf7c887/TDS-5-Sean_Handley_2-desk_labels.png"},"_metadata":{"uid":"csf590bee767111657"},"caption_l10n":"","alt_text_l10n":"Sean Handley's desk labeled","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"You’re ready to build. What are you building?","_metadata":{"uid":"cs2676729d50187de5"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBefore landing at Elastic, Sean worked in multiple industries — always across products that leveraged the latest technology and pushed innovations to their limits. He has recently brought his curiosity and problem-solving skills to Elastic.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBeing on the Search team for the past year, Sean is proud to be working with such innovative products. “Elastic's a really interesting product,” he says. “We’re lucky enough to have quite a large user base and be around at a time when relevance technology really matters for what's emerging with GenAI.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHe’s most proud of his work l\u003c/span\u003e\u003cspan style=\"color: rgb(29, 28, 29);font-size: 12pt;\"\u003eaunching the\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/blog/elastic-inference-service\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic Inference Service\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(29, 28, 29);font-size: 12pt;\"\u003e. “This is the system that allows us to provide access to machine learning models like LLMs, embeddings, and rerankers seamlessly within the Elastic product. This helps to power semantic search, chat assistants, and agentic workflows in Agent Builder.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(29, 28, 29);font-size: 12pt;\"\u003eWith the buzz around agentic AI and agentic workflows not dying down anytime soon, Sean is eager to see where the tech will take him and his team next.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(29, 28, 29);font-size: 12pt;\"\u003eWorking with GenAI has been a whirlwind over the past couple of years. Sean is looking past the hype into the future, and he’s betting that AI agents are here to stay.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(29, 28, 29);font-size: 12pt;\"\u003e“I see software engineers already using agents to automatically work on tasks. I think over time this will become more sophisticated and standardized, so engineers will have a typical setup of agents with specific roles to play in the software engineering experience. This means more time understanding the nature of the problem being solved, specifying how best to solve it, and ensuring the solution is meeting the needs of the business.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(29, 28, 29);font-size: 12pt;\"\u003eThis focus on understanding the tech deeply has always been at the heart of Sean’s love for technology. Like watching a magic trick, Sean is waiting eagerly to see what the industry does next.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"color: rgb(29, 28, 29);font-size: 12pt;\"\u003eIf you’re excited about what’s unfolding in tech and want to help shape what comes next, explore opportunities on\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/careers\" target=\"_self\"\u003e\u003cspan style=\"color: rgb(29, 28, 29);font-size: 12pt;\"\u003eour careers site\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"color: rgb(29, 28, 29);font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csba1ebff72200d294"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csded9aa9b1c3d0cc7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eIn this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use.\u0026nbsp;\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 10pt;\"\u003e\u003cem\u003eElastic, Elasticsearch, and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csc95f825953e06bf4"}}}],"publish_date":"2026-03-05T08:00:00.000Z","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"How a senior engineering manager builds the future of agentic AI","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[{"uid":"blt9085022a5c6c87e9","_content_type_uid":"tags_topic"},{"uid":"blt99b075caf3df4ca7","_content_type_uid":"tags_topic"}],"tags_use_case":[],"thumbnail_image":{"uid":"bltaf5911496fa64116","_version":1,"title":"TDS-5-Sean Handley_1 top-down-desk (1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-03-05T14:39:23.392Z","updated_at":"2026-03-05T14:39:23.392Z","content_type":"image/png","file_size":"134172","filename":"TDS-5-Sean_Handley_1_top-down-desk_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-03-05T15:13:25.619Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltaf5911496fa64116/69a9959b6b201811ac713e77/TDS-5-Sean_Handley_1_top-down-desk_(1).png"},"title":"LLMs, LEGO, and LED lights: How an Elastic engineer stays energized and leads with curiosity","title_l10n":"LLMs, LEGO, and LED lights: How an Elastic engineer stays energized and leads with curiosity","updated_at":"2026-04-28T15:44:59.077Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/top-down-with-sean-handley","publish_details":{"time":"2026-04-28T15:45:05.816Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt40cb15388172f0a5","locale":"en-us","_version":4,"ACL":{},"abstract_l10n":"Matt Nowzari is a software engineer on Elastic’s Search team, shaping how external data flows into Elasticsearch.","author":[{"uid":"blt753f47876ede7e1c","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2025-12-03T19:12:17.465Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Shantel","image":null,"job_title_l10n":"Brand Campaign Manager","key":"","last_name":"Drew","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Shantel Drew","twitter_id":"","updated_at":"2025-12-03T19:12:17.465Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-12-03T19:12:22.033Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc253e0851420b088","locale":"en-us","_version":16,"ACL":{},"associated_blogs":[],"coding_language":false,"created_at":"2018-08-27T12:45:23.873Z","created_by":"sys_blt57a423112de8a853","key":"culture","label_l10n":"Culture","parent_category":[],"tags":[],"title":"Culture","updated_at":"2026-06-17T15:06:52.989Z","updated_by":"blt3e52848e0cb3c394","url":"/blog/category/culture","publish_details":{"time":"2026-06-17T15:06:55.800Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2026-02-05T02:46:32.951Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"banner":{"reference":[{"uid":"blt31cdd9e0f9976b24","_content_type_uid":"banner"}],"_metadata":{"uid":"cs094680becac2f893"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs4eda66a7237b97e8"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eBased in North Carolina, Matt Nowzari is a software engineer on Elastic’s Search team, shaping how external data flows into Elasticsearch. His work spans tools like Open Crawler, Elastic connectors, and\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/agent-builder-elastic-ga\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAgent Builder\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/agent-builder-elastic-ga\"\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMatt is drawn to high performance and community, which is clear in his love for autocross and open source.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e“We're open source by nature with a lot of our products, which is really quite amazing. Open source is definitely the way forward, and we've been able to establish community at Elastic and the wider developer community.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eMatt believes that engagement drives innovation. “It’s important that developers interact with us because we are open source,” he says. It’s how the community moves forward. “If you’re a developer, tinker around, open a pull request or ticket, don’t be afraid of the code that runs the product, and get technical with it.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eOutside of engineering, his passion is cars. He races in autocross events, volunteers with a local car club, and is working toward becoming a certified track instructor.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWhether he’s refining search pipelines, experimenting with AI, or racing, the approach is always the same: stay curious, stay critical, and keep building.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eHere is how Matt Nowzari gets ready to build.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cscb8e87ee9f926699"}}},{"image":{"image":{"uid":"blt648861938747a787","_version":1,"title":"TDS-4-Matt Nowzari_4-headshot.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-02-05T02:45:01.895Z","updated_at":"2026-02-05T02:45:01.895Z","content_type":"image/png","file_size":"569418","filename":"TDS-4-Matt_Nowzari_4-headshot.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-02-05T14:59:45.128Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt648861938747a787/6984042d5d2e57436939103d/TDS-4-Matt_Nowzari_4-headshot.png"},"_metadata":{"uid":"cs11b1cfd256b202d8"},"caption_l10n":"","alt_text_l10n":"Matt Nowzari headshot next to computer screens","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"How do you get your space ready to build?","_metadata":{"uid":"cse4aa7987e5215535"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMatt’s workspace has to get him ready to debug code and come up with creative solutions. Before he sits down to work, Matt starts his day with his own community: his family. He takes a walk with his dog and has breakfast with his wife before logging on.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMatt has optimized his schedule to make the most of his days. Mornings are often spent syncing with European teammates, followed by meetings that taper off in the afternoon. Matt enjoys this opportunity for face time and connection early in the day. “Communication is something that I am good at. I enjoy being able to connect with my coworkers,” he says of his proactive and personal approach to work, “and my manager and my coworkers really appreciate that I do that.