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Software Delivery</button></li><li><button x-on:mouseover="setCategory('service-management')" x-on:mouseout="clearCategory()" class="flex items-center gap-2 w-full font-bold font-national text-22 leading-24 text-left px-3 py-2.5 align-middle hover:text-[#70f] hover:[&amp;_svg]:fill-[#70f] hover:bg-black/5 rounded h-12" :class="openCategory === 'service-management' ? 'text-[#632ca6] [&amp;_svg]:fill-[#632ca6]' : ''">
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Service Management</button></li><li><button x-on:mouseover="setCategory('ai')" x-on:mouseout="clearCategory()" class="flex items-center gap-2 w-full font-bold font-national text-22 leading-24 text-left px-3 py-2.5 align-middle hover:text-[#70f] hover:[&amp;_svg]:fill-[#70f] hover:bg-black/5 rounded h-12" :class="openCategory === 'ai' ? 'text-[#632ca6] [&amp;_svg]:fill-[#632ca6]' : ''">
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<title>dashboard</title>
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Platform Capabilities</button></li></ul><a href="https://www.datadoghq.com/pricing/" class="pricing-link group flex items-center gap-[5px] font-bold font-national text-[#632ca6] uppercase ml-3 text-16 absolute bottom-10 hover:text-[#70f]">View pricing<svg class="w-2 h-auto -tw-mb-px fill-[#632ca6] group-hover:fill-[#70f]" version="1.1" xmlns="http://www.w3.org/2000/svg" width="683" height="1024" viewBox="0 0 683 1024">
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</svg></a></div><div class="col-span-8"><div class="product-category h-full flex flex-col p-10 pl-[25px]" id="observability-detail" x-show="openCategory === 'observability'" x-cloak=""><div class="category-description p-7 rounded flex mb-10 text-white [background:var(--cta-bg)]" style="--cta-bg:linear-gradient(90deg, #8000FF 0%, #FF0080 100%)"><div class="category-description-main flex gap-5 flex-1 min-w-0 items-center"><svg class="w-12 h-auto fill-white shrink-0" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 192 192" width="192" height="192">
<path d="M96,136a40,40,0,1,1,40-40A40.045,40.045,0,0,1,96,136Zm0-64a24,24,0,1,0,24,24A24.028,24.028,0,0,0,96,72Zm0,92C35.749,164,4.16,102.208,2.845,99.578L1.056,96l1.789-3.578C4.16,89.792,35.749,28,96,28s91.84,61.792,93.155,64.422L190.944,96l-1.789,3.578C187.84,102.208,156.252,164,96,164ZM19.165,96C26.457,108.305,53.3,148,96,148s69.544-39.7,76.836-52C165.551,83.708,138.706,44,96,44S26.457,83.7,19.165,96Z"></path>
</svg><div class="info"><p class="category-header font-bold font-national text-28 leading-24 pb-[5px]">Observability</p><p class="category-tagline text-18 leading-22 m-0 font-medium">End-to-end, simplified visibility into your stack’s health &amp; performance</p></div></div></div><div class="category-details flex justify-between gap-5"><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Infrastructure</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/infrastructure-monitoring/" data-dd-action-name="infrastructure_monitoring in observability">Infrastructure Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/metrics/" data-dd-action-name="metrics in observability">Metrics</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/network-monitoring/" data-dd-action-name="network_monitoring in observability">Network Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/container-monitoring/" data-dd-action-name="container_monitoring in observability">Container Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/kubernetes-autoscaling/" data-dd-action-name="kubernetes_autoscaling in observability">Kubernetes Autoscaling</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/serverless-monitoring/" data-dd-action-name="serverless in observability">Serverless</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/cloud-cost-management/" data-dd-action-name="cloud_cost_management in observability">Cloud Cost Management</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/cloudcraft/" data-dd-action-name="cloudcraft in observability">Cloudcraft</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/storage-management/" data-dd-action-name="storage_management in observability">Storage Management</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/gpu-monitoring/" data-dd-action-name="gpu_monitoring in observability">GPU Monitoring</a></li></ul></div><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Applications</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/apm/" data-dd-action-name="application_performance_monitoring in observability">Application Performance Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/universal-service-monitoring/" data-dd-action-name="universal_service_monitoring in observability">Universal Service Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/code-profiling/" data-dd-action-name="continuous_profiler in observability">Continuous Profiler</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/dynamic-instrumentation/" data-dd-action-name="dynamic_instrumentation in observability">Dynamic Instrumentation</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/products/ai/agent-observability/" data-dd-action-name="agent_observability in observability">Agent Observability</a></li></ul><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Data</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/database-monitoring/" data-dd-action-name="database_monitoring in observability">Database Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/products/observability/data-observability/" data-dd-action-name="data_observability in observability">Data Observability</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/data-streams-monitoring/" data-dd-action-name="data_streams_monitoring in observability">Data Streams Monitoring</a></li></ul></div><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Logs</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/log-management/" data-dd-action-name="log_management in observability">Log Management</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/sensitive-data-scanner/" data-dd-action-name="sensitive_data_scanner in observability">Sensitive Data Scanner</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/audit-trail/" data-dd-action-name="audit_trail in observability">Audit Trail</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/observability-pipelines/" data-dd-action-name="observability_pipelines in observability">Observability Pipelines</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/error-tracking/" data-dd-action-name="error_tracking in observability">Error Tracking</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/byoc-logs/" data-dd-action-name="byoc_logs in observability">BYOC Log Management</a></li></ul></div></div></div><div class="product-category h-full flex flex-col p-10 pl-[25px]" id="infra-detail" x-show="openCategory === 'infra'" x-cloak=""><div class="category-description p-7 rounded flex mb-10 text-white [background:var(--cta-bg)]" style="--cta-bg:linear-gradient(90deg, %!s(<nil>) 0%, %!s(<nil>) 100%)"><div class="category-description-main flex gap-5 flex-1 min-w-0 items-center"><svg class="w-12 h-auto fill-white shrink-0" version="1.1" xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
<title>host-map</title>
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<title>apm</title>
<path d="M0 2.667h32v3.81h-32v-3.81zM0 10.286h6v3.81h-6v-3.81zM10 10.286h22v3.81h-22v-3.81zM10 17.905h12v3.81h-12v-3.81zM26 17.905h6v3.81h-6v-3.81zM16 25.524h6v3.81h-6v-3.81z"></path>
</svg><div class="info"><p class="category-header font-bold font-national text-28 leading-24 pb-[5px]">Applications</p><p class="category-tagline text-18 leading-22 m-0 font-medium"></p></div></div></div><div class="category-details flex justify-between gap-5"></div></div><div class="product-category h-full flex flex-col p-10 pl-[25px]" id="data-detail" x-show="openCategory === 'data'" x-cloak=""><div class="category-description p-7 rounded flex mb-10 text-white [background:var(--cta-bg)]" style="--cta-bg:linear-gradient(90deg, %!s(<nil>) 0%, %!s(<nil>) 100%)"><div class="category-description-main flex gap-5 flex-1 min-w-0 items-center"><svg class="w-12 h-auto fill-white shrink-0" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 192 192" width="192" height="192">
<path d="M96,8C50.393,8,16,25.2,16,48v96c0,22.8,34.393,40,80,40s80-17.2,80-40V48C176,25.2,141.607,8,96,8ZM48.337,32.683C60.936,27.083,77.863,24,96,24c39.068,0,64,14.214,64,24,0,4.969-6.26,10.838-16.337,15.317C131.064,68.917,114.138,72,96,72,56.932,72,32,57.786,32,48,32,43.031,38.26,37.162,48.337,32.683Zm95.326,126.633C131.064,164.916,114.137,168,96,168c-39.068,0-64-14.215-64-24V120.577C46.356,130.075,69.242,136,96,136s49.644-5.925,64-15.423V144C160,148.969,153.74,154.838,143.663,159.316Zm0-48C131.064,116.916,114.137,120,96,120c-39.068,0-64-14.215-64-24V72.577C46.356,82.075,69.242,88,96,88s49.644-5.925,64-15.423V96C160,100.969,153.74,106.838,143.663,111.316ZM96,95.86a151.433,151.433,0,0,0,16-.83v16.1c-5.14.48-10.49.73-16,.73Zm47.66-8.69c.12-.05.23-.1.34-.15v17.27a113.137,113.137,0,0,1-16,4.47V92.34A90.144,90.144,0,0,0,143.66,87.17ZM96,144a151.433,151.433,0,0,0,16-.83v16.1c-5.14.48-10.49.73-16,.73Zm47.66-8.69c.12-.05.23-.1.34-.15v17.27a113.137,113.137,0,0,1-16,4.47v-16.42A90.144,90.144,0,0,0,143.66,135.312Z"></path>
</svg><div class="info"><p class="category-header font-bold font-national text-28 leading-24 pb-[5px]">Data</p><p class="category-tagline text-18 leading-22 m-0 font-medium"></p></div></div></div><div class="category-details flex justify-between gap-5"></div></div><div class="product-category h-full flex flex-col p-10 pl-[25px]" id="Logs-detail" x-show="openCategory === 'Logs'" x-cloak=""><div class="category-description p-7 rounded flex mb-10 text-white [background:var(--cta-bg)]" style="--cta-bg:linear-gradient(90deg, %!s(<nil>) 0%, %!s(<nil>) 100%)"><div class="category-description-main flex gap-5 flex-1 min-w-0 items-center"><svg class="w-12 h-auto fill-white shrink-0" width="48" height="48" viewBox="0 0 48 48" fill="" xmlns="http://www.w3.org/2000/svg">
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</svg><div class="info"><p class="category-header font-bold font-national text-28 leading-24 pb-[5px]">Logs</p><p class="category-tagline text-18 leading-22 m-0 font-medium"></p></div></div></div><div class="category-details flex justify-between gap-5"></div></div><div class="product-category h-full flex flex-col p-10 pl-[25px]" id="security-detail" x-show="openCategory === 'security'" x-cloak=""><a class="category-description category-description-cta group p-7 rounded flex justify-between items-end mb-10 text-white no-underline [background:var(--cta-bg)] transition-[outline-color,box-shadow,background] duration-200 ease-in-out hover:[background:var(--cta-bg-hover,var(--cta-bg))] hover:outline hover:outline-2 hover:outline-[#8BD0FF] hover:outline-offset-[-1px] hover:shadow-[0_4px_16px_rgba(0,0,0,0.2)]" href="https://www.datadoghq.com/products/security/" data-dd-action-name="Category Banner security" style="--cta-bg:linear-gradient(90deg, #0060FF 0%, #0032A0 100%);--cta-bg-hover:linear-gradient(90deg, #0060FF 0%, #0032A0 50%, #001B58 100%)"><div class="category-description-main flex gap-5 flex-1 min-w-0 items-center"><svg class="w-12 h-auto fill-white shrink-0" version="1.1" xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
<title>security-platform</title>
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</svg><div class="info"><p class="category-header font-bold font-national text-28 leading-24 pb-[5px]">Security</p><p class="category-tagline text-18 leading-22 m-0 font-medium">Outpace AI-powered attacks with unified security and observability</p></div></div><span class="category-cta inline-flex items-center gap-2 transition-[gap] duration-200 ease-in-out group-hover:gap-3 pb-1.5 text-18 leading-18 font-bold font-national uppercase tracking-1 whitespace-nowrap text-white"><span class="category-cta-label">Learn more</span><svg class="w-2 h-auto fill-white" version="1.1" xmlns="http://www.w3.org/2000/svg" width="683" height="1024" viewBox="0 0 683 1024">
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</svg></span></a><div class="category-details flex justify-between gap-5"><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Code Security</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/code-security/" data-dd-action-name="code_security in security">Code Security</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/software-composition-analysis/" data-dd-action-name="software_composition_analysis in security">Software Composition Analysis</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/sast/" data-dd-action-name="sast in security">Static Code Analysis (SAST)</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/iast/" data-dd-action-name="iast in security">Runtime Code Analysis (IAST)</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/iac-security" data-dd-action-name="iac_security in security">IaC Security</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/secret-scanning/" data-dd-action-name="secret_scanning in security">Secret Scanning</a></li></ul></div><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Cloud Security</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/cloud-security/" data-dd-action-name="cloud_security in security">Cloud Security</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/cloud-security/#posture-management" data-dd-action-name="cloud_security_posture_management in security">Cloud Security Posture Management</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/cloud-security/#entitlement-management" data-dd-action-name="identity_and_entitlement_management in security">Cloud Infrastructure Entitlement Management</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/cloud-security/#vulnerability-management" data-dd-action-name="vulnerability_management in security">Vulnerability Management</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/cloud-security/#compliance" data-dd-action-name="compliance in security">Compliance</a></li></ul></div><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Threat Management</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/cloud-siem/" data-dd-action-name="cloud_siem in security">Cloud SIEM</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/workload-protection/" data-dd-action-name="workload_protection in security">Workload Protection</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/app-and-api-protection/" data-dd-action-name="app_and_api_protection in security">App and API Protection</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/sensitive-data-scanner/" data-dd-action-name="sensitive_data_scanner in security">Sensitive Data Scanner</a></li></ul><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Security Labs</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://securitylabs.datadoghq.com/" data-dd-action-name="security_labs_research in security">Security Labs Research</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://opensource.datadoghq.com/" data-dd-action-name="open_source_projects in security">Open Source Projects</a></li></ul></div></div></div><div class="product-category h-full flex flex-col p-10 pl-[25px]" id="digital-experience-detail" x-show="openCategory === 'digital-experience'" x-cloak=""><div class="category-description p-7 rounded flex mb-10 text-white [background:var(--cta-bg)]" style="--cta-bg:linear-gradient(90deg, #00B765 0%, #00BBED 100%)"><div class="category-description-main flex gap-5 flex-1 min-w-0 items-center"><svg class="w-12 h-auto fill-white shrink-0" version="1.1" xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
<title>rum</title>
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</svg><div class="info"><p class="category-header font-bold font-national text-28 leading-24 pb-[5px]">Digital Experience</p><p class="category-tagline text-18 leading-22 m-0 font-medium">Optimize front-end performance and enhance user experiences</p></div></div></div><div class="category-details flex justify-between gap-5"><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Digital Experience</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/real-user-monitoring/" data-dd-action-name="browser_real_user_monitoring in digital_experience">Browser Real User Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/real-user-monitoring/mobile-rum/" data-dd-action-name="mobile_real_user_monitoring in digital_experience">Mobile Real User Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/product-analytics/" data-dd-action-name="product_analytics in digital_experience">Product Analytics</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/experiments/" data-dd-action-name="experiments in digital_experience">Experiments</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/real-user-monitoring/session-replay/" data-dd-action-name="session_replay in digital_experience">Session Replay</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/synthetic-monitoring/" data-dd-action-name="synthetic_monitoring in digital_experience">Synthetic Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/mobile-app-testing/" data-dd-action-name="mobile_app_testing in digital_experience">Mobile App Testing</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/error-tracking/" data-dd-action-name="error_tracking in digital_experience">Error Tracking</a></li></ul></div><div class="product-subcategory w-1/3 related pl-2 border-l border-l-[#e2e2e2]"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Related Products</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/continuous-testing/" data-dd-action-name="continuous_testing in digital_experience">Continuous Testing</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/platform/dashboards/" data-dd-action-name="dashboards in digital_experience">Dashboards</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/apm/" data-dd-action-name="application_performance_monitoring in digital_experience">Application Performance Monitoring</a></li></ul></div></div></div><div class="product-category h-full flex flex-col p-10 pl-[25px]" id="software-delivery-detail" x-show="openCategory === 'software-delivery'" x-cloak=""><div class="category-description p-7 rounded flex mb-10 text-white [background:var(--cta-bg)]" style="--cta-bg:linear-gradient(90deg, #6300D4 0%, #9C43FE 100%)"><div class="category-description-main flex gap-5 flex-1 min-w-0 items-center"><svg class="w-12 h-auto fill-white shrink-0" version="1.1" xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