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn the afternoon, Matt protects his deep-work time. That’s when real progress happens. Working for hours on end at his desk, his workspace is designed for focus and flexibility. His trusty MacBook Pro (standard across his team) has pride of place at the center of his Uplift standing desk.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAn Alienware QD-OLED ultrawide monitor dominates the desk, chosen for its vibrant colors and versatility for both work and PC gaming. His favorite desk item, though, is far simpler: a Cherry MX Brown mechanical keyboard he’s owned since graduating from university. “I like the tactile feeling,” he says, “But it's not overly loud. My wife works from home, so I don't drive her crazy with loud clicking and clacking all day long.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThough Matt takes most of his meetings on his feet, he recently invested in a Fractal Refine chair to keep long coding sessions comfortable.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e“I always rolled my eyes at ergonomics, but once I turned 30, it all of a sudden made sense,” says Matt. “Being able to actually sit comfortably at a desk reduces stress on your body physically, because otherwise, you're just gonna get up off the computer at 5:00 p.m. and be in pain.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen it comes to tools, VS Code is his daily driver, with Cursor becoming a newer addition to his workflow. He uses it primarily as a critical sounding board, asking prompts like, \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003e\"A junior engineer wrote this code. Are they making good use of the idioms and patterns in the existing code base?\"\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e The goal isn’t to replace his judgment, but to sharpen it.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003e“I’ve found that AI is useful for double-checking code, double-checking your thought process, being a sounding board, and being hypercritical.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen it’s time to lock in, he reaches for UK drum \u0026amp; bass or UK garage playlists. The repetition helps his brain settle into a rhythm, turning hours of heads-down work into a steady, focused flow.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csb0bbedbf08f9bc76"}}},{"image":{"image":{"uid":"blt62a468c3ce519d83","_version":1,"title":"TDS-4-Matt Nowzari_2-desk.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-02-05T02:46:16.247Z","updated_at":"2026-02-05T02:46:16.247Z","content_type":"image/png","file_size":"354116","filename":"TDS-4-Matt_Nowzari_2-desk.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-02-05T14:59:45.143Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt62a468c3ce519d83/6984047876798c2854a51873/TDS-4-Matt_Nowzari_2-desk.png"},"_metadata":{"uid":"cs7c06ce23f61449f0"},"caption_l10n":"","alt_text_l10n":"Matt Nowzari desk ","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"You’re ready to build. What are you building?","_metadata":{"uid":"cse8cb91201a75276a"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt its core, Matt’s work is about transformation, making complex data searchable and usable to help users bring their data to life.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOne of the most exciting shifts he’s seen since joining Elastic is the rise of Agent Builder in Kibana. The idea that you can have a natural conversation with your data wasn’t even on his radar a year ago, and now it’s a core part of how users interact with Elasticsearch.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf time weren’t a constraint, he already knows what he’d build next: a searchable knowledge base for older cars. Valuable repair information is often buried in decades-old forum posts that modern search tends to overlook. His idea is to ingest that long-term knowledge into Elasticsearch and use Agent Builder to surface insights that would otherwise be lost to time.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor Matt, learning Elasticsearch followed the same philosophy: start with the basics, then learn by doing. From engineering school to hands-on experimentation, curiosity and iteration have been the fastest path to growth.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eInspired by how Matt builds? \u003c/span\u003e\u003ca href=\"https://www.elastic.co/careers\" target=\"_self\"\u003e\u003cspan style='font-size: 12pt;'\u003eSee open roles at Elastic\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and find where your curiosity can turn into real-world impact.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs16b20314e2dee90d"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs26de7a7b61c56403"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cem\u003eAll trademarks, registered trademarks, product names, company names, and/or logos mentioned or otherwise displayed herein are the property of their respective owners, and use of these marks does not imply endorsement by or affiliation with their owners.\u003c/em\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs5aef634145eb54e7"}}}],"publish_date":"2026-02-05","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Inside a software engineer’s builds at Elastic","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[{"uid":"bltbc86a233655f4b8e","title":"Elasticsearch","label_l10n":"Elasticsearch","keyword":"elasticsearch","hidden_value":false,"tags":[],"locale":"en-us","created_by":"blt36e890d06c5ec32c","updated_by":"blt36e890d06c5ec32c","created_at":"2022-09-13T16:43:08.111Z","updated_at":"2022-09-13T16:43:08.111Z","ACL":{},"_version":1,"publish_details":{"time":"2026-03-03T20:50:22.490Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"thumbnail_image":{"uid":"blt61c78f676dd4d3f4","_version":1,"title":"TDS-4-Matt Nowzari_1 labels (1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2026-02-05T02:37:44.362Z","updated_at":"2026-02-05T02:37:44.362Z","content_type":"image/png","file_size":"104848","filename":"TDS-4-Matt_Nowzari_1_labels_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2026-02-05T14:59:45.098Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt61c78f676dd4d3f4/698402781d87f34a5eb8fbec/TDS-4-Matt_Nowzari_1_labels_(1).png"},"title":"Revving up to build: Top Down with Matt Nowzari","title_l10n":"Revving up to build: Top Down with Matt Nowzari","updated_at":"2026-02-05T15:06:37.035Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/top-down-with-matt-nowzari","publish_details":{"time":"2026-02-05T15:06:42.862Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt1074cd8b97dfdefd","_version":3,"locale":"en-us","ACL":{},"abstract_l10n":"Alena Fereday, senior solution architect at Elastic, channels her early love of coding and lifelong learning into a career marked by versatility and hands-on problem solving. ","author":[{"uid":"blt753f47876ede7e1c","_version":1,"locale":"en-us","ACL":{},"company_l10n":"","created_at":"2025-12-03T19:12:17.465Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Shantel","image":null,"job_title_l10n":"Brand Campaign Manager","key":"","last_name":"Drew","linkedin_id":"","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Shantel Drew","twitter_id":"","updated_at":"2025-12-03T19:12:17.465Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-12-03T19:12:22.033Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc253e0851420b088","locale":"en-us","_version":16,"ACL":{},"associated_blogs":[],"coding_language":false,"created_at":"2018-08-27T12:45:23.873Z","created_by":"sys_blt57a423112de8a853","key":"culture","label_l10n":"Culture","parent_category":[],"tags":[],"title":"Culture","updated_at":"2026-06-17T15:06:52.989Z","updated_by":"blt3e52848e0cb3c394","url":"/blog/category/culture","publish_details":{"time":"2026-06-17T15:06:55.800Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2025-12-04T14:29:10.648Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"banner":{"reference":[{"uid":"blt4954cb9aa239a7d5","_content_type_uid":"banner"}],"_metadata":{"uid":"csc6961a0e71e0011d"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs0156571615816a08"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhat were \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eyour\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e favorite books growing up? While many of us cherish memories of fairytales or fantasy books, senior solution architect Alena Fereday was reading her mother’s books on BASIC and Turbo Pascal as a child. This sparked a love of coding so voracious that she would occasionally do her older sister’s coding homework just for fun. From her early days discovering code to her role at Elastic, many things have changed. Alena has moved from Siberia (Russia) to Australia, she has children of her own, and the tech landscape has evolved more than she could have dreamed. But one thing remains constant: her passion for continuous learning.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor Alena, learning itself is the goal. “There are many, many things I’d love to be able to do; I think learning to do them is part of the fun.” Her love of the process applies to work and play. Alena used to go sailing on weekends — a hobby she loved and even pursued competitively — but hasn’t since she began pursuing other passions with her family. She still reads a lot and writes regularly in her blog and hopes to return to sailing someday. While it may seem opposite to her work at Elastic sitting in front of a computer digging into code, she insists there are surprising similarities. “I enjoy being part of a team and mastering fairly complex skills.”\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csc181dd7259b97749"}}},{"image":{"image":{"uid":"blt3c9f4e42938506a4","_version":1,"title":"TDS-3-Alena Fereday_4-portrait.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-12-04T14:28:09.390Z","updated_at":"2025-12-04T14:28:09.390Z","content_type":"image/png","file_size":"468365","filename":"TDS-3-Alena_Fereday_4-portrait.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-12-04T14:31:36.961Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt3c9f4e42938506a4/69319a790735e13460bd8e60/TDS-3-Alena_Fereday_4-portrait.png"},"_metadata":{"uid":"cs4d647cd9d94e75a1"},"caption_l10n":"","alt_text_l10n":"Alena Fereday portrait","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs77810a365cbe9caf"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHow does she stay energized enough to do it all? By balancing efficiency and flexibility. “I am used to juggling a lot in my life between three children and all the different parts of my job at Elastic,” says Alena. “It’s certainly never boring!” Though it can be difficult juggling three young children, work, and hobbies, her philosophy is one that makes room for constant adjustments. Approaching life like a true engineer, she accepts that different things take priority at different times — fire alarms in one life area can be met with complete calm in another. The trick is leaning into the chaos and adjusting accordingly. “I am not sure I believe that it’s possible to balance everything; sometimes, we lean a bit more into one thing and at other times, into another. It balances over time with some conscious boundaries.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen it comes to work, those boundaries include her dedicated workspace. Having a dedicated, specific desk setup is one thing Alena keeps controlled even in the face of unpredictability. “I use my laptop’s monitor and an external monitor, which helps during meetings when I need to take notes, work on something complex, or switch between tasks,” she says, “which happens a lot!”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLike her life, her setup is built for versatility. The best tool for one day and one job might not be the best for another. That’s why the main components of her desk are also portable: “I am using a 16-inch MacBook Pro because it is powerful and can still be carried around if necessary.” Alena also uses an iPad for whiteboarding, taking notes, and other more freeform tasks. A little mess is okay, too; it just means you’re working hard. “My desk is not always tidy, but it reflects my personality as I work and think and create.”\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csdaf492fc2bd2c2dc"}}},{"image":{"image":{"uid":"blt9ca73ed81493c025","_version":1,"title":"TDS-3-Alena Fereday_2-desk labels.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-12-04T14:28:37.418Z","updated_at":"2025-12-04T14:28:37.418Z","content_type":"image/png","file_size":"395873","filename":"TDS-3-Alena_Fereday_2-desk_labels.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-12-04T14:31:36.942Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt9ca73ed81493c025/69319a95538145b2bf5edce8/TDS-3-Alena_Fereday_2-desk_labels.png"},"_metadata":{"uid":"csc506ad329d9228f4"},"caption_l10n":"","alt_text_l10n":"Alena Fereday's desk setup with labels","disable_lightbox":false,"remove_shadow":false,"sizing":{"sizing_options":null}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs877e885e09bb5c12"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHer desk is also designed for peak productivity. With three children, she needs to be able to focus. “My Loop earplugs filter out the noise sometimes without having to play music or anything else,” she says. When she needs to shut out the noise (literally) and dig deep, “small items can make a big impact.” Case in point: she chose an ergonomic chair. It wasn’t a decision she made lightly. “I previously had a chair that wasn’t very ergonomic or looked very good. So, when I had a chance to replace it, I made sure it was something supportive and adjustable.” Comfort for those long hours (days? weeks?) is paramount for productivity and physical health.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhen it’s time to build, Alena is just as eager to try things out and see what sticks. Elastic has been part of her experimentation process for years, even before she was an Elastician. “Before I even worked at Elastic, I remember sending some data into it and then quickly building some dashboards in Kibana,” Alena says. “It was fun and easy. And what started as a hobby project can scale easily into something useful for almost any organization.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNow, she works in presales, educating customers about our search, observability, and security solutions. It’s an exciting time for experimentation, she says. “We live in an era with emerging AI tools, which are incredible for building demos and prototypes since people on our team have been experimenting with different approaches.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThe variety in what you can build and how is inspiring to Alena. As someone who is both customer-facing and involved with researching and coding, she relishes the opportunity to see both sides of the solution and get feedback from customers.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eHer favorite part of her role is interacting with clients at in-real-life (IRL) workshops. Getting hands-on and answering questions is where she shines, especially when she gets to educate about lesser-known Elastic solutions.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA new release she can’t wait to dive into? \u003c/span\u003e\u003ca href=\"https://www.elastic.co/elasticsearch/agent-builder\"\u003e\u003cspan style='font-size: 12pt;'\u003eElastic Agent Builder\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. Alena shares, “I’m excited about all the \u003c/span\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/elastic-ai-agent-builder-context-engineering-introduction\"\u003e\u003cspan style='font-size: 12pt;'\u003enew capabilities coming to the platform\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e, especially Agent Builder. And I can’t wait to experiment with it.” True to form, she’s eager to explore what’s possible. Alena knows that with Elastic, there’s always more to discover. If you need her, she’s probably experimenting with some new project, sunken into her ergonomic chair with her headphones on.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csf31db1981a1f7f33"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"csf18fa733d643c983"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 10pt;'\u003e\u003cem\u003eAll trademarks, registered trademarks, product names, company names, and/or logos mentioned or otherwise displayed herein are the property of their respective owners, and use of these marks does not imply endorsement by or affiliation with their owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs1c6860239d0362da"}}}],"publish_date":"2025-12-04","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Inside a senior solution architect’s creative workspace","table_of_contents":{"blog_series":[]},"tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[{"_version":3,"locale":"en-us","uid":"blt10eb11313dc454f1","ACL":{},"created_at":"2020-06-17T03:30:26.497Z","created_by":"blt3044324473ef223b70bc674c","hidden_value":false,"keyword":"enterprise-search","label_l10n":"Search","tags":[],"title":"Search","updated_at":"2023-07-19T16:04:51.718Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-08T15:50:17.232Z","user":"blt4b2e1169881270a8"}}],"thumbnail_image":{"uid":"blt19eaa4169931b296","_version":1,"title":"TDS-3-Alena Fereday_3-top-down (1).png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-12-04T14:27:38.332Z","updated_at":"2025-12-04T14:27:38.332Z","content_type":"image/png","file_size":"111780","filename":"TDS-3-Alena_Fereday_3-top-down_(1).png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-12-04T14:31:36.917Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt19eaa4169931b296/69319a5aeabd9e2d11e30c82/TDS-3-Alena_Fereday_3-top-down_(1).png"},"title":"Learning is part of the fun: Top Down with Alena Fereday","title_l10n":"Learning is part of the fun: Top Down with Alena Fereday","updated_at":"2025-12-04T14:31:30.516Z","updated_by":"bltb6c155cd84fc0c1a","url":"/blog/top-down-with-alena-fereday","publish_details":{"time":"2025-12-04T14:31:36.530Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt3694b9872acda12a","locale":"en-us","_version":7,"ACL":{},"abstract_l10n":"From passionate community contributor to Elastician, João Neto’s journey is a testament to perseverance, purpose, and the power of community. Learn more about his path to becoming an Elastician.","author":[{"locale":"en-us","ACL":{},"_version":1,"company_l10n":"","created_at":"2020-03-23T02:07:25.784Z","created_by":"bltf6ab93733e4e3a73","email_id":"","facebook_id":"","first_name":"Ully","image":null,"job_title_l10n":"","key":"","last_name":"Sampaio","paragraph_l10n":"","subtitle_l10n":"","tags":[],"title":"Ully Sampaio","uid":"bltfbd888b393c07a6a","updated_at":"2020-03-23T02:07:25.784Z","updated_by":"bltf6ab93733e4e3a73","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-05-22T20:19:30.099Z","user":"blt92c74e5c4edca909"}}],"category":[{"uid":"bltc253e0851420b088","locale":"en-us","_version":16,"ACL":{},"associated_blogs":[],"coding_language":false,"created_at":"2018-08-27T12:45:23.873Z","created_by":"sys_blt57a423112de8a853","key":"culture","label_l10n":"Culture","parent_category":[],"tags":[],"title":"Culture","updated_at":"2026-06-17T15:06:52.989Z","updated_by":"blt3e52848e0cb3c394","url":"/blog/category/culture","publish_details":{"time":"2026-06-17T15:06:55.800Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2025-10-08T21:58:08.303Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs548c1d51918e80e7"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFrom passionate community contributor to Elastician, João Neto’s journey is a testament to perseverance, purpose, and the power of community. Before joining Elastic, he was an active member of the community and a familiar face in the Elastic Contributor Program. His active involvement included sharing knowledge, helping others, and building meaningful connections — all of which eventually created new opportunities.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn this conversation, João reflects on how his early engagement shaped his career path, the lessons learned along the way, and how being part of Elastic’s vibrant community ultimately led to his dream role within the company.