<title>ci</title>
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</svg><div class="info"><p class="category-header font-bold font-national text-28 leading-24 pb-[5px]">Software Delivery</p><p class="category-tagline text-18 leading-22 m-0 font-medium">Build, test, secure and ship quality code faster</p></div></div></div><div class="category-details flex justify-between gap-5"><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Software Delivery</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/internal-developer-portal/" data-dd-action-name="internal_developer_portal in software_delivery">Internal Developer Portal</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ci-cd-monitoring/" data-dd-action-name="ci_visibility in software_delivery">CI Visibility</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/test-optimization/" data-dd-action-name="test_optimization in software_delivery">Test Optimization</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/continuous-testing/" data-dd-action-name="continuous_testing in software_delivery">Continuous Testing</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/platform/ides/" data-dd-action-name="ide_plugins in software_delivery">IDE Plugins</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/platform/dora-metrics/" data-dd-action-name="dora_metrics in software_delivery">DORA Metrics</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/feature-flags/" data-dd-action-name="feature_flags in software_delivery">Feature Flags</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/code-coverage/" data-dd-action-name="code_coverage in software_delivery">Code Coverage</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/software-delivery/ai-impact/" data-dd-action-name="ai_impact in software_delivery">AI Impact</a></li></ul></div><div class="product-subcategory w-1/3 related pl-2 border-l border-l-[#e2e2e2]"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Related Products</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/software-composition-analysis/" data-dd-action-name="software_composition_analysis in software_delivery">Software Composition Analysis</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/apm/" data-dd-action-name="application_performance_monitoring in software_delivery">Application Performance Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/synthetic-monitoring/" data-dd-action-name="synthetic_monitoring in software_delivery">Synthetic Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/real-user-monitoring/" data-dd-action-name="browser_real_user_monitoring in software_delivery">Browser Real User Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/workflow-automation/" data-dd-action-name="workflow_automation in software_delivery">Workflow Automation</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/platform/integrations/" data-dd-action-name="integrations in software_delivery">Integrations</a></li></ul></div></div></div><div class="product-category h-full flex flex-col p-10 pl-[25px]" id="service-management-detail" x-show="openCategory === 'service-management'" x-cloak=""><div class="category-description p-7 rounded flex mb-10 text-white [background:var(--cta-bg)]" style="--cta-bg:linear-gradient(90deg, #FF0080 0%, #FF5E00 100%)"><div class="category-description-main flex gap-5 flex-1 min-w-0 items-center"><svg class="w-12 h-auto fill-white shrink-0" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 192 192" width="192" height="192">
<path d="M88,188.38V91.38l84-48.5v96.99l-84,48.51Zm16-87.76v60.04l52-30.02v-60.04l-52,30.02Zm-50-28.87v97l16-9.24V80.99l52-30.02,16-9.24V23.25L54,71.75ZM20,52.12v97l16-9.24V61.36l52-30.02,16-9.24V3.62L20,52.12Z"></path>
</svg><div class="info"><p class="category-header font-bold font-national text-28 leading-24 pb-[5px]">Service Management</p><p class="category-tagline text-18 leading-22 m-0 font-medium">Integrated, streamlined workflows for faster time-to-resolution</p></div></div></div><div class="category-details flex justify-between gap-5"><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Service Management</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/incident-response/" data-dd-action-name="incident_response in service_management">Incident Response</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/software-catalog/" data-dd-action-name="software_catalog in service_management">Software Catalog</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/service-level-objectives/" data-dd-action-name="service_level_objectives in service_management">Service Level Objectives</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/case-management/" data-dd-action-name="case_management in service_management">Case Management</a></li></ul></div><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Actions</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/workflow-automation/" data-dd-action-name="workflow_automation in service_management">Workflow Automation</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/app-builder/" data-dd-action-name="app_builder in service_management">App Builder</a></li></ul></div><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Agentic &amp; Embedded</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/bits-investigation/" data-dd-action-name="bits_investigation in service_management">Bits Investigation</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/platform/watchdog/" data-dd-action-name="watchdog in service_management">Watchdog</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/event-management/" data-dd-action-name="event_management in service_management">Event Management</a></li></ul></div></div></div><div class="product-category h-full flex flex-col p-10 pl-[25px]" id="ai-detail" x-show="openCategory === 'ai'" x-cloak=""><div class="category-description p-7 rounded flex mb-10 text-white [background:var(--cta-bg)]" style="--cta-bg:linear-gradient(90deg, #0060FF 0%, #8000FF 100%)"><div class="category-description-main flex gap-5 flex-1 min-w-0 items-center"><svg class="w-12 h-auto fill-white shrink-0" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" fill="" viewBox="0 0 192 192" style="enable-background:new 0 0 192 192;" xml:space="preserve"><g id="Layer_7"><g><linearGradient id="SVGID_1_" gradientUnits="userSpaceOnUse" x1="89.0192" y1="122.732" x2="142.9808" y2="29.268"><stop offset="0" style="stop-color:#5500FF"></stop><stop offset="0.1715" style="stop-color:#4D09FF"></stop><stop offset="0.4511" style="stop-color:#3821FF"></stop><stop offset="0.802" style="stop-color:#1649FF"></stop><stop offset="1" style="stop-color:#0062FF"></stop></linearGradient><path class="st5" d="M120,16h-8c0,30.88-25.12,56-56,56v8c30.88,0,56,25.12,56,56h8c0-30.88,25.12-56,56-56v-8 C145.12,72,120,46.88,120,16z"></path><linearGradient id="SVGID_00000049207151058930698180000011839073544639225000_" gradientUnits="userSpaceOnUse" x1="35.4115" y1="168.7311" x2="68.5885" y2="111.267"><stop offset="0" style="stop-color:#5500FF"></stop><stop offset="0.1715" style="stop-color:#4D09FF"></stop><stop offset="0.4511" style="stop-color:#3821FF"></stop><stop offset="0.802" style="stop-color:#1649FF"></stop><stop offset="1" style="stop-color:#0062FF"></stop></linearGradient><path d="M56,104h-4c0,0,0,0,0,0c0,0,0,0,0,0h-4 c0,17.64-14.35,32-32,32v8c17.65,0,32,14.36,32,32h8c0-17.64,14.35-32,32-32v-8C70.35,136,56,121.64,56,104z"></path></g></g></svg><div class="info"><p class="category-header font-bold font-national text-28 leading-24 pb-[5px]">AI</p><p class="category-tagline text-18 leading-22 m-0 font-medium">Monitor and improve model performance. Pinpoint root causes and detect anomalies</p></div></div></div><div class="category-details flex justify-between gap-5"><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">AI Observability</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/products/ai/agent-observability/" data-dd-action-name="agent_observability in ai">Agent Observability</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/gpu-monitoring/" data-dd-action-name="gpu_monitoring in ai">GPU Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/platform/integrations/#cat-aiml" data-dd-action-name="ai_integrations in ai">AI Integrations</a></li></ul></div><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Agentic &amp; Embedded</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/bits-ai-agents/" data-dd-action-name="bits_ai_agents in ai">Bits AI Agents</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/bits-chat/" data-dd-action-name="bits_chat in ai">Bits Chat</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/bits-agent-builder/" data-dd-action-name="bits_agent_builder in ai">Bits Agent Builder</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/bits-code/" data-dd-action-name="bits_code in ai">Bits Code</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/bits-investigation/" data-dd-action-name="bits_investigation in ai">Bits Investigation</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/bits-security-analyst/" data-dd-action-name="bits_security_analyst in ai">Bits Security Analyst</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/mcp-server/" data-dd-action-name="mcp_server in ai">MCP Server</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/mcp-server/" data-dd-action-name="pup_cli in ai">Pup CLI</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/agent-directory/" data-dd-action-name="agent_directory in ai">Agent Directory</a></li></ul></div><div class="product-subcategory w-1/3 related pl-2 border-l border-l-[#e2e2e2]"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Related Products</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/incident-response/" data-dd-action-name="incident_response in ai">Incident Response</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/workflow-automation/" data-dd-action-name="workflow_automation in ai">Workflow Automation</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/apm/" data-dd-action-name="application_performance_monitoring in ai">Application Performance Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/universal-service-monitoring/" data-dd-action-name="universal_service_monitoring in ai">Universal Service Monitoring</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/log-management/" data-dd-action-name="log_management in ai">Log Management</a></li></ul></div></div></div><div class="product-category h-full flex flex-col p-10 pl-[25px]" id="platform-detail" x-show="openCategory === 'platform'" x-cloak=""><div class="category-description p-7 rounded flex mb-10 text-white [background:var(--cta-bg)]" style="--cta-bg:linear-gradient(90deg, #8000FF 0%, #4300B0 100%)"><div class="category-description-main flex gap-5 flex-1 min-w-0 items-center"><svg class="w-12 h-auto fill-white shrink-0" version="1.1" xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
<title>dashboard</title>
<path d="M32 24.876v1.79h-32v-21.333h1.988v19.543h30.012zM26.009 10.679l3.976 12.432h-25.982v-8.006l6.999-7.981 8.987 7.981 6.020-4.426z"></path>
</svg><div class="info"><p class="category-header font-bold font-national text-28 leading-24 pb-[5px]">Platform Capabilities</p><p class="category-tagline text-18 leading-22 m-0 font-medium">Built-in features &amp; integrations that power the Datadog platform</p></div></div></div><div class="category-details flex justify-between gap-5"><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Built-in Features</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/bits-ai-agents/" data-dd-action-name="bits_ai_agents in platform_capabilities">Bits AI Agents</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/bits-agent-builder/" data-dd-action-name="bits_agent_builder in platform_capabilities">Bits Agent Builder</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/bits-chat/" data-dd-action-name="bits_chat in platform_capabilities">Bits Chat</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/metrics/" data-dd-action-name="metrics in platform_capabilities">Metrics</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/platform/watchdog/" data-dd-action-name="watchdog in platform_capabilities">Watchdog</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/platform/alerts/" data-dd-action-name="alerts in platform_capabilities">Alerts</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/platform/dashboards/" data-dd-action-name="dashboards in platform_capabilities">Dashboards</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://docs.datadoghq.com/notebooks/" data-dd-action-name="notebooks in platform_capabilities">Notebooks</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://docs.datadoghq.com/service_management/mobile/?tab=ios" data-dd-action-name="mobile_app in platform_capabilities">Mobile App</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/fleet-automation/" data-dd-action-name="fleet_automation in platform_capabilities">Fleet Automation</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/governance-console/" data-dd-action-name="governance_console in platform_capabilities">Governance Console</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://docs.datadoghq.com/account_management/rbac/?tab=datadogapplication" data-dd-action-name="access_control in platform_capabilities">Access Control</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/platform/dora-metrics/" data-dd-action-name="dora_metrics in platform_capabilities">DORA Metrics</a></li></ul></div><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Workflows &amp; Collaboration</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/incident-response/" data-dd-action-name="incident_response in platform_capabilities">Incident Response</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/case-management/" data-dd-action-name="case_management in platform_capabilities">Case Management</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/event-management/" data-dd-action-name="event_management in platform_capabilities">Event Management</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/workflow-automation/" data-dd-action-name="workflow_automation in platform_capabilities">Workflow Automation</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/app-builder/" data-dd-action-name="app_builder in platform_capabilities">App Builder</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/cloudcraft/" data-dd-action-name="cloudcraft in platform_capabilities">Cloudcraft</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://docs.datadoghq.com/account_management/teams/" data-dd-action-name="teams in platform_capabilities">Teams</a></li></ul></div><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Extensibility</p><ul class="product-list"><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/solutions/opentelemetry/" data-dd-action-name="opentelemetry in platform_capabilities">OpenTelemetry</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/platform/integrations/" data-dd-action-name="integrations in platform_capabilities">Integrations</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/platform/ides/" data-dd-action-name="ide_plugins in platform_capabilities">IDE Plugins</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/mcp-server/" data-dd-action-name="mcp_server in platform_capabilities">MCP Server</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/mcp-server/" data-dd-action-name="pup_cli in platform_capabilities">Pup CLI</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/product/ai/agent-directory/" data-dd-action-name="agent_directory in platform_capabilities">Agent Directory</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://docs.datadoghq.com/api/" data-dd-action-name="api in platform_capabilities">API</a></li><li><a