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"1. You were one of the top contributors in the Elastic Contributor Program before joining the company. Can you share how that involvement helped shape your journey and visibility in the community?","_metadata":{"uid":"cs6ae60e5ebc73fe2e"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEvery decision and inaction shapes our future. This guiding principle, coupled with my deep community engagement and consistent contributions, formed the foundation of my technical expertise. The knowledge and skills gained and shared through these experiences were instrumental in my successful transition to becoming an Elastician.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eMy interactions within the community and the technical skills I developed directly prepared me for this position, demonstrating a symbiotic relationship where my contributions fostered community growth, and in turn, paved my path to Elastic.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"2. What kind of opportunities or connections opened for you as a result of being so active in the Elastic community? Did that visibility play a role in helping you land your current role at Elastic?","_metadata":{"uid":"cs482aae152e731a5d"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eI believe that networking was highly important in my career because, believe me, the biggest opportunities I have had as an Elastic specialist have come from people who knew me and knew the work I did within the community. And in 2024, I received the “Elastic Excellence Award Certificate” as a runner-up for Certified Professional of the Year 2023.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eI believe my collaboration with major Elastic partners and my extensive technical knowledge were key factors in my approval for Elastic's selection process.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"3. From being part of the community to now working here, what has the transition been like? Were there any moments where you felt, “Wow, I really belong here”?","_metadata":{"uid":"cs05b4435084ce13a2"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(28, 28, 28);font-size: 12pt;\"\u003eThe transition did not happen overnight; I applied about three times before being approved. However, I always trusted in God's plan, believing that my approval came at the right time and for the right role. I feel very fulfilled working as a customer architect and was recognized as the Customer Architect Rookie of the Year at SKO 2025. With each new client interaction and each internal meeting, I feel like I am part of the team and an important person who can contribute to Elastic's growth,\u0026nbsp;\u003c/span\u003e\u003cspan style=\"color: rgb(28, 28, 28);font-size: 12pt;\"\u003enot just another number within the company\u003c/span\u003e\u003cspan style=\"color: rgb(28, 28, 28);font-size: 12pt;\"\u003e. In my team, everyone has an active voice; we innovate, discuss problems to find solutions, and avoid blaming others.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"4. You've mentioned before that Elastic felt like your dream company, not just because of the technology, but because of the way it treats its community. Can you share more about that impression and what stood out to you?","_metadata":{"uid":"cs82d0175bb852b0ea"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSince I first became interested in Elastic's solutions, I have consistently received support from Elasticians. I want to especially acknowledge Ully Sampaio, Priscilla Parodi, and Kelly Costa, as they have been instrumental in my journey. Becoming a Community Organizer in 2019 significantly increased my visibility in the market and allowed Elastic to help shape me into the professional I am today.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOne aspect I have always admired about Elastic is the commitment to providing events for the community, such as Meetups, that are designed solely for the purpose of sharing knowledge. The most remarkable thing is that these events truly focus on the community; they are not sales events. Instead, they are enjoyable gatherings featuring swag, games, and ample networking opportunities, all while effectively showcasing our solutions!\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"5. Now that you’re on the other side as an employee, what advice would you give to community members or contributors who are passionate about Elastic and maybe dreaming of working here someday?","_metadata":{"uid":"cs9a3853d2b5dc1a75"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFirst of all, never give up! This journey won't be easy; it requires hard work, extensive studying, and careful planning, but it's worth it! I feel completely fulfilled working here.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSecondly, it's important to show the people close to you how significant this dream is to you. I believe I wouldn't have achieved this goal in my life without the support of my family and friends, especially my wife and my mom.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLast but not least, don’t listen to those who doubt your dreams. You may encounter people who say negative things about your aspirations or try to convince you otherwise. I hope this doesn't happen to you, but if it does, as it did to me, my advice is to put a smile on your face and say: “Thank you for your advice; I appreciate it, but this is my dream. And I want to pursue it for myself.”\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIf João's journey inspired you, join our \u003c/span\u003e\u003ca href=\"https://sessionize.com/elastic-contributor-program/\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eContributor Program\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e and get recognized for your achievements.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='color:rgb(68, 71, 70);font-size: 12pt;'\u003e\u003cem\u003e\u003cstrong\u003eDo you also dream of working at Elastic?\u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e\u003cem\u003e\u003cstrong\u003e \u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003ca href=\"https://www.elastic.co/careers\"\u003e\u003cspan style='font-size: 12pt;'\u003eCheck out open roles\u003c/span\u003e\u003c/a\u003e\u003cspan style='color:rgb(28, 30, 35);font-size: 12pt;'\u003e\u003cem\u003e\u003cstrong\u003e.\u003c/strong\u003e\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs748de065a179d79e"}}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs68b0ff29bfe57fcf"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"color: rgb(28, 28, 28);font-size: 10pt;\"\u003e\u003cem\u003eElastic, Elasticsearch and associated marks are trademarks, logos or registered trademarks of elasticsearch B.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csfdad12a99d9f4075"}}}],"publish_date":"2025-10-08","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"Get to know the amazing journey of a top community contributor on becoming an Elastic employee.","tags":[],"tags_culture":[],"tags_elastic_stack":[],"tags_industry":[],"tags_partner":[],"tags_topic":[],"tags_use_case":[],"thumbnail_image":{"uid":"blt1700d56e9c2e9aac","_version":1,"title":"blog-joao-neto.jpg","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-10-08T21:58:06.352Z","updated_at":"2025-10-08T21:58:06.352Z","content_type":"image/jpeg","file_size":"60882","filename":"blog-joao-neto.jpg","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-10-08T23:57:01.733Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt1700d56e9c2e9aac/68e6de6e32b3a98e79f21b02/blog-joao-neto.jpg"},"title":"From contributor to Elastician: João Neto","title_l10n":"From contributor to Elastician: João Neto","updated_at":"2026-03-23T21:45:13.358Z","updated_by":"blt3044324473ef223b70bc674c","url":"/blog/contributor-to-elastician-joao-neto","publish_details":{"time":"2026-03-23T21:45:17.677Z","user":"blt3044324473ef223b70bc674c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt54c271c1525a4968","_version":8,"locale":"en-us","ACL":{},"abstract_l10n":"In October 2024, a supply chain security improvement by Elastic engineers caused an unintended outage affecting public repositories. We've since learned valuable lessons and want to share what happened and how we're improving.","author":[{"uid":"blt796c040cc83ed91a","locale":"en-us","_version":6,"ACL":{},"company_l10n":"","created_at":"2025-09-05T13:44:22.522Z","created_by":"bltb6c155cd84fc0c1a","email_id":"","facebook_id":"","first_name":"Jamie","image":{"uid":"blt25891ae93ac163d9","_version":1,"title":"jamie.png","created_by":"bltb6c155cd84fc0c1a","updated_by":"bltb6c155cd84fc0c1a","created_at":"2025-09-05T14:20:16.238Z","updated_at":"2025-09-05T14:20:16.238Z","content_type":"image/png","file_size":"130494","filename":"jamie.png","ACL":{},"parent_uid":null,"is_dir":false,"tags":[],"publish_details":{"time":"2025-09-05T14:20:52.832Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"},"url":"https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt25891ae93ac163d9/68baf1a038cccce5fdeadca3/jamie.png"},"job_title_l10n":"","key":"","last_name":"Tanna","linkedin_id":"https://linkedin.com/in/jamietanna","paragraph_l10n":"Jamie Tanna (he/him) is a senior software engineer, a passionate advocate for Open Source, and an avid blogger about tech and life. Jamie is an engineer who loves digging into why things are the way they are, thinks through writing, and learns through experimentation and making mistakes. He recently left Elastic to pursue his dream job but is going to miss the great people he worked with.