class="block p-3 text-18 leading-18 text-wrap capitalize hover:text-[#70f] hover:bg-black/5 rounded" href="https://www.datadoghq.com/marketplacepartners/" data-dd-action-name="marketplace in platform_capabilities">Marketplace</a></li></ul></div></div></div></div></div></div></li><li><a class="customers-menu block pt-[8.5px] px-2 desktop-lg:px-3 pb-[9.5px] desktop-lg:px-3 text-18 font-semibold font-national uppercase text-[#555] hover:text-[#70f]" href="https://www.datadoghq.com/customers/"><span>Customers</span></a></li><li><a class="pricing-menu block pt-[8.5px] px-2 desktop-lg:px-3 pb-[9.5px] desktop-lg:px-3 text-18 font-semibold font-national uppercase text-[#555] hover:text-[#70f]" href="https://www.datadoghq.com/pricing/"><span>Pricing</span></a></li><li x-on:mouseover="mouseOver = 'solutions'" x-on:mouseout="mouseOver = 'none'" class="dropdown relative solutions-dropdown"><a class="dropdown relative block pt-[8.5px] px-2 desktop-lg:px-3 pb-[9.5px] desktop-lg:px-3 text-18 font-semibold font-national uppercase text-[#555] hover:text-[#70f]" href="https://www.datadoghq.com/">Solutions</a><ul x-show="mouseOver === 'solutions'" x-cloak="" class="dropdown-menu solutions-menu absolute z-40 bg-white w-[820px] p-5 left-[9px] top-[42px] border-t-[3px] border-t-[#632ca6]" style="box-shadow:0 8px 10px rgba(0,0,0,7%)"><div class="grid grid-cols-3 gap-[30px]"><div><p class="font-semibold font-national text-black text-14 leading-18 tablet:text-16 tablet:leading-20 uppercase mb-0 py-2 px-[11px]">Industry</p><ul class="list-none mt-0"><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/financial-services/" data-dd-action-name="financial_services in Solutions"><span class="inline-flex">Financial Services</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/manufacturing-logistics/" data-dd-action-name="manufacturing_and_logistics in Solutions"><span class="inline-flex">Manufacturing &amp; Logistics</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/healthcare/" data-dd-action-name="healthcare_and_life_sciences in Solutions"><span class="inline-flex">Healthcare/Life Sciences</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/retail-ecommerce/" data-dd-action-name="retail_and_ecommerce in Solutions"><span class="inline-flex">Retail/E-Commerce</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/government/" data-dd-action-name="government in Solutions"><span class="inline-flex">Government</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/education/" data-dd-action-name="education in Solutions"><span class="inline-flex">Education</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/media-entertainment/" data-dd-action-name="media_and_entertainment in Solutions"><span class="inline-flex">Media &amp; Entertainment</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/technology/" data-dd-action-name="technology in Solutions"><span class="inline-flex">Technology</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/gaming/" data-dd-action-name="gaming in Solutions"><span class="inline-flex">Gaming</span></a></li></ul></div><div><p class="font-semibold font-national text-black text-14 leading-18 tablet:text-16 tablet:leading-20 uppercase mb-0 py-2 px-[11px]">Technology</p><ul class="list-none mt-0"><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/aws/" data-dd-action-name="amazon_web_services_monitoring in Solutions"><span class="inline-flex">Amazon Web Services Monitoring</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/azure/" data-dd-action-name="azure_monitoring in Solutions"><span class="inline-flex">Azure Monitoring</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/googlecloud/" data-dd-action-name="google_cloud_monitoring in Solutions"><span class="inline-flex">Google Cloud Monitoring</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/oci-monitoring/" data-dd-action-name="oci_monitoring in Solutions"><span class="inline-flex">Oracle Cloud Monitoring</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/kubernetes/" data-dd-action-name="kubernetes_monitoring in Solutions"><span class="inline-flex">Kubernetes Monitoring</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/openshift/" data-dd-action-name="red_hat_openshift in Solutions"><span class="inline-flex">Red Hat OpenShift</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/pivotal-platform/" data-dd-action-name="pivotal_platform in Solutions"><span class="inline-flex">Pivotal Platform</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/openai/" data-dd-action-name="openai in Solutions"><span class="inline-flex">OpenAI</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/sap-monitoring/" data-dd-action-name="sap_monitoring in Solutions"><span class="inline-flex">SAP Monitoring</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/opentelemetry/" data-dd-action-name="opentelemetry in Solutions"><span class="inline-flex">OpenTelemetry</span></a></li></ul></div><div><p class="font-semibold font-national text-black text-14 leading-18 tablet:text-16 tablet:leading-20 uppercase mb-0 py-2 px-[11px]">Use Case</p><ul class="list-none mt-0"><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/application-security/" data-dd-action-name="application_security in Solutions"><span class="inline-flex">Application Security</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/cloud-migration/" data-dd-action-name="cloud_migration in Solutions"><span class="inline-flex">Cloud Migration</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/monitoring-consolidation/" data-dd-action-name="monitoring_consolidation in Solutions"><span class="inline-flex">Monitoring Consolidation</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/unified-commerce-monitoring/" data-dd-action-name="unified_commerce_monitoring in Solutions"><span class="inline-flex">Unified Commerce Monitoring</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/soar/" data-dd-action-name="soar in Solutions"><span class="inline-flex">SOAR</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/devops/" data-dd-action-name="devops in Solutions"><span class="inline-flex">DevOps</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/finops/" data-dd-action-name="finops in Solutions"><span class="inline-flex">FinOps</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/shift-left-testing/" data-dd-action-name="shift_left_testing in Solutions"><span class="inline-flex">Shift-Left Testing</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/digital-experience-monitoring/" data-dd-action-name="digital_experience_monitoring in Solutions"><span class="inline-flex">Digital Experience Monitoring</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/security-analytics/" data-dd-action-name="security_analytics in Solutions"><span class="inline-flex">Security Analytics</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/security/cis-benchmarks/aws/" data-dd-action-name="compliance_for_cis_benchmarks in Solutions"><span class="inline-flex">Compliance for CIS Benchmarks</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/hybrid-cloud-monitoring/" data-dd-action-name="hybrid_cloud_monitoring in Solutions"><span class="inline-flex">Hybrid Cloud Monitoring</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/iot-monitoring/" data-dd-action-name="iot_monitoring in Solutions"><span class="inline-flex">Edge Device Monitoring</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/real-time-business-intelligence/" data-dd-action-name="real_time_bi in Solutions"><span class="inline-flex">Real-Time BI</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/on-premises-monitoring/" data-dd-action-name="on_premises_monitoring in Solutions"><span class="inline-flex">On-Premises Monitoring</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/log-analysis-and-correlation/" data-dd-action-name="log_analysis_and_correlation in Solutions"><span class="inline-flex">Log Analysis &amp; Correlation</span></a></li><li><a class="block whitespace-nowrap capitalize px-[11px] py-[7px] hover:text-[#70f] hover:bg-black/5 rounded text-18" href="https://www.datadoghq.com/solutions/cnapp/" data-dd-action-name="cnapp in Solutions"><span class="inline-flex">CNAPP</span></a></li></ul></div></div></ul></li><li><a class="docs-menu block pt-[8.5px] px-2 desktop-lg:px-3 pb-[9.5px] desktop-lg:px-3 text-18 font-semibold font-national uppercase text-[#555] hover:text-[#70f]" href="https://docs.datadoghq.com/"><span>Docs</span></a></li></ul><div><a href="https://www.datadoghq.com/" class="js-logo-download hidden desktop-sm:flex flex-col items-center justify-center relative"><img height="75" class="bits-logo-lg max-w-full transition-all h-[75px]" :class="navScrolled ? 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<span class="block desktop-sm:hidden">Free Trial</span></a></li></ul></div><div class="flex desktop-sm:hidden items-center justify-center"><a href="https://www.datadoghq.com/"><img src="https://corp.dd-static.net/img/datadog_rbg_n_2x.png?format=png" class="bits-logo-mobile d-inline-block" alt="Datadog Logo" width="157" height="40"></a></div><button x-on:click="mobileOpen = !mobileOpen" type="button" class="navbar-toggler flex flex-col gap-1 desktop-sm:hidden relative my-3 px-2.5 py-[9px] border border-[transparent]" data-bs-toggle="" data-bs-target="#collapseExample" aria-expanded="false" aria-controls="collapseExample">
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<title>host-map</title>
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Infrastructure</p><ul class="mb-[5px] pb-2.5"><li><a href="https://www.datadoghq.com/product/infrastructure-monitoring/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Infrastructure Monitoring</a></li><li><a href="https://www.datadoghq.com/product/metrics/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Metrics</a></li><li><a href="https://www.datadoghq.com/product/container-monitoring/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Container Monitoring</a></li><li><a href="https://www.datadoghq.com/product/kubernetes-autoscaling/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Kubernetes Autoscaling</a></li><li><a href="https://www.datadoghq.com/product/network-monitoring/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Network Monitoring</a></li><li><a href="https://www.datadoghq.com/product/serverless-monitoring/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Serverless</a></li><li><a href="https://www.datadoghq.com/product/cloud-cost-management/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Cloud Cost Management</a></li><li><a href="https://www.datadoghq.com/product/cloudcraft/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Cloudcraft</a></li><li><a href="https://www.datadoghq.com/product/storage-management/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Storage Management</a></li><li><a href="https://www.datadoghq.com/product/gpu-monitoring/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">GPU Monitoring</a></li></ul></li><li><p class="mobile-product-category sticky top-0 bg-white flex items-center gap-2 pt-[13px] pb-[5px] pl-[19px] font-bold font-national text-22 leading-24 ml-5"><svg class="w-[22px] h-auto" version="1.1" xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
<title>apm</title>
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</svg>
Applications</p><ul class="mb-[5px] pb-2.5"><li><a href="https://www.datadoghq.com/product/apm/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Application Performance Monitoring</a></li><li><a href="https://www.datadoghq.com/product/universal-service-monitoring/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Universal Service Monitoring</a></li><li><a href="https://www.datadoghq.com/product/code-profiling/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Continuous Profiler</a></li><li><a href="https://www.datadoghq.com/product/dynamic-instrumentation/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Dynamic Instrumentation</a></li><li><a href="https://www.datadoghq.com/products/ai/agent-observability/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Agent Observability</a></li></ul></li><li><p class="mobile-product-category sticky top-0 bg-white flex items-center gap-2 pt-[13px] pb-[5px] pl-[19px] font-bold font-national text-22 leading-24 ml-5"><svg class="w-[22px] h-auto" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 192 192" width="192" height="192">
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Data</p><ul class="mb-[5px] pb-2.5"><li><a href="https://www.datadoghq.com/product/database-monitoring/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Database Monitoring</a></li><li><a href="https://www.datadoghq.com/products/observability/data-observability/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Data Observability</a></li><li><a href="https://www.datadoghq.com/product/data-streams-monitoring/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Data Streams Monitoring</a></li></ul></li><li><p class="mobile-product-category sticky top-0 bg-white flex items-center gap-2 pt-[13px] pb-[5px] pl-[19px] font-bold font-national text-22 leading-24 ml-5"><svg class="w-[22px] h-auto" width="48" height="48" viewBox="0 0 48 48" fill="" xmlns="http://www.w3.org/2000/svg">
<g id="Logs">
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Logs</p><ul class="mb-[5px] pb-2.5"><li><a href="https://www.datadoghq.com/product/log-management/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Log Management</a></li><li><a href="https://www.datadoghq.com/product/sensitive-data-scanner/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Sensitive Data Scanner</a></li><li><a href="https://www.datadoghq.com/product/audit-trail/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Audit Trail</a></li><li><a href="https://www.datadoghq.com/product/observability-pipelines/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Observability Pipelines</a></li></ul></li><li><p class="mobile-product-category sticky top-0 bg-white flex items-center gap-2 pt-[13px] pb-[5px] pl-[19px] font-bold font-national text-22 leading-24 ml-5"><svg class="w-[22px] h-auto" version="1.1" xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
<title>security-platform</title>
<path d="M16 0.793l-12 6.938v9.604c0.007 4.42 2.392 8.281 5.944 10.372l0.056 0.031 6 3.468 6-3.469c3.608-2.122 5.993-5.983 6-10.402v-9.605zM6.667 10.811l8 4.625v4.42l-8-4.625zM7.997 8.5l6.669-3.856v7.711zM6.723 18.343l7.944 4.593v4.42l-3.333-1.926c-2.521-1.484-4.269-4.050-4.607-7.044l-0.004-0.043zM25.333 17.335c-0.005 3.439-1.86 6.443-4.623 8.070l-0.044 0.024-3.333 1.927v-22.712l8 4.625z"></path>
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Security</p><ul class="mb-[5px] pb-2.5"><li><a href="https://www.datadoghq.com/products/security/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Overview</a></li><li><a href="https://www.datadoghq.com/product/code-security/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Code Security</a></li><li><a href="https://www.datadoghq.com/product/software-composition-analysis/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Software Composition Analysis</a></li><li><a href="https://www.datadoghq.com/product/sast/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Static Code Analysis (SAST)</a></li><li><a href="https://www.datadoghq.com/product/iast/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Runtime Code Analysis (IAST)</a></li><li><a href="https://www.datadoghq.com/product/iac-security" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">IaC Security</a></li><li><a href="https://www.datadoghq.com/product/cloud-security/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Cloud Security</a></li><li><a href="https://www.datadoghq.com/product/cloud-security/#posture-management" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Cloud Security Posture Management</a></li><li><a href="https://www.datadoghq.com/product/cloud-security/#entitlement-management" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Cloud Infrastructure Entitlement Management</a></li><li><a href="https://www.datadoghq.com/product/cloud-security/#vulnerability-management" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Vulnerability Management</a></li><li><a href="https://www.datadoghq.com/product/cloud-security/#compliance" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Compliance</a></li><li><a href="https://www.datadoghq.com/product/cloud-siem/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Cloud SIEM</a></li><li><a href="https://www.datadoghq.com/product/workload-protection/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Workload Protection</a></li><li><a href="https://www.datadoghq.com/product/app-and-api-protection/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">App and API Protection</a></li><li><a href="https://www.datadoghq.com/product/sensitive-data-scanner/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Sensitive Data Scanner</a></li><li><a href="https://securitylabs.datadoghq.com/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Security Labs Research</a></li><li><a href="https://opensource.datadoghq.com/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Open Source Projects</a></li><li><a href="https://www.datadoghq.com/product/secret-scanning/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Secret Scanning</a></li></ul></li><li><p class="mobile-product-category sticky top-0 bg-white flex items-center gap-2 pt-[13px] pb-[5px] pl-[19px] font-bold font-national text-22 leading-24 ml-5"><svg class="w-[22px] h-auto" version="1.1" xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