\u0026nbsp;Visit \u003ca href=\"https://www.jvt.me/\" target=\"_blank\"\u003ehis website\u003c/a\u003e.","subtitle_l10n":"","tags":[],"title":"Jamie Tanna","twitter_id":"","updated_at":"2025-09-05T14:27:40.863Z","updated_by":"bltb6c155cd84fc0c1a","publish_details":{"time":"2025-09-05T14:27:45.976Z","user":"bltb6c155cd84fc0c1a","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"category":[{"uid":"bltc253e0851420b088","locale":"en-us","_version":16,"ACL":{},"associated_blogs":[],"coding_language":false,"created_at":"2018-08-27T12:45:23.873Z","created_by":"sys_blt57a423112de8a853","key":"culture","label_l10n":"Culture","parent_category":[],"tags":[],"title":"Culture","updated_at":"2026-06-17T15:06:52.989Z","updated_by":"blt3e52848e0cb3c394","url":"/blog/category/culture","publish_details":{"time":"2026-06-17T15:06:55.800Z","user":"blt3e52848e0cb3c394","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}}],"created_at":"2025-09-05T14:16:44.677Z","created_by":"bltb6c155cd84fc0c1a","markdown_l10n":"","modular_blocks":[{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs16b150022062b9a1"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhat happens when automation makes a change based on assumptions without confirming the state of the real world? In October 2024, we found out in one of the worst ways possible — our most critical public repositories on GitHub were unintentionally marked as private, resulting in a significant outage for our customers.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEngineers in Elastic's Platform Engineering Productivity and InfoSec Product Security teams worked to close a gap in our internal source code supply chain security, by migrating repositories with the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003einternal\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e visibility on GitHub to the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eprivate\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e visibility.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA combination of contributing factors led to an unintended impact on public-facing repositories. We have learned valuable lessons from this incident that are worth sharing.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Why were we making the change?","_metadata":{"uid":"cs2ec698e2fcd71866"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic is a fairly large user of GitHub with around 3,000 repositories that include contributions from a globally distributed set of employees, various contractors, and the amazing global developer community.\u0026nbsp;\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eElastic has customers in various environments from small businesses to intelligence agencies who depend on our software, as well as many Open Source users who use our software to manage highly critical data for their organization and naturally expect high levels of integrity and supply chain security. These expectations are true for the supply chain security of the Open Source and proprietary projects that culminate in our public and private repositories.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAs part of our ongoing multipronged work to secure Elastic's supply chain security, the security of our source code is one of the areas that we continue to evaluate.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWithin GitHub, repositories have three types of visibility:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ePublic:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;At least read-only from anyone without authentication and is open to the world\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eInternal:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;At least read-only to any authenticated GitHub user who is part of any of the GitHub organizations under Elastic's GitHub\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eenterprise\u003c/strong\u003e\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003ePrivate:\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;At least read-only to specific users and teams within the Elastic GitHub organization who have explicitly granted access. Private repositories in the Elastic org require single sign-on (SSO).\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eFor most readers, you'll likely have only seen\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003epublic\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;and\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eprivate\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;repositories, as\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003einternal\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;repositories will generally only be used inside\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://docs.github.com/en/get-started/onboarding/getting-started-with-github-enterprise-cloud\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003ea GitHub\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eenterprise\u003c/strong\u003e\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWith\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003einternal\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;repositories, any member of the\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eenterprise\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;has default read-only access, which means that a member of\u0026nbsp;\u003c/span\u003e\u003ca href=\"https://github.com/logstash\"\u003e\u003cspan style=\"font-size: 12pt;\"\u003ethe Logstash plugins organization\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;could see any internal repositories in the Elastic organization.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThis implied access is in opposition to Elastic's explicit allowlisting of access, so the usage of\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003einternal\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;repositories was deprecated at Elastic since mid-2023. But we still had a long tail of repositories created at the time which needed migrating to\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eprivate\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eWe removed all options for internal tooling to create an\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003einternal\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;repository. Then in October 2024, we planned to migrate the final repositories from\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003einternal\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;to\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eprivate\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How does Elastic manage source repositories?","_metadata":{"uid":"csfac0c0a222fb6775"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBefore we talk about exactly how we planned to migrate our repositories from \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003einternal\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e to \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eprivate\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, it's worth sharing some brief background on some of the internal tooling that we have for managing GitHub repositories since the mix of tools was also a contributing factor to the incident.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTerrazzo manages certain configuration for GitHub repositories as YAML files inside another GitHub repository. Once a pull request (PR) has been merged in that repository, Terrazzo automatically applies the changes.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor reasons out of scope of this post, not all repositories are using Terrazzo to manage their repository's settings, which leads to three states of a repository’s configuration management through Terrazzo:\u003c/span\u003e\u003c/p\u003e\u003col\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA repository's configuration is completely managed through Terrazzo.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOnly a subset of repository configuration is managed through Terrazzo.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eNo repository configuration is managed through Terrazzo.\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ol\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith this in mind, if a repository's Terrazzo-based configuration does not have a \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e setting set, our tooling treats it as \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility: private\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e. This means that the second type of repository management may have an \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eimplied\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e that is different to the actual visibility of the repository in GitHub.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAt the time, Elastic had a total of ~3,000 repositories — roughly 250 were partially managed by Terrazzo; 450 fully managed by Terrazzo; and 100 \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003einternal\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e repositories (in various Terrazzo management states).\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"How did we plan to implement the change?","_metadata":{"uid":"cs91f1eae6d09b05aa"},"header_style":"H2","paragraph_l10n":""},{"title_l10n":"Determining repositories in scope","_metadata":{"uid":"csa63f857c2356b3d2"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eDue to a high number of repositories to update, we looked to automate the steps and migrate all repositories in a single change. But before we could make the change, we needed to determine which repositories were in scope and inform repository owners.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo do this, we first collected a list of \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003einternal\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e repositories via the GitHub APIs and cross referenced this with the list of repositories we know that Terrazzo manages. We needed to do this to make sure that when we came to make the change, we would not have Terrazzo immediately revert the change, as the repository's configuration would say \"I'm \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility: internal\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\" While investigating this, we noticed that some repositories did not even have a \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e set, so we decided to set \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility: private\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e for these repositories to be explicit.