<title>rum</title>
<path d="M8.728 32h-8.728v-14.544h8.728v14.544zM2.912 29.088h2.912v-8.728h-2.912v8.728zM18.908 29.088h-7.269v-2.912h4.364v-14.544h-10.187v2.912h-2.905v-5.816h16.003v20.361zM32 20.361h-10.18v-2.912h7.276v-14.544h-20.367v2.912h-2.912v-5.816h26.184v20.361z"></path>
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Digital Experience</p><ul class="mb-[5px] pb-2.5"><li><a href="https://www.datadoghq.com/product/real-user-monitoring/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Browser Real User Monitoring</a></li><li><a href="https://www.datadoghq.com/product/real-user-monitoring/mobile-rum/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Mobile Real User Monitoring</a></li><li><a href="https://www.datadoghq.com/product/product-analytics/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Product Analytics</a></li><li><a href="https://www.datadoghq.com/product/experiments/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Experiments</a></li><li><a href="https://www.datadoghq.com/product/real-user-monitoring/session-replay/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Session Replay</a></li><li><a href="https://www.datadoghq.com/product/synthetic-monitoring/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Synthetic Monitoring</a></li><li><a href="https://www.datadoghq.com/product/mobile-app-testing/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Mobile App Testing</a></li><li><a href="https://www.datadoghq.com/product/error-tracking/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Error Tracking</a></li><li><a href="https://www.datadoghq.com/product/byoc-logs/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">BYOC Log Management</a></li></ul></li><li><p class="mobile-product-category sticky top-0 bg-white flex items-center gap-2 pt-[13px] pb-[5px] pl-[19px] font-bold font-national text-22 leading-24 ml-5"><svg class="w-[22px] h-auto" version="1.1" xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
<title>ci</title>
<path d="M30.667 22.625v0.087c-0.006 4.392-3.565 7.95-7.956 7.955h-0.085c-3.937-0.005-7.205-2.864-7.845-6.62l-0.007-0.047h-3.107l4.333-4.333 4.333 4.333h-2.833c0.6 2.315 2.669 3.998 5.131 4h0.087c2.916-0.009 5.278-2.373 5.282-5.29v-0.085c-0.003-2.921-2.369-5.288-5.29-5.292h-13.42c-4.393-0.004-7.954-3.565-7.957-7.958v-0.087c0.006-4.392 3.565-7.95 7.956-7.955h0.085c4.393 0.004 7.954 3.564 7.958 7.956v2.044h-2.667v-2.043c-0.004-2.921-2.371-5.287-5.291-5.29h-0.087c-2.919 0.005-5.285 2.371-5.288 5.29v0.085c0.003 2.921 2.369 5.288 5.29 5.292h13.42c4.393 0.004 7.954 3.565 7.957 7.958v0z"></path>
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Software Delivery</p><ul class="mb-[5px] pb-2.5"><li><a href="https://www.datadoghq.com/product/internal-developer-portal/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Internal Developer Portal</a></li><li><a href="https://www.datadoghq.com/product/ci-cd-monitoring/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">CI Visibility</a></li><li><a href="https://www.datadoghq.com/product/test-optimization/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Test Optimization</a></li><li><a href="https://www.datadoghq.com/product/continuous-testing/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Continuous Testing</a></li><li><a href="https://www.datadoghq.com/product/platform/ides/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">IDE Plugins</a></li><li><a href="https://www.datadoghq.com/product/feature-flags/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Feature Flags</a></li><li><a href="https://www.datadoghq.com/product/code-coverage/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Code Coverage</a></li><li><a href="https://www.datadoghq.com/product/software-delivery/ai-impact/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">AI Impact</a></li></ul></li><li><p class="mobile-product-category sticky top-0 bg-white flex items-center gap-2 pt-[13px] pb-[5px] pl-[19px] font-bold font-national text-22 leading-24 ml-5"><svg class="w-[22px] h-auto" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 192 192" width="192" height="192">
<path d="M88,188.38V91.38l84-48.5v96.99l-84,48.51Zm16-87.76v60.04l52-30.02v-60.04l-52,30.02Zm-50-28.87v97l16-9.24V80.99l52-30.02,16-9.24V23.25L54,71.75ZM20,52.12v97l16-9.24V61.36l52-30.02,16-9.24V3.62L20,52.12Z"></path>
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Service Management</p><ul class="mb-[5px] pb-2.5"><li><a href="https://www.datadoghq.com/product/event-management/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Event Management</a></li><li><a href="https://www.datadoghq.com/product/software-catalog/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Software Catalog</a></li><li><a href="https://www.datadoghq.com/product/service-level-objectives/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Service Level Objectives</a></li><li><a href="https://www.datadoghq.com/product/incident-response/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Incident Response</a></li><li><a href="https://www.datadoghq.com/product/case-management/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Case Management</a></li><li><a href="https://www.datadoghq.com/product/workflow-automation/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Workflow Automation</a></li><li><a href="https://www.datadoghq.com/product/app-builder/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">App Builder</a></li><li><a href="https://www.datadoghq.com/product/ai/bits-investigation/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Bits Investigation</a></li><li><a href="https://www.datadoghq.com/product/platform/watchdog/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Watchdog</a></li></ul></li><li><p class="mobile-product-category sticky top-0 bg-white flex items-center gap-2 pt-[13px] pb-[5px] pl-[19px] font-bold font-national text-22 leading-24 ml-5"><svg class="w-[22px] h-auto" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" fill="" viewBox="0 0 192 192" style="enable-background:new 0 0 192 192;" xml:space="preserve"><g id="Layer_7"><g><linearGradient id="SVGID_1_" gradientUnits="userSpaceOnUse" x1="89.0192" y1="122.732" x2="142.9808" y2="29.268"><stop offset="0" style="stop-color:#5500FF"></stop><stop offset="0.1715" style="stop-color:#4D09FF"></stop><stop offset="0.4511" style="stop-color:#3821FF"></stop><stop offset="0.802" style="stop-color:#1649FF"></stop><stop offset="1" style="stop-color:#0062FF"></stop></linearGradient><path class="st5" d="M120,16h-8c0,30.88-25.12,56-56,56v8c30.88,0,56,25.12,56,56h8c0-30.88,25.12-56,56-56v-8 C145.12,72,120,46.88,120,16z"></path><linearGradient id="SVGID_00000049207151058930698180000011839073544639225000_" gradientUnits="userSpaceOnUse" x1="35.4115" y1="168.7311" x2="68.5885" y2="111.267"><stop offset="0" style="stop-color:#5500FF"></stop><stop offset="0.1715" style="stop-color:#4D09FF"></stop><stop offset="0.4511" style="stop-color:#3821FF"></stop><stop offset="0.802" style="stop-color:#1649FF"></stop><stop offset="1" style="stop-color:#0062FF"></stop></linearGradient><path d="M56,104h-4c0,0,0,0,0,0c0,0,0,0,0,0h-4 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class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Bits Agent Builder</a></li><li><a href="https://www.datadoghq.com/product/ai/bits-code/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Bits Code</a></li><li><a href="https://www.datadoghq.com/product/ai/bits-investigation/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Bits Investigation</a></li><li><a href="https://www.datadoghq.com/product/ai/bits-security-analyst/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Bits Security Analyst</a></li><li><a href="https://www.datadoghq.com/product/ai/mcp-server/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">MCP Server</a></li><li><a href="https://www.datadoghq.com/product/ai/mcp-server/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Pup CLI</a></li><li><a href="https://www.datadoghq.com/product/ai/agent-directory/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Agent Directory</a></li></ul></li><li><p class="mobile-product-category sticky top-0 bg-white flex items-center gap-2 pt-[13px] pb-[5px] pl-[19px] font-bold font-national text-22 leading-24 ml-5"><svg class="w-[22px] h-auto" version="1.1" xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
<title>dashboard</title>
<path d="M32 24.876v1.79h-32v-21.333h1.988v19.543h30.012zM26.009 10.679l3.976 12.432h-25.982v-8.006l6.999-7.981 8.987 7.981 6.020-4.426z"></path>
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Platform Capabilities</p><ul class="mb-[5px] pb-2.5"><li><a href="https://www.datadoghq.com/product/ai/bits-ai-agents/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Bits AI Agents</a></li><li><a href="https://www.datadoghq.com/product/metrics/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Metrics</a></li><li><a href="https://www.datadoghq.com/product/platform/watchdog/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Watchdog</a></li><li><a href="https://www.datadoghq.com/product/platform/alerts/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Alerts</a></li><li><a href="https://www.datadoghq.com/product/platform/dashboards/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Dashboards</a></li><li><a href="https://docs.datadoghq.com/notebooks/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Notebooks</a></li><li><a href="https://docs.datadoghq.com/service_management/mobile/?tab=ios" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Mobile App</a></li><li><a href="https://www.datadoghq.com/product/fleet-automation/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Fleet Automation</a></li><li><a href="https://www.datadoghq.com/product/governance-console/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Governance Console</a></li><li><a href="https://docs.datadoghq.com/account_management/rbac/?tab=datadogapplication" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Access Control</a></li><li><a href="https://www.datadoghq.com/product/incident-response/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Incident Response</a></li><li><a href="https://www.datadoghq.com/product/case-management/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Case Management</a></li><li><a href="https://www.datadoghq.com/product/event-management/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Event Management</a></li><li><a href="https://www.datadoghq.com/product/workflow-automation/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Workflow Automation</a></li><li><a href="https://www.datadoghq.com/product/app-builder/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">App Builder</a></li><li><a href="https://www.datadoghq.com/product/cloudcraft/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Cloudcraft</a></li><li><a href="https://docs.datadoghq.com/account_management/teams/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Teams</a></li><li><a href="https://www.datadoghq.com/solutions/opentelemetry/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">OpenTelemetry</a></li><li><a href="https://www.datadoghq.com/product/platform/integrations/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Integrations</a></li><li><a href="https://www.datadoghq.com/product/platform/ides/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">IDE Plugins</a></li><li><a href="https://www.datadoghq.com/product/ai/mcp-server/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">MCP Server</a></li><li><a href="https://www.datadoghq.com/product/ai/mcp-server/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Pup CLI</a></li><li><a href="https://www.datadoghq.com/product/ai/agent-directory/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Agent Directory</a></li><li><a href="https://docs.datadoghq.com/api/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">API</a></li><li><a href="https://www.datadoghq.com/marketplacepartners/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Marketplace</a></li><li><a href="https://www.datadoghq.com/product/platform/dora-metrics/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">DORA Metrics</a></li></ul></li></ul></li><li class="border-b border-b-[#c7c7c7] text-18"><a href="https://www.datadoghq.com/customers/" class="block font-semibold font-national uppercase text-[#555] hover:text-[#632ca6]"><div class="nav-menu-item ml-5 py-3 pl-[14px]">Customers</div></a></li><li class="border-b border-b-[#c7c7c7] text-18"><a href="https://www.datadoghq.com/pricing/" class="block font-semibold font-national uppercase text-[#555] hover:text-[#632ca6]"><div class="nav-menu-item ml-5 py-3 pl-[14px]">Pricing</div></a></li><li x-on:click="dropdownOpen === 'solutions' ? dropdownOpen = 'none' : dropdownOpen = 'solutions'" class="border-b border-b-[#c7c7c7] text-18 dropdown"><a href="#" data-astro-reload="" :class="dropdownOpen === 'solutions' ? 'text-[#632ca6]' : 'text-[#555]'" class="dropdown-toggle block font-semibold font-national uppercase text-[#555] hover:text-[#632ca6] whitespace-nowrap" data-bs-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="true" data-dd-action-name="Solutions Dropdown on Mobile"><div class="nav-menu-item ml-5 py-3 pl-[14px]">Solutions
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hover:text-[#632ca6]">Retail/E-Commerce</div></a></li><li><a href="https://www.datadoghq.com/solutions/government/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Government</div></a></li><li><a href="https://www.datadoghq.com/solutions/education/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Education</div></a></li><li><a href="https://www.datadoghq.com/solutions/media-entertainment/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Media &amp; Entertainment</div></a></li><li><a href="https://www.datadoghq.com/solutions/technology/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Technology</div></a></li><li><a href="https://www.datadoghq.com/solutions/gaming/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Gaming</div></a></li><p class="pl-15 py-2.5 font-semibold font-national text-16 leading-18 uppercase sticky top-0 bg-white mt-3">Technology</p><li><a href="https://www.datadoghq.com/solutions/aws/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Amazon Web Services Monitoring</div></a></li><li><a href="https://www.datadoghq.com/solutions/azure/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Azure Monitoring</div></a></li><li><a href="https://www.datadoghq.com/solutions/googlecloud/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Google Cloud Monitoring</div></a></li><li><a href="https://www.datadoghq.com/solutions/oci-monitoring/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Oracle Cloud Monitoring</div></a></li><li><a href="https://www.datadoghq.com/solutions/kubernetes/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Kubernetes Monitoring</div></a></li><li><a href="https://www.datadoghq.com/solutions/openshift/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Red Hat OpenShift</div></a></li><li><a href="https://www.datadoghq.com/solutions/pivotal-platform/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Pivotal Platform</div></a></li><li><a href="https://www.datadoghq.com/solutions/openai/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">OpenAI</div></a></li><li><a href="https://www.datadoghq.com/solutions/sap-monitoring/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">SAP Monitoring</div></a></li><li><a href="https://www.datadoghq.com/solutions/opentelemetry/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">OpenTelemetry</div></a></li><p class="pl-15 py-2.5 font-semibold font-national text-16 leading-18 uppercase sticky top-0 bg-white mt-3">Use Case</p><li><a href="https://www.datadoghq.com/solutions/application-security/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Application Security</div></a></li><li><a href="https://www.datadoghq.com/solutions/cloud-migration/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Cloud Migration</div></a></li><li><a href="https://www.datadoghq.com/solutions/monitoring-consolidation/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Monitoring Consolidation</div></a></li><li><a href="https://www.datadoghq.com/solutions/unified-commerce-monitoring/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Unified Commerce Monitoring</div></a></li><li><a href="https://www.datadoghq.com/solutions/soar/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">SOAR</div></a></li><li><a href="https://www.datadoghq.com/solutions/devops/"><div 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</svg></button> </div> <iframe title="DD Signup" width="500px" height="auto" frameborder="0" loading="lazy" class="js-signup-frame h-[815px] w-full max-w-[542px]" style="border: none;" sandbox="allow-scripts allow-forms allow-same-origin allow-top-navigation"></iframe> </div> </dialog> <main class="mt-[90px] desktop-sm:mt-[160px]"> <header class="container desktop:py-15 tablet:py-12 py-9"><div class="flex tablet:flex-row flex-col flex-nowrap justify-between desktop:gap-x-10 tablet:gap-6 tablet:gap-y-0 gap-y-9 tablet:grid tablet:grid-cols-12"><div class="flex flex-col flex-nowrap tablet:col-span-9 desktop-lg:col-span-10"><a href="/blog/engineering/" aria-label="Go to Engineering page" class="eyebrow-h1 bg-gradient-to-r hover:text-purple-600 from-purple-600 from-0% to-cyan-400 to-100% text-transparent bg-clip-text block w-max">Engineering</a><div class="mb-2 tablet:mb-3 desktop:mb-4"></div><h1 class="h1">How we built a real-world evaluation platform for autonomous SRE agents at scale</h1><div class="desktop:mb-9 tablet:mb-7 mb-5"></div><div class="flex flex-wrap gap-2"><a title="bits ai" aria-label="bits ai" data-value="bits ai" href="/blog/search/?tag=bits%20ai" class="flex items-center gap-1 tablet:gap-1.5 desktop-sm:gap-2 h-fit group
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hover:text-white bg-grey-200 shadow-100 hover:bg-black active:bg-black rounded py-1 px-2 w-max button-roboto-mono"><span class="block false">ai</span></a></div></div><div id="listen-rail-column" class="tablet:col-span-3 desktop-lg:col-span-2"><div class="flex flex-col border-t border-t-grey-400 pt-1 tablet:pt-1.5 desktop:pt-2"><!-- Published --><div class="flex flex-row justify-between items-center"><p class="p-roboto-mono-small text-grey-700 uppercase">Published</p><time class="p-small font-bold font-national" datetime="2026-04-07"> Apr 7, 2026 </time></div><div class="flex flex-row justify-between items-center border-t border-t-grey-400 pt-1 tablet:pt-1.5 desktop:pt-2 mt-1 tablet:mt-1.5 desktop:mt-2"><p class="p-roboto-mono-small text-grey-700 uppercase">Read time</p><p class="p-small font-bold font-national lining-nums">16m</p></div></div></div></div><div class="desktop:mb-12 tablet:mb-9 mb-7"></div><div class="content-image-component"> <!-- Render an image with optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776351258-bits-ai-eval-platform-bits-ai-eval-platform-hero.png?format=auto&amp;fit=crop&amp;quality=75&amp;disable=upscale&amp;width=677&amp;height=344&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351258-bits-ai-eval-platform-bits-ai-eval-platform-hero.png?format=auto&amp;fit=crop&amp;quality=75&amp;disable=upscale&amp;width=677&amp;height=344&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351258-bits-ai-eval-platform-bits-ai-eval-platform-hero.png?format=auto&amp;fit=crop&amp;quality=75&amp;disable=upscale&amp;width=677&amp;height=344&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351258-bits-ai-eval-platform-bits-ai-eval-platform-hero.png?format=auto&amp;fit=crop&amp;quality=75&amp;disable=upscale&amp;width=677&amp;height=344&amp;dpr=2.5 2.5x, 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https://web-assets.dd-static.net/42588/1776351258-bits-ai-eval-platform-bits-ai-eval-platform-hero.png?format=auto&amp;fit=crop&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;height=711&amp;dpr=4 4x"><img loading="eager" fetchpriority="high" class="h-auto rounded tablet:rounded-md desktop:rounded-lg w-full aspect-[380/193] object-cover" id="1776351258-bits-ai-eval-platform-bits-ai-eval-platform-hero" src="https://web-assets.dd-static.net/42588/1776351258-bits-ai-eval-platform-bits-ai-eval-platform-hero.png?format=auto&amp;fit=crop&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;height=711&amp;dpr=1" alt="How we built a real-world evaluation platform for autonomous SRE agents at scale" title="How we built a real-world evaluation platform for autonomous SRE agents at scale" width="1400" height="711"></picture><script type="module">window.matchMedia("(prefers-reduced-motion: reduce)").matches&&document.querySelectorAll("video").forEach(e=>{e.autoplay=!1,e.controls=!0});</script> </figure> <!-- TODO: Update src with widths related to dialog size constraints + make img src dynamic (to avoid load unless requested via click) --> </div></header><div class="container desktop-sm:grid desktop-sm:grid-cols-12 desktop-sm:gap-10"><!-- Main Content — first in DOM so it streams before the sidebar --><section class="article-content desktop-sm:col-span-9 desktop-sm:col-start-4 desktop-sm:grid desktop-sm:grid-cols-9 desktop-sm:h-fit desktop:text-20 desktop:leading-28 tablet:text-18 tablet:leading-26"><div class="desktop-sm:col-span-6 grid grid-cols-1 mobile-lg:grid-cols-2 desktop-sm:gap-x-10 tablet:gap-x-6 tablet:gap-y-4 gap-y-2"><div class="flex tablet:h-12 gap-4 items-center"><div class="content-image-component"> <!-- Render an image with optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=3.5 3.5x, 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https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=4 4x"><source media="(min-width: 1025px)" srcset="https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=4 4x"><img loading="eager" fetchpriority="high" class="h-auto rounded-full w-12 h-12" id="1776351252-benjamin-barton" src="https://web-assets.dd-static.net/42588/1776351252-benjamin-barton.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=1" alt="Benjamin Barton" title="Benjamin Barton" width="48" height></picture> </figure> <!-- TODO: Update src with widths related to dialog size constraints + make img src dynamic (to avoid load unless requested via click) --> </div><div class="flex flex-col"><p class="p-small font-bold font-national">Benjamin Barton</p></div></div></div><div class="desktop-sm:col-span-full desktop-sm:mb-9 tablet:mb-7 mb-5"></div><div class="tablet:col-span-full tablet:grid tablet:grid-cols-12 tablet:gap-x-6 desktop-sm:grid-cols-9 desktop-sm:gap-x-10 markdown-content [&amp;>*:not(.content-image-wrapper)]:tablet:col-span-12 [&amp;>*:not(.content-image-wrapper)]:desktop-sm:col-span-7 [&amp;>.interactive-diagram-component]:tablet:col-span-12 [&amp;>.interactive-diagram-component]:desktop-sm:col-span-8 [&amp;>form-wrapper]:tablet:col-span-12 [&amp;>form-wrapper]:desktop-sm:col-span-8 [&amp;>.expressive-code]:tablet:col-span-12 [&amp;>.expressive-code]:desktop-sm:col-span-8 [&amp;>.table-component]:tablet:col-span-12 [&amp;>.table-component]:desktop-sm:col-span-8 [&amp;>.dato-code-block-wrapper]:tablet:col-span-12 [&amp;>.dato-code-block-wrapper]:desktop-sm:col-span-8 [&amp;>.dast-content]:col-span-full"><div class="dast-content tablet:grid tablet:grid-cols-subgrid [&>*:not(.content-image-wrapper)]:tablet:col-span-12 [&>*:not(.content-image-wrapper)]:desktop-sm:col-span-7 [&>.dato-code-block-wrapper]:desktop-sm:col-span-8 [&>.table-component]:desktop-sm:col-span-8 [&>.iframe-block-wrapper]:desktop-sm:col-span-8" data-astro-cid-twmmywjp> <p>We shipped a feature that made perfect sense. It improved a specific type of investigation we had been testing against. Then other investigations started getting worse.</p>
<p>Nothing crashed. No tests failed. But the overall quality of the agent had shifted, and we had no reliable way to detect it.</p>
<p><a href="https://docs.datadoghq.com/bits_ai/bits_investigation">Bits Investigation</a> is Datadog&#8217;s autonomous agent for investigating production incidents. It reasons across metrics, logs, traces, infrastructure metadata, network telemetry, monitor configuration, and more to determine, triage, and remediate the root cause of an issue.</p>
<p>As we built Bits, we expected behavior to improve incrementally with each feature we added. Instead, we saw something more subtle. Improvements in one area could quietly introduce regressions in another. The problem wasn&#8217;t just the model. We had no way to replay real production context, measure behavior consistently across diverse incidents, or track whether the agent was actually improving over time.</p>
<p>We needed infrastructure that could turn production issues into reproducible investigation environments. So we built a replayable evaluation platform from scratch.</p>
<p>In this post, we&#8217;ll walk through how the Bits Investigation team built that platform and what it took to make agent behavior observable, measurable, and repeatable.</p>
<h2 id="when-one-improvement-caused-subtle-regressions"><a href="#when-one-improvement-caused-subtle-regressions">When one improvement caused subtle regressions</a></h2>
<p>Early in development, before exposing the system to customers, we added a feature that extracted the service name from the monitor under investigation into Bits Investigation&#8217;s initial context. On the surface, this made sense, and in a handful of internal test cases, it worked as expected.</p>
<p>What we could not see was the broader impact. Without a representative evaluation set, we had no way to measure how that change behaved across different environments. The feature pulled in a large amount of irrelevant signals, which degraded investigation quality in unrelated scenarios, often by subtly confusing the reasoning of the agent. This change introduced regressions that didn&#8217;t become apparent until we began seeing widespread investigation misses internally.</p>
<p>This wasn&#8217;t an isolated case. Features that improved Bits in one area could quietly degrade performance in another, and the relationships often weren&#8217;t obvious. We had no standardized way to catch these regressions, no way to track quality across changes, and no confidence that the next feature wouldn&#8217;t cause the same problem. We needed a way to catch these regressions before users reported them.</p>
<h2 id="why-tool-level-testing-and-live-replay-werent-enough"><a href="#why-tool-level-testing-and-live-replay-werent-enough">Why tool-level testing and live replay weren&#8217;t enough</a></h2>
<p>Beyond standard test suites, we first tried testing individual tools in isolation. This approach seemed reasonable. If each tool behaved correctly, the agent should behave correctly.</p>
<p>In practice, that assumption broke down. Bits&#8217; value comes from how it chains tools together and reasons across their outputs. Failures often emerged from interactions between steps, not from a single tool call. For example, the agent might retrieve valid signals from multiple tools but combine them incorrectly, leading it to attribute an issue to the wrong component.</p>
<p>We also experimented with rerunning live Bits investigations as a form of online evaluation. That did not scale. Results were not aggregated, environments changed underneath us, and investigations could not be replayed once the underlying signals expired.</p>
<p>We needed an offline system that could replay realistic scenarios across Datadog&#8217;s signals and measure the agent&#8217;s behavior in a controlled, repeatable way. Off-the-shelf eval frameworks assume clean inputs and static test sets, which breaks down when your agent reasons across live production telemetry.</p>
<p>We ended up building two components that work in tandem: a <strong>curated label set that defines representative investigations</strong> and an <strong>orchestration platform that executes and scores the agent against them</strong>.</p>
<h2 id="anatomy-of-a-label"><a href="#anatomy-of-a-label">Anatomy of a label</a></h2>
<p>Each evaluation label represents a single investigation scenario Bits would encounter in production. The label has two parts. The first is the <strong>ground truth</strong>, which defines the root cause of the issue. The second is the <strong>world-snapshot</strong>, which captures the signals that were available at the time the issue occurred. For example, a label might define the root cause as a Kubernetes pod being OOM killed, with a world snapshot that preserves the telemetry queries the agent would need—such as where to find memory metrics, container logs, and deployment events—rather than raw data.</p>
<p>The agent never sees the root cause directly. It only has access to the signals that existed when the issue occurred. Our evaluation needs to reflect that constraint. Each label has to preserve the same signals the agent would have seen in production.</p>
<p>At the same time, the set of labels must be broad enough to reflect reality. From Kubernetes pod failures to Kafka lag, and from simple bad-code deployments to complex multi-service business logic side effects, the real world of SRE spans many technologies, failure modes, and levels of complexity. Our label set has to reflect that diversity. A narrow or overly clean dataset would inflate performance and hide weaknesses.</p>
<div class="content-image-wrapper tablet:col-span-12 desktop-sm:col-span-8"> <div class="content-image-component"> <!-- Render an image with optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2 2x, 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srcset="https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3 3x, 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loading="lazy" class="h-auto max-w-full tablet:cursor-zoom-in" id="open-popup--1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3" src="https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Diagram showing an evaluation label composed of a ground truth root cause and a world snapshot containing archived signal queries that the agent can access during evaluation." title="Diagram showing an evaluation label composed of a ground truth root cause and a world snapshot containing archived signal queries that the agent can access during evaluation." width="1725" height="1011"></picture> <figcaption class="mt-4 px-15 p-small italic text-grey-600">Structure of an evaluation label, including a ground truth root cause and a world snapshot capturing the signals available at the time of the incident.</figcaption> </figure> <!-- TODO: Update src with widths related to dialog size constraints + make img src dynamic (to avoid load unless requested via click) --> <dialog-wrapper data-id="dialog-popup--1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3" data-trigger-id="open-popup--1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3" class="container h-full content-center bg-transparent backdrop:bg-black/70 backdrop:backdrop-blur-[2px]" data-astro-cid-d4yttbaw> <span class="relative mx-auto [&amp;>*:first-child]:bg-white block tablet:p-9 desktop-sm:p-12 rounded-3xl bg-white max-h-[calc(100vh-6rem)] overflow-y-auto" data-astro-cid-d4yttbaw> <figure class="content-image-component overflow-scroll max-h-[calc(100vh-12rem)]"> <img loading="lazy" class="w-full h-auto" srcset="https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=4 4x" src="https://web-assets.dd-static.net/42588/1776351265-bits-ai-eval-platform-bits-ai-eval-platform-f1-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Diagram showing an evaluation label composed of a ground truth root cause and a world snapshot containing archived signal queries that the agent can access during evaluation." width="1026"> <figcaption class="mt-4 px-9 p-small italic text-grey-600">Structure of an evaluation label, including a ground truth root cause and a world snapshot capturing the signals available at the time of the incident.</figcaption> </figure> <div class="desktop-sm:p-6 absolute top-0 right-0 z-10 p-3" data-astro-cid-d4yttbaw> <button title="Close dialog" aria-label="Close dialog" data-dd-action-name="dialog: icon: close dialog" class="flex items-center gap-1 tablet:gap-1.5 desktop-sm:gap-2 h-fit group
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<h2 id="orchestrating-evaluations-at-scale"><a href="#orchestrating-evaluations-at-scale">Orchestrating evaluations at scale</a></h2>
<p>The evaluation platform is the system that runs Bits against our label set, scores the results, and tracks performance over time.</p>
<p>We needed to know whether an improvement for Kafka lag investigations had accidentally broken our Kubernetes investigations. Answering that meant running both at once, across different model and configuration variants, and comparing results across runs.</p>
<p>From there, the requirements became clear. We needed to segment the label set by relevant dimensions, run investigations at scale, track results over time, and make it easy to compare performance across versions.</p>
<p>At a high level, the system consists of a shared label set, an orchestration layer that runs investigations against those labels, and reporting infrastructure that tracks performance over time.</p>