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eEarlier in the month, we had also foreseen that our deployment tooling may be broken by this change, as a couple of machine users would need explicit access to certain repositories. As part of the migration from \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003einternal\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e to \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eprivate\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, we would need to make sure that these service accounts had access.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eTo inform repository owners, we collated these three lists of repositories into a spreadsheet:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCurrent \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003einternal\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e repositories not managed by Terrazzo\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eCurrent \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003einternal\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e repositories partially or fully managed by Terrazzo\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eRepositories that needed to have the service accounts added (regardless of current visibility)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis spreadsheet (with ~350 repositories) was then sent to all of Elastic Engineering to review, and ~10 days later, we started the change.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAlthough we had requested that Engineering review the spreadsheet’s contents, there were no active, explicit requirements or checks in place for repository owners to confirm.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAdditionally, three days before the change, an additional script was created to find repositories that did not specify the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e in their repository configuration. Tooling that interacts with the repository configuration will infer that “if the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e field is absent, the repository should default to Private.” This script followed the same logic but did not validate the repository’s visibility on GitHub.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis lack of validation against the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ereal world\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e state led to this script incorrectly including 63 public repositories that did not specify a \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e configuration, which were then added to a second sheet; but, unfortunately, Engineering was not re-requested for review.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Scripting the repository settings changes","_metadata":{"uid":"cs47fa4644ec0466dd"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eInstead of performing the changes by hand, we prepared a script, which would:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eLoop through a precollected list of repositories (from the spreadsheet)\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eChange the repository visibility to private\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAdd the required team for deployment tooling service accounts\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAlongside this change, there was also a scripted change to the Terrazzo configuration which would:\u003c/span\u003e\u003c/p\u003e\u003cul\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAdd an explicit \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility: private\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e to repository configurations, where an existing \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e field was not found\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eChange repository configurations that had \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility: internal\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e to \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility: private\u003c/span\u003e\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAdded the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003eall of engineering\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e GitHub team to have read-access to all affected repos\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003cli\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAdded the deployment tooling service accounts team to have read-access to relevant repos\u003c/span\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWith all these changes involved, this ended up being a PR with 349 files changed, which was reviewed by two other engineers supporting the change.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"What was the outcome?","_metadata":{"uid":"cs850004cc66e92446"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs mentioned previously, the outcome was not good. Within six minutes of executing the script, we had a report on Slack that \u003c/span\u003e\u003ca href=\"https://github.com/elastic/kibana\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eelastic/kibana\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e was marked as \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eprivate\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e as was \u003c/span\u003e\u003ca href=\"https://github.com/elastic/elasticsearch\" target=\"_blank\"\u003e\u003cspan style='font-size: 12pt;'\u003eelastic/elasticsearch\u003c/span\u003e\u003c/a\u003e\u003cspan style='font-size: 12pt;'\u003e. We canceled the script's execution, but by this time, 63 previously \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003epublic\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e repositories were now \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eprivate\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e. With these repositories now private, automated build pipelines would start failing inside and outside of Elastic, blocking operations for Elastic, our customers, and Open Source users alike.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Elastic’s incident management process","_metadata":{"uid":"csbc1189d0211870ee"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eOne of the key factors to this incident being handled well was Elastic’s well-practiced and polished incident management process. Although this was a significant outage, the rigor of our process and having an experienced \"major incident\" commander led to this being a more smooth process (or at least as much as a significant incident can ever be smooth!) as well as making sure everyone involved was supported.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWithin a few minutes of the report on Slack, engineers responsible for the change had created an incident channel, and within 10 minutes they had escalated it to a high severity incident. During the incident, responders worked to confirm impact and ensure that public messaging noted that this was an internal change gone bad, rather than a \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ebad actor\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA large amount of the elapsed time during this incident was working in close collaboration with GitHub support, where we worked to understand what would be needed to restore the visibility of the repositories. Although we had the capability to revert the visibility changes for these repositories, we weren’t sure whether this was the right course of action, as we weren’t sure if this may cause unintended impact on GitHub’s side, or prevent GitHub from supporting the restoration of GitHub stars we had lost when the repository went private.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Collaboration with GitHub","_metadata":{"uid":"csbfb213ef182afd8d"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs we found during the incident, when a repository is moved from \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003epublic\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e to \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eprivate\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, there are a few tasks that GitHub’s platform undertakes, which can take longer depending on the size of the repository.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFirstly, the network of forked repositories needs to be \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ereparented\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e by finding the next fork to show as the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003efork parent\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, where new PRs are automagically suggested to be raised. Additionally, there are some internal background processes (e.g., removing any \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cem\u003ewatchers\u003c/em\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e or GitHub stars) that need to be completed before you can update the visibility again.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor Elasticsearch’s case, we had to wait ~90 minutes from the repository being marked as private to being able to make the repository public again, whereas smaller repositories could be moved back to public mere minutes later.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWithin a stressful seven hours, all 63 affected repositories were back to \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003epublic\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Starless to stardom","_metadata":{"uid":"csd0f6546bb0e499fd"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA much lower priority was for us to restore the GitHub stars on our repositories (as we were \"starless\"). Although stars are a vanity metric, it didn’t feel great to see zero stars when Elasticsearch was on the edge of 70K stars, and Kibana was at roughly 20K stars. Thanks to the awesome behind-the-scenes work at GitHub, the star counts were restored several weeks later!