<div class="content-image-wrapper tablet:col-span-12 desktop-sm:col-span-8"> <div class="content-image-component"> <!-- Render an image with optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2 2x, 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class="h-auto max-w-full tablet:cursor-zoom-in" id="open-popup--1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2" src="https://web-assets.dd-static.net/42588/1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Diagram showing a label set feeding into an evaluation orchestration layer, which executes agent investigations and outputs reporting and performance tracking." title="Diagram showing a label set feeding into an evaluation orchestration layer, which executes agent investigations and outputs reporting and performance tracking." width="1725" height="606"></picture> <figcaption class="mt-4 px-15 p-small italic text-grey-600">High-level architecture of the evaluation platform. A shared label set feeds into an orchestration layer that runs agent investigations and produces reporting and historical tracking data.</figcaption> </figure> <!-- TODO: Update src with widths related to dialog size constraints + make img src dynamic (to avoid load unless requested via click) --> <dialog-wrapper data-id="dialog-popup--1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2" data-trigger-id="open-popup--1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2" class="container h-full content-center bg-transparent backdrop:bg-black/70 backdrop:backdrop-blur-[2px]" data-astro-cid-d4yttbaw> <span class="relative mx-auto [&amp;>*:first-child]:bg-white block tablet:p-9 desktop-sm:p-12 rounded-3xl bg-white max-h-[calc(100vh-6rem)] overflow-y-auto" data-astro-cid-d4yttbaw> <figure class="content-image-component overflow-scroll max-h-[calc(100vh-12rem)]"> <img loading="lazy" class="w-full h-auto" srcset="https://web-assets.dd-static.net/42588/1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=4 4x" src="https://web-assets.dd-static.net/42588/1776351270-bits-ai-eval-platform-bits-ai-eval-platform-f2.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Diagram showing a label set feeding into an evaluation orchestration layer, which executes agent investigations and outputs reporting and performance tracking." width="1026"> <figcaption class="mt-4 px-9 p-small italic text-grey-600">High-level architecture of the evaluation platform. A shared label set feeds into an orchestration layer that runs agent investigations and produces reporting and historical tracking data.</figcaption> </figure> <div class="desktop-sm:p-6 absolute top-0 right-0 z-10 p-3" data-astro-cid-d4yttbaw> <button title="Close dialog" aria-label="Close dialog" data-dd-action-name="dialog: icon: close dialog" class="flex items-center gap-1 tablet:gap-1.5 desktop-sm:gap-2 h-fit group
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<p>With this architecture in mind, we&#8217;ll walk through how each piece came together, starting with the labels.</p>
<h2 id="starting-with-manual-labels"><a href="#starting-with-manual-labels">Starting with manual labels</a></h2>
<p>Given the range of scenarios Bits handles, a small set of hand-crafted labels wasn&#8217;t enough. We needed broad, representative coverage from the start. So we began with a manual internal labeling campaign, generating labels from Datadog&#8217;s own alerts across a wide range of scenarios.</p>
<p>This got us started, but we were burning engineering hours faster than creating labels, and our label set was still nowhere near representative of the real world.</p>
<h2 id="embedding-label-creation-into-bits-investigation"><a href="#embedding-label-creation-into-bits-investigation">Embedding label creation into Bits Investigation</a></h2>
<p>To scale label creation, we turned to the one system that already understood every investigation: Bits itself. When customers provide feedback on a Bits AI investigation, we use that signal, along with the information from the investigation itself, to construct a ground truth root cause analysis and the queries that make up the world snapshot. Every user interaction becomes a potential evaluation label.</p>
<p>This turned label collection from a manual effort into a pipeline that grows with product usage. As adoption increases, so do the volume and diversity of our labels. Embedding label creation in the product increased our label creation rate by an order of magnitude.</p>
<h2 id="from-manual-review-to-agentic-validation"><a href="#from-manual-review-to-agentic-validation">From manual review to agentic validation</a></h2>
<p>Before reconstructing the signals of a label&#8217;s world snapshot, we required human review to ensure quality. Early on, this process was heavily manual, especially when customer feedback was ambiguous or the fidelity of a generated label was unclear.</p>
<p>As our label ingestion rate grew, manual review could not keep up. We were at risk of losing valuable feedback signals simply because we couldn&#8217;t process them fast enough.</p>
<p>To address this, we used Bits itself to assist before human review. Grounded in customer feedback and investigation telemetry, Bits aggregates related signals, derives relevant relationships, and resolves ambiguous references in feedback. For example, it can turn &#8220;it was slow&#8221; into a more precise statement about the elevated latency in a specific service. Since Bits now knows the true root cause, it can build a full causal chain that starts with the problem statement (such as a monitor firing or a user initiating an investigation) and ends with the underlying root cause.</p>
<p>Just like diagnosing the root cause of an issue, this derivation of the root cause analysis was a high-precision, low-margin-of-error operation; however, we were confident our agent&#8217;s quality had reached the level where this was possible. We also produced several alignment studies with human judges to ensure we were producing high-quality and causally accurate root causes.</p>
<p>The result is a proposed ground truth and signal set that holds up under review and supports a complete root cause analysis.</p>
<p>As this agentic flow improved, human involvement shifted up a level. Instead of manually assembling root cause analyses from raw signals, reviewers now validate and refine Bits&#8217; outputs.</p>
<p>The results were dramatic: <strong>Validation time per label dropped by more than 95% in a single week</strong>.</p>
<div class="content-image-wrapper tablet:col-span-12 desktop-sm:col-span-8"> <div class="content-image-component"> <!-- Render an image with optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=4 4x"><source media="(min-width: 768px) and (max-width: 1024px)" srcset="https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=4 4x"><source media="(min-width: 1025px)" srcset="https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=4 4x"><img loading="lazy" class="h-auto max-w-full tablet:cursor-zoom-in" id="open-popup--1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1" src="https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Line chart showing label creation rate over time, with slow growth during manual labeling, increased growth after integrating user feedback, and a sharp rise with agentic validation." title="Line chart showing label creation rate over time, with slow growth during manual labeling, increased growth after integrating user feedback, and a sharp rise with agentic validation." width="2009" height="1212"></picture> <figcaption class="mt-4 px-15 p-small italic text-grey-600">Label creation rate increased significantly as the system evolved from manual labeling to user feedback integration and agentic validation.</figcaption> </figure> <!-- TODO: Update src with widths related to dialog size constraints + make img src dynamic (to avoid load unless requested via click) --> <dialog-wrapper data-id="dialog-popup--1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1" data-trigger-id="open-popup--1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1" class="container h-full content-center bg-transparent backdrop:bg-black/70 backdrop:backdrop-blur-[2px]" data-astro-cid-d4yttbaw> <span class="relative mx-auto [&amp;>*:first-child]:bg-white block tablet:p-9 desktop-sm:p-12 rounded-3xl bg-white max-h-[calc(100vh-6rem)] overflow-y-auto" data-astro-cid-d4yttbaw> <figure class="content-image-component overflow-scroll max-h-[calc(100vh-12rem)]"> <img loading="lazy" class="w-full h-auto" srcset="https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=4 4x" src="https://web-assets.dd-static.net/42588/1776351274-bits-ai-eval-platform-bits-ai-eval-platform-chart1.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Line chart showing label creation rate over time, with slow growth during manual labeling, increased growth after integrating user feedback, and a sharp rise with agentic validation." width="1026"> <figcaption class="mt-4 px-9 p-small italic text-grey-600">Label creation rate increased significantly as the system evolved from manual labeling to user feedback integration and agentic validation.</figcaption> </figure> <div class="desktop-sm:p-6 absolute top-0 right-0 z-10 p-3" data-astro-cid-d4yttbaw> <button title="Close dialog" aria-label="Close dialog" data-dd-action-name="dialog: icon: close dialog" class="flex items-center gap-1 tablet:gap-1.5 desktop-sm:gap-2 h-fit group
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<p>As confidence in the validation pipeline has grown, we have reduced the amount of human intervention required, without sacrificing label quality.</p>
<p>To ensure label quality, each generated label is assigned confidence scores, and anything below a defined threshold is flagged for human review. These scores evaluate the generated RCAs across several dimensions, including thoroughness, specificity, and accuracy.</p>
<p>We observed roughly a 30% increase in the quality of root causes in the generated labels—root causes that would hold up under a “5 Whys” analysis in a postmortem. These higher-quality labels also enabled more robust evaluation.</p>
<p>Instead of scoring only the final conclusion, we could evaluate the agent&#8217;s trajectory. We looked at how close it got to the correct answer, whether it investigated deeply enough, and whether it was able to surface valuable telemetry. This allowed us to understand not just whether Bits got the correct answer, but how helpful its investigation was.</p>
<div class="content-image-wrapper tablet:col-span-12 desktop-sm:col-span-8"> <div class="content-image-component"> <!-- Render an image with optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=4 4x"><source media="(min-width: 768px) and (max-width: 1024px)" srcset="https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=4 4x"><source media="(min-width: 1025px)" srcset="https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=4 4x"><img loading="lazy" class="h-auto max-w-full tablet:cursor-zoom-in" id="open-popup--1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b" src="https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Diagram comparing low-quality and high-quality root cause labels. The low-quality label shows a short causal chain with limited context, while the high-quality label shows a deeper chain with additional contributing factors, enabling better evaluation of the agent." title="Diagram comparing low-quality and high-quality root cause labels. The low-quality label shows a short causal chain with limited context, while the high-quality label shows a deeper chain with additional contributing factors, enabling better evaluation of the agent." width="1725" height="1178"></picture> <figcaption class="mt-4 px-15 p-small italic text-grey-600">Two root cause chains for the same example issue, with the higher quality root cause providing a more complete incident picture. This allows us to more meaningfully evaluate the agent’s reasoning and investigation depth.</figcaption> </figure> <!-- TODO: Update src with widths related to dialog size constraints + make img src dynamic (to avoid load unless requested via click) --> <dialog-wrapper data-id="dialog-popup--1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b" data-trigger-id="open-popup--1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b" class="container h-full content-center bg-transparent backdrop:bg-black/70 backdrop:backdrop-blur-[2px]" data-astro-cid-d4yttbaw> <span class="relative mx-auto [&amp;>*:first-child]:bg-white block tablet:p-9 desktop-sm:p-12 rounded-3xl bg-white max-h-[calc(100vh-6rem)] overflow-y-auto" data-astro-cid-d4yttbaw> <figure class="content-image-component overflow-scroll max-h-[calc(100vh-12rem)]"> <img loading="lazy" class="w-full h-auto" srcset="https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=4 4x" src="https://web-assets.dd-static.net/42588/1776351278-bits-ai-eval-platform-bits-ai-eval-platform-f2b.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Diagram comparing low-quality and high-quality root cause labels. The low-quality label shows a short causal chain with limited context, while the high-quality label shows a deeper chain with additional contributing factors, enabling better evaluation of the agent." width="1026"> <figcaption class="mt-4 px-9 p-small italic text-grey-600">Two root cause chains for the same example issue, with the higher quality root cause providing a more complete incident picture. This allows us to more meaningfully evaluate the agent’s reasoning and investigation depth.</figcaption> </figure> <div class="desktop-sm:p-6 absolute top-0 right-0 z-10 p-3" data-astro-cid-d4yttbaw> <button title="Close dialog" aria-label="Close dialog" data-dd-action-name="dialog: icon: close dialog" class="flex items-center gap-1 tablet:gap-1.5 desktop-sm:gap-2 h-fit group
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<h2 id="bring-the-noise"><a href="#bring-the-noise">Bring the noise</a></h2>
<p>The most counterintuitive thing we learned was that our simulated worlds need to be messy.</p>
<p>With a well-constructed label in hand, we have the ground truth and the signals that surrounded the issue. But telemetry has a limited time to live (TTL). To evaluate the agent later, we reconstruct the investigation context, capturing the structure and relationships across signals, abstracted from the underlying telemetry data, as a snapshot of the world at the moment of issue.</p>
<p>In effect, we build a simulated environment that mirrors the original investigation context, then run Bits inside it. Each environment is fully isolated at the data layer so that investigation context from one label can not affect another. This allows Bits to face the same constraints it would encounter in production, scoped to a single environment.</p>
<p>One key discovery was that these simulated worlds need to be noisy. Snapshotting only the signals directly tied to the root cause is not enough. In production, Bits operates in environments full of unrelated services, background errors, and tangential signals.</p>
<p>To reflect that reality, we capture more than the minimal signal needed to explain the issue. We expand the snapshot by discovering related components based on the root cause chain, even if those components are not directly involved in the failure itself. A component might be included because it belongs to the same platform, team, or monitor, or even just similarly named.</p>
<p>This approach provides a cost-effective mechanism of injecting real-world noise into the evaluation process, mirroring the way an SRE must sift through red herrings during an investigation.</p>
<p>Without that noise, evaluation results looked better than they should have. We were essentially giving the agent an open-book exam with only the relevant pages. No wonder it aced it. The agent appeared more accurate in these simplified environments than it did in real investigations.</p>
<p>Snapshotting telemetry is a one-way door. Once telemetry expires, its structure and signals cannot be reconstructed. When we realized our early labels were too narrow, we had to discard many of them and regenerate those labels with a broader signal reconstruction scope. In the short term, the numbers looked terrible. This reduced our pass rate by roughly 11% and decreased our label count by 35%. But in the long term, it made our evaluations predictive of production behavior.</p>
<p>The evaluation system evolved across three major components: label collection, label validation, and signal reconstruction. Early versions relied heavily on manual workflows, but as the platform matured, each of these stages became increasingly automated and integrated into the product. The following diagram summarizes this progression, from the initial manual system to the industrialized pipeline we run today.</p>
<div class="content-image-wrapper tablet:col-span-12 desktop-sm:col-span-8"> <div class="content-image-component"> <!-- Render an image with optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2 2x, 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srcset="https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3 3x, 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https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=4 4x"><img loading="lazy" class="h-auto max-w-full tablet:cursor-zoom-in" id="open-popup--1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4" src="https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Diagram showing evaluation industrialization from manual label collection, validation, and archival to automated label generation, validation assistance, and broad signal reconstruction at scale." title="Diagram showing evaluation industrialization from manual label collection, validation, and archival to automated label generation, validation assistance, and broad signal reconstruction at scale." width="1725" height="1059"></picture> <figcaption class="mt-4 px-15 p-small italic text-grey-600">Evolution of the evaluation system from manual label collection and validation to agent-assisted generation, validation, and broad signal reconstruction at scale.</figcaption> </figure> <!-- TODO: Update src with widths related to dialog size constraints + make img src dynamic (to avoid load unless requested via click) --> <dialog-wrapper data-id="dialog-popup--1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4" data-trigger-id="open-popup--1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4" class="container h-full content-center bg-transparent backdrop:bg-black/70 backdrop:backdrop-blur-[2px]" data-astro-cid-d4yttbaw> <span class="relative mx-auto [&amp;>*:first-child]:bg-white block tablet:p-9 desktop-sm:p-12 rounded-3xl bg-white max-h-[calc(100vh-6rem)] overflow-y-auto" data-astro-cid-d4yttbaw> <figure class="content-image-component overflow-scroll max-h-[calc(100vh-12rem)]"> <img loading="lazy" class="w-full h-auto" srcset="https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=4 4x" src="https://web-assets.dd-static.net/42588/1776351282-bits-ai-eval-platform-bits-ai-eval-platform-f3-v4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Diagram showing evaluation industrialization from manual label collection, validation, and archival to automated label generation, validation assistance, and broad signal reconstruction at scale." width="1026"> <figcaption class="mt-4 px-9 p-small italic text-grey-600">Evolution of the evaluation system from manual label collection and validation to agent-assisted generation, validation, and broad signal reconstruction at scale.</figcaption> </figure> <div class="desktop-sm:p-6 absolute top-0 right-0 z-10 p-3" data-astro-cid-d4yttbaw> <button title="Close dialog" aria-label="Close dialog" data-dd-action-name="dialog: icon: close dialog" class="flex items-center gap-1 tablet:gap-1.5 desktop-sm:gap-2 h-fit group
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<h2 id="segmenting-scoring-and-catching-regressions"><a href="#segmenting-scoring-and-catching-regressions">Segmenting, scoring, and catching regressions</a></h2>
<p>With labels collected, processed, and signals reconstructed, we needed a system to run evaluations and make the results actionable.</p>
<p>The platform lets the team segment the label set across multiple dimensions, including technology, problem type, monitor type, and investigation difficulty.</p>
<p>This segmentation lets us scale development across the team. Engineers can focus on the parts of the agent they are improving and evaluate changes against scenarios that matter most, without interfering with other workstreams.</p>
<p>On the reporting side, we store scores for every scenario across every run. We track these results in Datadog dashboards and <a href="https://docs.datadoghq.com/llm_observability/">Datadog Agent Observability</a> so we can compare performance across agent versions. We also maintain an internal labeling application, allowing for centralized observability and metadata management of our labels.</p>
<p>Historical visibility is useful for spotting shifts in behavior. A previously failing scenario starting to pass is informative, as is a previously passing scenario starting to fail.</p>
<p>These kinds of historical score tracking, along with linking to agent metadata, help us understand agent success evolution over time, areas where the agent is strong or weak, and label attributes such as consistently passing, consistently failing, or metrics like pass@k (for a scenario, given <em>k</em> independent attempts, does the agent succeed on at least one of them).</p>
<p>In addition to more targeted runs, we run the full evaluation set weekly to catch regressions that may have slipped through. For example, recently we started internally dogfooding a new tool reasoning strategy. Results looked great on a small subset of evaluation cases; however, upon running the full set, we reported the regression immediately. Results from these runs flow into dashboards and Slack notifications, and we alert on significant deviations in overall performance.</p>
<div class="content-image-wrapper tablet:col-span-12 desktop-sm:col-span-8"> <div class="content-image-component"> <!-- Render an image with optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2 2x, 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loading="lazy" class="h-auto max-w-full tablet:cursor-zoom-in" id="open-popup--1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3" src="https://web-assets.dd-static.net/42588/1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Diagram showing evaluation-driven development where signal ingestion feeds label processing, evaluation orchestration, reporting, and human workflow for improving and deploying the agent." title="Diagram showing evaluation-driven development where signal ingestion feeds label processing, evaluation orchestration, reporting, and human workflow for improving and deploying the agent." width="1727" height="1288"></picture> <figcaption class="mt-4 px-15 p-small italic text-grey-600">Signals feed into label processing and orchestration, producing evaluation reports that inform agent improvements and deployment decisions.</figcaption> </figure> <!-- TODO: Update src with widths related to dialog size constraints + make img src dynamic (to avoid load unless requested via click) --> <dialog-wrapper data-id="dialog-popup--1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3" data-trigger-id="open-popup--1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3" class="container h-full content-center bg-transparent backdrop:bg-black/70 backdrop:backdrop-blur-[2px]" data-astro-cid-d4yttbaw> <span class="relative mx-auto [&amp;>*:first-child]:bg-white block tablet:p-9 desktop-sm:p-12 rounded-3xl bg-white max-h-[calc(100vh-6rem)] overflow-y-auto" data-astro-cid-d4yttbaw> <figure class="content-image-component overflow-scroll max-h-[calc(100vh-12rem)]"> <img loading="lazy" class="w-full h-auto" srcset="https://web-assets.dd-static.net/42588/1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=4 4x" src="https://web-assets.dd-static.net/42588/1776351287-bits-ai-eval-platform-bits-ai-eval-platform-f4-v3.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Diagram showing evaluation-driven development where signal ingestion feeds label processing, evaluation orchestration, reporting, and human workflow for improving and deploying the agent." width="1026"> <figcaption class="mt-4 px-9 p-small italic text-grey-600">Signals feed into label processing and orchestration, producing evaluation reports that inform agent improvements and deployment decisions.</figcaption> </figure> <div class="desktop-sm:p-6 absolute top-0 right-0 z-10 p-3" data-astro-cid-d4yttbaw> <button title="Close dialog" aria-label="Close dialog" data-dd-action-name="dialog: icon: close dialog" class="flex items-center gap-1 tablet:gap-1.5 desktop-sm:gap-2 h-fit group
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<h2 id="what-wed-do-again-and-what-wed-do-sooner"><a href="#what-wed-do-again-and-what-wed-do-sooner">What we&#8217;d do again (and what we&#8217;d do sooner)</a></h2>
<p>Building this platform changed how we think about agent development. A few lessons stand out.</p>
<h3 id="invest-in-label-collection-and-processing-early"><a href="#invest-in-label-collection-and-processing-early">Invest in label collection and processing early</a></h3>
<p>Manual collection doesn&#8217;t scale. People scale linearly, but evaluation needs grow faster as the agent expands into new domains.</p>
<p>Using Bits itself to perform quality checks and fill gaps in labels—rather than requiring high-toil human review—removed the biggest blocker to scaling that system.</p>
<p>This shift required careful scoring and alignment work, but it paid off quickly. Label creation rates increased dramatically, and it pushed us to build better reporting around label quality so we could monitor the health of the label set over time.</p>
<h3 id="build-the-platform-to-be-extensible-from-the-start"><a href="#build-the-platform-to-be-extensible-from-the-start">Build the platform to be extensible from the start</a></h3>
<p>Bits evolved faster than we expected, and so did the models powering it. If adding a new label type, integrating with new data sources, or modifying the underlying models requires significant rework, the evaluation system becomes a bottleneck.</p>
<p>For example, only weeks after releasing the Bits Investigation Agent, we were able to develop a new agent architecture and capability set for a <a href="https://www.datadoghq.com/blog/bits-ai-sre-deeper-reasoning/">v2 release</a>. That development speed was only possible because the evaluation platform was designed to evolve alongside the agent.</p>
<h3 id="use-evaluation-data-to-steer-product-direction"><a href="#use-evaluation-data-to-steer-product-direction">Use evaluation data to steer product direction</a></h3>
<p>Segmenting results by domain shows where the agent performs well and where it struggles. When we identify a weak area, we expand the label set in that domain. We actively seek out the hardest scenarios, mining negative feedback and exploring frontier areas where the agent is least proven. The labels that matter most aren&#8217;t the ones Bits passes. They&#8217;re the ones it fails.</p>
<p>In some cases, we even create labels for capabilities the agent does not yet support. This lets us build evaluation suites alongside new features instead of retrofitting them later.</p>
<h2 id="from-single-investigations-to-organizational-learning"><a href="#from-single-investigations-to-organizational-learning">From single investigations to organizational learning</a></h2>
<p>The feedback loop we built for Bits is now extending beyond a single agent.</p>
<p>We have extended this evaluation platform across other agents at Datadog, turning label collection from human signals into fuel for additional products. Additionally, in following our example, agents across Datadog are starting to personalize their reasoning loops based on evaluation information provided by users, allowing for high agentic precision and reliability across the organization.</p>
<div class="content-image-wrapper tablet:col-span-12 desktop-sm:col-span-8"> <div class="content-image-component"> <!-- Render an image with optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776351291-bits-ai-eval-platform-bits-ai-eval-platform-f5.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776351291-bits-ai-eval-platform-bits-ai-eval-platform-f5.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776351291-bits-ai-eval-platform-bits-ai-eval-platform-f5.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2 2x, 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class="h-auto max-w-full tablet:cursor-zoom-in" id="open-popup--1776351291-bits-ai-eval-platform-bits-ai-eval-platform-f5" src="https://web-assets.dd-static.net/42588/1776351291-bits-ai-eval-platform-bits-ai-eval-platform-f5.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Diagram showing a circular feedback loop where an agent operates in production, generates labels from feedback, improves through evaluation, is deployed to new domains, and is tested internally." title="Diagram showing a circular feedback loop where an agent operates in production, generates labels from feedback, improves through evaluation, is deployed to new domains, and is tested internally." width="1725" height="919"></picture> <figcaption class="mt-4 px-15 p-small italic text-grey-600">Agents operate in production, generate labels from user feedback, and improve over time through evaluation, deployment, and internal dogfooding.</figcaption> </figure> <!-- TODO: Update src with widths related to dialog size constraints + make img src dynamic (to avoid load unless requested via click) --> <dialog-wrapper data-id="dialog-popup--1776351291-bits-ai-eval-platform-bits-ai-eval-platform-f5" data-trigger-id="open-popup--1776351291-bits-ai-eval-platform-bits-ai-eval-platform-f5" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776351291-bits-ai-eval-platform-bits-ai-eval-platform-f5" class="container h-full content-center bg-transparent backdrop:bg-black/70 backdrop:backdrop-blur-[2px]" data-astro-cid-d4yttbaw> <span class="relative mx-auto [&amp;>*:first-child]:bg-white block tablet:p-9 desktop-sm:p-12 rounded-3xl bg-white max-h-[calc(100vh-6rem)] overflow-y-auto" data-astro-cid-d4yttbaw> <figure class="content-image-component overflow-scroll max-h-[calc(100vh-12rem)]"> <img loading="lazy" class="w-full h-auto" 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https://web-assets.dd-static.net/42588/1776351291-bits-ai-eval-platform-bits-ai-eval-platform-f5.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776351291-bits-ai-eval-platform-bits-ai-eval-platform-f5.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=4 4x" src="https://web-assets.dd-static.net/42588/1776351291-bits-ai-eval-platform-bits-ai-eval-platform-f5.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Diagram showing a circular feedback loop where an agent operates in production, generates labels from feedback, improves through evaluation, is deployed to new domains, and is tested internally." width="1026"> <figcaption class="mt-4 px-9 p-small italic text-grey-600">Agents operate in production, generate labels from user feedback, and improve over time through evaluation, deployment, and internal 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<p>In the process of expanding this platform, we&#8217;ve also widened the top of the evaluation funnel even further. Our agentic label collection now extends into the everyday workflows of software engineers at Datadog. Internal incidents, issues, and alerts can be transformed into coherent evaluation labels. This has allowed us to bootstrap other Datadog teams, such as <a href="https://www.datadoghq.com/product/apm/">APM</a> and <a href="https://www.datadoghq.com/product/database-monitoring/">Database Monitoring</a>, as they build and refine their own agentic features. Any team building an agent now has access to a large, representative label set and evaluation infrastructure from day one.</p>
<p>The evaluation platform also changes how we respond to new models. New models don&#8217;t just offer incremental improvements. They can unlock new workflows and capabilities. When a new model becomes available, we run it against the full label set to measure its impact across domains and understand what it improves and what it breaks. Instead of discovering those shifts in production, we evaluate them upfront. When Claude Opus 4.5 became available, we ran it against our full label set within days and identified which investigation types improved, and more importantly, which ones regressed. That kind of rapid, systematic evaluation of a new model would not have been possible a year earlier.</p>
<p>Building a reliable AI agent is as much about evaluation infrastructure as it is about the agent itself. When we started, we had no standardized way to track quality, catch regressions, or understand how features generalized across real-world scenarios. By building an evaluation platform fueled by diverse, representative labels collected directly from the product, we created a feedback loop that scales with usage and keeps Bits improving.</p>
<p>Along the way, we learned that noise matters, that manual processes don&#8217;t scale, and that the evaluation platform has to keep pace with the agent it supports. Every week, we run Bits against tens of thousands of scenarios drawn from real incidents. Every week, something surprises us. That&#8217;s the point.</p>
<p>We didn&#8217;t set out to build an evaluation platform. We set out to build an agent that could investigate production incidents. The evaluation platform is what it took to trust it.</p>
<p>If you&#8217;re excited about building infrastructure that evaluates autonomous agents across complex, multi-signal production systems, <a href="https://careers.datadoghq.com/all-jobs/?s=platform%20engineering&amp;parent_department_Engineering%5B0%5D=Engineering&amp;utm_source=engblog&amp;utm_medium=corpsite&amp;utm_campaign=engcommunity-2025-ai-bits-ai&amp;gh_src=hm4uekgj1us"><strong>we&#8217;re hiring</strong></a>.</p> </div></div><div class="desktop-sm:col-span-full desktop-sm:mb-12 mb-9"></div><div class="print:hidden"><ul class="inline-flex gap-2"> <li> <a href="https://twitter.com/intent/tweet?url=https://www.datadoghq.com/blog/engineering/bits-ai-eval-platform/" aria-label="Share on X" target="_blank" rel="noopener noreferrer" class="group" data-dd-action-name="share: link: x"> <svg aria-hidden="true" focusable="false" width="36" height="36" viewBox="0 0 36 36" xmlns="http://www.w3.org/2000/svg" class="[&amp;>g>rect]:fill-grey-500 [&amp;_path]:!fill-white w-7 h-7 tablet:w-8 tablet:h-8 desktop-sm:w-9 desktop-sm:h-9 group-hover:[&amp;>g>rect]:fill-black">
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<li class="leading-20 group">