\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Contributing factors","_metadata":{"uid":"cs892af98e6205e0c6"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eA combination of contributing factors led to the incident. The most important ones are detailed below.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Changing too much at once ","_metadata":{"uid":"cs8a9835cdbc24be70"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAs we saw above, there were a number of changes being taken at a given time. If we had broken this down into smaller iterations, instead of a big-bang rollout, the impact would likely have been significantly decreased.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eSmaller iterations would also have meant that we would have a spreadsheet of maybe 30 repositories to review instead of 350, which would've flagged much more readily that elastic/kibana or elastic/elasticsearch shouldn't have been on the list.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Making assumptions ","_metadata":{"uid":"csc2ec9df7c97f61c7"},"header_style":"H3","paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eAnother significant contributing factor to the incident — and one I'll not be forgetting any time soon — was that we assumed our list of repositories we collected were correct.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eThe scripts we wrote to prepare the list of repositories and then perform the changes should have been far more defensive. And for each repository it processed, we should have confirmed that the repository's visibility was\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003einternal\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u0026nbsp;before changing it to\u0026nbsp;\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cstrong\u003eprivate\u003c/strong\u003e\u003c/span\u003e\u003cspan style=\"font-size: 12pt;\"\u003e. With changes like this that could have destructive actions, we need to be very strict with the inputs and the real world state.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003eYou should make sure you trust your inputs but still verify them.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"Many lessons learned","_metadata":{"uid":"csd5a5bace0ee7ee08"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eBefore we’d even completed the incident’s root cause analysis (RCA), we had already taken actions to significantly reduce the chance of this recurring by accident and over the following weeks finalized relevant changes to prevent this incident class from ever occurring again.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eFor example, a default behavior in GitHub is that a human who has admin privileges on a repository can change the \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e, whether accidentally or maliciously. To prevent this, we implemented a GitHub \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cstrong\u003eenterprise\u003c/strong\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e policy to restrict access to only GitHub organization owners to be able to modify a repository’s \u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e\u003cspan data-type='inlineCode'\u003evisibility\u003c/span\u003e\u003c/span\u003e\u003cspan style='font-size: 12pt;'\u003e and reduce the number of users with that owner privilege.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eThis immediately reduced the number of people who could make a visibility change on any of our repositories from hundreds of people to roughly a dozen.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIn a similar vein, we started inventory tooling to manage settings in the \"danger zone\" of GitHub's settings and then removed that access or added code-based guardrails to block changes.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eAnother key change we made in our processes was to make sure that changes like these are always decentralized rather than centralized. In other words, instead of a central team pushing out a change like this, we would seek the repository owners to make this change (with an organization owner's help). This would allow them to be fully in control and able to monitor for unintended side effects.\u003c/span\u003e\u003c/p\u003e"},{"title_l10n":"The power of collaboration","_metadata":{"uid":"cs35cfafde7eafb3cf"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eWhile we all strive to prevent incidents, the reality is that mistakes happen — sometimes in big, visible ways. As technologists, responding to those moments is just as important as avoiding them.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eI’ve been directly involved in a major public outage, and what stood out most was the support I was given. The way the team rallied around me, the genuine commitment to a blameless culture, and the strength of our incident management process made all the difference.\u003c/span\u003e\u003c/p\u003e\u003cp\u003e\u003cspan style='font-size: 12pt;'\u003eIt’s only when things go really wrong that you see whether the culture holds up — and I can honestly say it did.\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"csf624bf949509bd86"}}},{"callout":{"title_l10n":"","_metadata":{"uid":"cs10d95915022d2368"},"paragraph_l10n":"\u003cp\u003e\u003cspan style=\"font-size: 12pt;\"\u003e\u003cem\u003eThis involved a ton of work from the excellent folks over at GitHub. Knowing that it was the first day of GitHub Universe — the company's conference — and many employees were busy there, they still showed up to help. We’re hugely appreciative of the collaboration in supporting the restoration of these repositories!\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e","callout_reference":[],"callout_type":"Information (info)"}},{"guest_author":{"topic_heading_l10n":"","_metadata":{"uid":"cs23d83127ded1aa4b"},"author":["blt796c040cc83ed91a"]}},{"title_text":{"title_text":[{"title_l10n":"","_metadata":{"uid":"cs08b6c3b91494a5c4"},"header_style":"H2","paragraph_l10n":"\u003cp\u003e\u003cspan style='color:rgb(52, 55, 65);font-size: 10pt;'\u003e\u003cem\u003eThe release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all.\u003c/em\u003e\u003c/span\u003e\u003c/p\u003e"}],"_metadata":{"uid":"cs173969c24ac3d692"}}}],"publish_date":"2025-09-05","sanity_migration_complete":false,"seo":{"seo_title_l10n":"","seo_description_l10n":"","seo_image":null,"noindex":false,"canonical_tag":""},"subtitle_l10n":"How a change targeting internal GitHub repositories backfired and inadvertently made Elastic's public-facing repositories 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See \u003ca href=\"/legal/privacy-statement/\" target=\"_self\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e","updated_at":"2025-06-24T19:53:46.697Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:53:49.938Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blta7581500a69a4c45","_version":3,"locale":"en-us","ACL":{},"created_at":"2025-06-16T20:13:08.289Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003eBy submitting you agree to \u003ca href=\"/agreements/global/cloud-services-monthly\" rel=\"nofollow\"\u003eElastic Cloud Terms of Service\u003c/a\u003e. Your personal data will be processed in accordance with \u003ca href=\"/legal/privacy-statement\"\u003eElastic's Privacy Statement\u003c/a\u003e.\u003c/p\u003e","tags":[],"title":"Cloud Trial GDPR Text","translate_content_l10n":"\u003cp\u003eBy submitting you agree to \u003ca href=\"/agreements/global/cloud-services-monthly\" rel=\"nofollow\"\u003eElastic Cloud Terms of Service\u003c/a\u003e. Your personal data will be processed in accordance with \u003ca href=\"/legal/privacy-statement\"\u003eElastic's Privacy Statement\u003c/a\u003e.\u003c/p\u003e","updated_at":"2025-06-24T19:53:40.287Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:53:43.287Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltee9f06f3bdf85181","_version":3,"locale":"en-us","ACL":{},"created_at":"2025-06-16T20:13:08.592Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003e\u0026nbsp;\u003c/p\u003e","tags":[],"title":"Intentionally Blank","translate_content_l10n":"\u003cp\u003e\u0026nbsp;\u003c/p\u003e","updated_at":"2025-06-24T19:53:33.384Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:53:36.841Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt7c097c8d194d83d6","_version":3,"locale":"en-us","ACL":{},"created_at":"2025-06-16T20:13:08.735Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003eBy submitting you acknowledge that you've read and agree to our \u003ca href=\"/legal/serverless-preview-terms\" target=\"_blank\"\u003eTerms of Service\u003c/a\u003e, and that Elastic may \u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003econtact you\u003c/a\u003e about our related products and services, using the details you provide above. See \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e","tags":[],"title":"Serverless GDPR Text","translate_content_l10n":"\u003cp\u003eBy submitting you acknowledge that you've read and agree to our \u003ca href=\"/legal/serverless-preview-terms\" target=\"_blank\"\u003eTerms of Service\u003c/a\u003e, and that Elastic may \u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003econtact you\u003c/a\u003e about our related products and services, using the details you provide above. See \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e","updated_at":"2025-06-24T19:53:23.399Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:53:26.258Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt9753de504a18d32d","_version":3,"locale":"en-us","ACL":{},"created_at":"2025-06-16T20:13:08.868Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003e提交即表示您確認已詳閱並同意我們的\u003ca href=\"/legal/elastic-cloud-account-terms\" target=\"_blank\"\u003e服務條款\u003c/a\u003e,且同意 Elastic 使用您在上方提供的個人資料\u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003e與您聯絡\u003c/a\u003e,為您提供相關產品和服務的資訊。如需詳細說明或隨時想停止收到產品和服務資訊,請參閱 \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic 的隱私聲明\u003c/a\u003e。\u003c/p\u003e","tags":[],"title":"Newsletter GDPR Text - TW","translate_content_l10n":"\u003cp\u003e提交即表示您確認已詳閱並同意我們的\u003ca href=\"/legal/elastic-cloud-account-terms\" target=\"_blank\"\u003e服務條款\u003c/a\u003e,且同意 Elastic 使用您在上方提供的個人資料\u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003e與您聯絡\u003c/a\u003e,為您提供相關產品和服務的資訊。如需詳細說明或隨時想停止收到產品和服務資訊,請參閱 \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic 的隱私聲明\u003c/a\u003e。\u003c/p\u003e","updated_at":"2025-06-24T19:53:16.878Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:53:19.746Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt024b3968b373917d","_version":3,"locale":"en-us","ACL":{},"created_at":"2025-06-16T20:13:09.020Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003eBy submitting you acknowledge that you've read and agree to our \u003ca href=\"/legal/elastic-cloud-account-terms\" target=\"_blank\"\u003eTerms of Service\u003c/a\u003e, and that Elastic may \u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003econtact you\u003c/a\u003e about our related products and services, using the details you provide above. See \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e\u003cp\u003eBy submitting this form, I agree to Elastic sharing my contact information with Google Cloud. I also agree to Elastic giving my information to the vendor for the purpose of shipping my food package.\u003c/p\u003e","tags":[],"title":"GDPR Text + Google Cloud","translate_content_l10n":"\u003cp\u003eBy submitting you acknowledge that you've read and agree to our \u003ca href=\"/legal/elastic-cloud-account-terms\" target=\"_blank\"\u003eTerms of Service\u003c/a\u003e, and that Elastic may \u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003econtact you\u003c/a\u003e about our related products and services, using the details you provide above. See \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e\u003cp\u003eBy submitting this form, I agree to Elastic sharing my contact information with Google Cloud. I also agree to Elastic giving my information to the vendor for the purpose of shipping my food package.\u003c/p\u003e","updated_at":"2025-06-24T19:51:55.303Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:51:59.872Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt3c74c1ef8d1dd442","_version":3,"locale":"en-us","ACL":{},"created_at":"2025-06-16T20:13:09.166Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003eInviando la registrazione (1) esprimi il consenso ai \u003ca href=\"/legal/terms-of-use\"\u003etermini e condizioni di Elastic\u003c/a\u003e e \u003ca href=\"/legal/privacy-statement\"\u003eall’informativa sulla privacy\u003c/a\u003e, nonché (2) a ricevere saltuarie e-mail.\u003c/p\u003e","tags":[],"title":"Newsletter GDPR Text - Italian","translate_content_l10n":"\u003cp\u003eInviando la registrazione (1) esprimi il consenso ai \u003ca href=\"/legal/terms-of-use\"\u003etermini e condizioni di Elastic\u003c/a\u003e e \u003ca href=\"/legal/privacy-statement\"\u003eall’informativa sulla privacy\u003c/a\u003e, nonché (2) a ricevere saltuarie e-mail.\u003c/p\u003e","updated_at":"2025-06-24T19:51:48.710Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2025-06-24T19:51:51.625Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt7a2ecc87e95e0fed","_version":2,"locale":"en-us","ACL":{},"created_at":"2023-08-23T22:51:28.540Z","created_by":"blt36e890d06c5ec32c","english_content":"\u003cp\u003eBy submitting you acknowledge that you've read and agree to our \u003ca href=\"/legal/terms-of-use\" target=\"_blank\"\u003eTerms of Service\u003c/a\u003e, and that Elastic may \u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003econtact you\u003c/a\u003e about our related products and services, using the details you provide above. See \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e","tags":[],"title":"Newsletter GDPR Text","translate_content_l10n":"\u003cp\u003eBy submitting you acknowledge that you've read and agree to our \u003ca href=\"/legal/terms-of-use\" target=\"_blank\"\u003eTerms of Service\u003c/a\u003e, and that Elastic may \u003ca href=\"/legal/privacy-statement#how-we-use-the-information\" target=\"_blank\"\u003econtact you\u003c/a\u003e about our related products and services, using the details you provide above. See \u003ca href=\"/legal/privacy-statement/\" target=\"_blank\"\u003eElastic’s Privacy Statement\u003c/a\u003e for more details or to opt-out at any time.\u003c/p\u003e","updated_at":"2025-02-12T23:46:08.342Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"time":"2025-06-13T22:09:23.647Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"bltfb44eb6e899331a4","_version":1,"locale":"en-us","ACL":{},"created_at":"2024-11-13T23:43:06.196Z","created_by":"blt36e890d06c5ec32c","english_content":"Or","tags":[],"title":"Or","translate_content_l10n":"Or","updated_at":"2024-11-13T23:43:06.196Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2024-11-13T23:44:21.198Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"uid":"blt2aeecde6c1729945","_version":4,"locale":"en-us","ACL":{},"created_at":"2023-01-26T21:09:02.610Z","created_by":"blt36e890d06c5ec32c","english_content":"Load more","tags":[],"title":"Load more","translate_content_l10n":"Load more","updated_at":"2024-09-03T16:41:46.744Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"time":"2024-09-03T16:42:00.289Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":1,"locale":"en-us","uid":"blt6f3ad4a078adc611","ACL":{},"created_at":"2024-05-28T12:47:25.539Z","created_by":"blt3e52848e0cb3c394","english_content":"Overview","tags":[],"title":"Overview","translate_content_l10n":"Overview","updated_at":"2024-05-28T12:47:25.539Z","updated_by":"blt3e52848e0cb3c394","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2024-05-28T12:47:29.022Z","user":"blt3e52848e0cb3c394"}},{"_version":4,"locale":"en-us","uid":"blt3b08c089ffd331e6","ACL":{},"created_at":"2023-01-26T21:09:09.267Z","created_by":"blt36e890d06c5ec32c","english_content":"Can't make it? Register and we'll send you the recording. You'll also receive an email with related content","tags":[],"title":"Can't make it? Register and we'll send you the recording. You'll also receive an email with related content","translate_content_l10n":"Can't make it? Register and we'll send you the recording. You'll also receive an email with related content.","updated_at":"2023-12-18T21:59:16.399Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-18T21:59:19.133Z","user":"blt3044324473ef223b70bc674c"}},{"_version":4,"locale":"en-us","uid":"blt7a2b7e50bb030ed8","ACL":{},"created_at":"2023-01-26T21:09:00.746Z","created_by":"blt36e890d06c5ec32c","english_content":"You'll also receive an email with related content.","tags":[],"title":"You'll also receive an email with related content","translate_content_l10n":"You'll also receive an email with related content.","updated_at":"2023-12-18T21:58:39.250Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-12-18T21:58:43.929Z","user":"blt3044324473ef223b70bc674c"}},{"_version":1,"locale":"en-us","uid":"blt16f2676801e3267e","ACL":{},"created_at":"2023-08-22T17:00:20.812Z","created_by":"blt36e890d06c5ec32c","english_content":"Speakers","tags":[],"title":"Speakers","translate_content_l10n":"Speakers","updated_at":"2023-08-22T17:00:20.812Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-08-22T17:01:19.248Z","user":"blt36e890d06c5ec32c"}},{"_version":1,"locale":"en-us","uid":"blt0cbc24c249b9fd54","ACL":{},"created_at":"2023-07-11T21:21:11.001Z","created_by":"blt3044324473ef223b70bc674c","english_content":"Close","tags":[],"title":"Close","translate_content_l10n":"Close","updated_at":"2023-07-11T21:21:11.001Z","updated_by":"blt3044324473ef223b70bc674c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-07-11T21:22:26.797Z","user":"blt3044324473ef223b70bc674c"}},{"_version":1,"locale":"en-us","uid":"blt20243cb3a8c574f6","ACL":{},"created_at":"2023-04-27T22:46:08.141Z","created_by":"blt36e890d06c5ec32c","english_content":"See more insights","tags":[],"title":"See more insights","translate_content_l10n":"See more insights","updated_at":"2023-04-27T22:46:08.141Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-04-27T22:47:17.093Z","user":"blt36e890d06c5ec32c"}},{"_version":2,"locale":"en-us","uid":"blt5e35f797b223487b","ACL":{},"created_at":"2023-04-25T22:44:26.727Z","created_by":"blt36e890d06c5ec32c","english_content":"The content on this page is not available in the selected language. As Elastic grows globally, we continue to support content in multiple languages.","tags":[],"title":"The content on this page is not available in the selected language.","translate_content_l10n":"The content on this page is not available in the selected language. As Elastic grows globally, we continue to support content in multiple languages.","updated_at":"2023-04-25T22:50:03.458Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-04-25T22:50:49.263Z","user":"blt36e890d06c5ec32c"}},{"uid":"bltb9e7436e790dc1e1","_version":5,"locale":"en-us","ACL":{},"created_at":"2023-01-26T21:09:01.075Z","created_by":"blt36e890d06c5ec32c","english_content":"Learn more","tags":[],"title":"Learn more","translate_content_l10n":"Learn more","updated_at":"2023-04-04T09:12:47.193Z","updated_by":"bltd46f2afa4996a7db","publish_details":{"time":"2025-11-05T21:45:18.826Z","user":"blt36e890d06c5ec32c","environment":"blt835e2c3b7e9eb7fb","locale":"en-us"}},{"_version":1,"locale":"en-us","uid":"blt95f1076dfef4f727","ACL":{},"created_at":"2023-04-03T16:58:30.945Z","created_by":"blt36e890d06c5ec32c","english_content":"Author","tags":[],"title":"Author","translate_content_l10n":"Author","updated_at":"2023-04-03T16:58:30.945Z","updated_by":"blt36e890d06c5ec32c","publish_details":{"environment":"blt835e2c3b7e9eb7fb","locale":"en-us","time":"2023-04-03T17:02:04.749Z","user":"blt36e890d06c5ec32c"}},{"_version":1,"locale":"en-us","uid":"blte80ec2bf93203454","ACL":{},"created_at":"2023-03-23T23:20:05.096Z","created_by":"blt36e890d06c5ec32c","english_content":"Watch now","tags":[],"title":"Watch now (no PT)","translate_content_l10n":"Watch 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