<a href="#when-one-improvement-caused-subtle-regressions" data-dd-action-name="toc: heading: When one improvement caused subtle regressions" class="inline-block font-national font-normal border-l-2 hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 group-has-[.active]:text-purple-600 group-has-[.active]:border-purple-600 active:text-purple-800 [.active>&]:font-bold group-has-[.active]:font-bold group-has-[.active]:hover:border-purple-700 group-has-[.active]:hover:text-purple-700 [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-800">
When one improvement caused subtle regressions
</a>
</li>
<li class="leading-20 group">
<a href="#why-tool-level-testing-and-live-replay-werent-enough" data-dd-action-name="toc: heading: Why tool-level testing and live replay weren’t enough" class="inline-block font-national font-normal border-l-2 hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 group-has-[.active]:text-purple-600 group-has-[.active]:border-purple-600 active:text-purple-800 [.active>&]:font-bold group-has-[.active]:font-bold group-has-[.active]:hover:border-purple-700 group-has-[.active]:hover:text-purple-700 [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-800">
Why tool-level testing and live replay weren’t enough
</a>
</li>
<li class="leading-20 group">
<a href="#anatomy-of-a-label" data-dd-action-name="toc: heading: Anatomy of a label" class="inline-block font-national font-normal border-l-2 hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 group-has-[.active]:text-purple-600 group-has-[.active]:border-purple-600 active:text-purple-800 [.active>&]:font-bold group-has-[.active]:font-bold group-has-[.active]:hover:border-purple-700 group-has-[.active]:hover:text-purple-700 [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-800">
Anatomy of a label
</a>
</li>
<li class="leading-20 group">
<a href="#orchestrating-evaluations-at-scale" data-dd-action-name="toc: heading: Orchestrating evaluations at scale" class="inline-block font-national font-normal border-l-2 hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 group-has-[.active]:text-purple-600 group-has-[.active]:border-purple-600 active:text-purple-800 [.active>&]:font-bold group-has-[.active]:font-bold group-has-[.active]:hover:border-purple-700 group-has-[.active]:hover:text-purple-700 [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-800">
Orchestrating evaluations at scale
</a>
</li>
<li class="leading-20 group">
<a href="#starting-with-manual-labels" data-dd-action-name="toc: heading: Starting with manual labels" class="inline-block font-national font-normal border-l-2 hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 group-has-[.active]:text-purple-600 group-has-[.active]:border-purple-600 active:text-purple-800 [.active>&]:font-bold group-has-[.active]:font-bold group-has-[.active]:hover:border-purple-700 group-has-[.active]:hover:text-purple-700 [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-800">
Starting with manual labels
</a>
</li>
<li class="leading-20 group">
<a href="#embedding-label-creation-into-bits-investigation" data-dd-action-name="toc: heading: Embedding label creation into Bits Investigation" class="inline-block font-national font-normal border-l-2 hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 group-has-[.active]:text-purple-600 group-has-[.active]:border-purple-600 active:text-purple-800 [.active>&]:font-bold group-has-[.active]:font-bold group-has-[.active]:hover:border-purple-700 group-has-[.active]:hover:text-purple-700 [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-800">
Embedding label creation into Bits Investigation
</a>
</li>
<li class="leading-20 group">
<a href="#from-manual-review-to-agentic-validation" data-dd-action-name="toc: heading: From manual review to agentic validation" class="inline-block font-national font-normal border-l-2 hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 group-has-[.active]:text-purple-600 group-has-[.active]:border-purple-600 active:text-purple-800 [.active>&]:font-bold group-has-[.active]:font-bold group-has-[.active]:hover:border-purple-700 group-has-[.active]:hover:text-purple-700 [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-800">
From manual review to agentic validation
</a>
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<a href="#bring-the-noise" data-dd-action-name="toc: heading: Bring the noise" class="inline-block font-national font-normal border-l-2 hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 group-has-[.active]:text-purple-600 group-has-[.active]:border-purple-600 active:text-purple-800 [.active>&]:font-bold group-has-[.active]:font-bold group-has-[.active]:hover:border-purple-700 group-has-[.active]:hover:text-purple-700 [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-800">
Bring the noise
</a>
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<a href="#segmenting-scoring-and-catching-regressions" data-dd-action-name="toc: heading: Segmenting, scoring, and catching regressions" class="inline-block font-national font-normal border-l-2 hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 group-has-[.active]:text-purple-600 group-has-[.active]:border-purple-600 active:text-purple-800 [.active>&]:font-bold group-has-[.active]:font-bold group-has-[.active]:hover:border-purple-700 group-has-[.active]:hover:text-purple-700 [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-800">
Segmenting, scoring, and catching regressions
</a>
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<li class="leading-20 group">
<a href="#what-wed-do-again-and-what-wed-do-sooner" data-dd-action-name="toc: heading: What we’d do again (and what we’d do sooner)" class="inline-block font-national font-normal border-l-2 hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 group-has-[.active]:text-purple-600 group-has-[.active]:border-purple-600 active:text-purple-800 [.active>&]:font-bold group-has-[.active]:font-bold group-has-[.active]:hover:border-purple-700 group-has-[.active]:hover:text-purple-700 [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-800">
What we’d do again (and what we’d do sooner)
</a>
<ul class="flex-col gap-1 font-normal pl-9 my-1 hidden [.active_&]:flex has-[.active]:flex has-[.active]:font-bold"><li class="leading-4 hover:text-purple-300"><a href="#invest-in-label-collection-and-processing-early" data-dd-action-name="toc: heading: Invest in label collection and processing early" class="inline-block font-national font-normal border-l-2 [.active]:font-bold hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 active:text-purple-800 [.active>&]:font-bold [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-8000">Invest in label collection and processing early</a></li><li class="leading-4 hover:text-purple-300"><a href="#build-the-platform-to-be-extensible-from-the-start" data-dd-action-name="toc: heading: Build the platform to be extensible from the start" class="inline-block font-national font-normal border-l-2 [.active]:font-bold hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 active:text-purple-800 [.active>&]:font-bold [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-8000">Build the platform to be extensible from the start</a></li><li class="leading-4 hover:text-purple-300"><a href="#use-evaluation-data-to-steer-product-direction" data-dd-action-name="toc: heading: Use evaluation data to steer product direction" class="inline-block font-national font-normal border-l-2 [.active]:font-bold hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 active:text-purple-800 [.active>&]:font-bold [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-8000">Use evaluation data to steer product direction</a></li></ul>
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<a href="#from-single-investigations-to-organizational-learning" data-dd-action-name="toc: heading: From single investigations to organizational learning" class="inline-block font-national font-normal border-l-2 hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 group-has-[.active]:text-purple-600 group-has-[.active]:border-purple-600 active:text-purple-800 [.active>&]:font-bold group-has-[.active]:font-bold group-has-[.active]:hover:border-purple-700 group-has-[.active]:hover:text-purple-700 [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-800">
From single investigations to organizational learning
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</svg></span></a></div><div class="flex pt-10 border-b border-[#88838C] desktop-sm:hidden"></div></div><div class="order-3 col-span-12 px-[15px] pt-3 desktop-sm:order-2 desktop-sm:col-span-4 desktop-sm:pt-0"><p @click="openSection === 'product' ? (openSection = false) : (openSection = 'product')" class="font-bold font-national uppercase text-white text-[18px] leading-[24px] hover:cursor-pointer focus:cursor-pointer desktop-sm:pb-[7px] desktop-sm:text-[16px] desktop-sm:leading-[20px] desktop-sm:hover:cursor-auto desktop-sm:focus:cursor-auto">Product</p><div class="hidden border-b border-[#88838C] desktop-sm:flex"></div><div x-show.important="desktop || openSection === 'product'" class="flex gap-x-7 py-4 desktop-sm:py-2.5"><div class="inline-flex flex-col w-1/2"><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/infrastructure-monitoring/">Infrastructure Monitoring</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/network-monitoring/">Network Monitoring</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/container-monitoring/">Container Monitoring</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/serverless-monitoring/">Serverless</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/cloud-cost-management/">Cloud Cost Management</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/cloudcraft/">Cloudcraft</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/kubernetes-autoscaling/">Kubernetes Autoscaling</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/apm/">Application Performance Monitoring</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/software-catalog/">Software Catalog</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/universal-service-monitoring/">Universal Service Monitoring</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/data-streams-monitoring/">Data Streams Monitoring</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/products/observability/data-observability/">Data Observability</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/database-monitoring/">Database Monitoring</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/code-profiling/">Continuous Profiler</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/dynamic-instrumentation/">Dynamic Instrumentation</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/log-management/">Log Management</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/sensitive-data-scanner/">Sensitive Data Scanner</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/audit-trail/">Audit Trail</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/observability-pipelines/">Observability Pipelines</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/cloud-security/">Cloud Security</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/cloud-security/#posture-management">Cloud Security Posture Management</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/workload-protection/">Workload Protection</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/cloud-security/#entitlement-management">Cloud Infrastructure Entitlement Management</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/cloud-security/#vulnerability-management">Vulnerability Management</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/cloud-security/#compliance">Compliance</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/app-and-api-protection/">App and API Protection</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/software-composition-analysis/">Software Composition Analysis</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/code-security/">Code Security</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/sast/">Static Code Analysis (SAST)</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/iast/">Runtime Code Analysis (IAST)</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/iac-security">IaC Security</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/cloud-siem/">Cloud SIEM</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/real-user-monitoring/">Browser Real User Monitoring</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/real-user-monitoring/mobile-rum/">Mobile Real User Monitoring</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/product-analytics/">Product Analytics</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/experiments/">Experiments</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/real-user-monitoring/session-replay/">Session Replay</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/synthetic-monitoring/">Synthetic Monitoring</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/mobile-app-testing/">Mobile App Testing</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/continuous-testing/">Continuous Testing</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/error-tracking/">Error Tracking</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/byoc-logs/">BYOC Log Management</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/internal-developer-portal/">Internal Developer Portal</a></span></div><div class="inline-flex flex-col w-1/2"><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/ci-cd-monitoring/">CI Visibility</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/test-optimization/">Test Optimization</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/feature-flags/">Feature Flags</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/code-coverage/">Code Coverage</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/software-delivery/ai-impact/">AI Impact</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/service-level-objectives/">Service Level Objectives</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/incident-response/">Incident Response</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/event-management/">Event Management</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/case-management/">Case Management</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/ai/bits-ai-agents/">Bits AI Agents</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/ai/bits-code/">Bits Code</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/ai/bits-investigation/">Bits Investigation</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/ai/bits-security-analyst/">Bits Security Analyst</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/ai/bits-agent-builder/">Bits Agent Builder</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/ai/bits-chat/">Bits Chat</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/ai/mcp-server/">MCP Server</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/ai/mcp-server/">Pup CLI</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/ai/agent-directory/">Agent Directory</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/metrics/">Metrics</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/platform/watchdog/">Watchdog</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/products/ai/agent-observability/">Agent Observability</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/platform/integrations/#cat-aiml">AI Integrations</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/workflow-automation/">Workflow Automation</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/app-builder/">App Builder</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://docs.datadoghq.com/account_management/teams/">Teams</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/platform/dashboards/">Dashboards</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://docs.datadoghq.com/notebooks/">Notebooks</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://docs.datadoghq.com/service_management/mobile/?tab=ios">Mobile App</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/fleet-automation/">Fleet Automation</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/governance-console/">Governance Console</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://docs.datadoghq.com/account_management/rbac/?tab=datadogapplication">Access Control</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/solutions/opentelemetry/">OpenTelemetry</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/platform/alerts/">Alerts</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/platform/integrations/">Integrations</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/platform/ides/">IDE Plugins</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://docs.datadoghq.com/api/">API</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/marketplacepartners/">Marketplace</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://securitylabs.datadoghq.com/">Security Labs Research</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://opensource.datadoghq.com/">Open Source Projects</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/storage-management/">Storage Management</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/gpu-monitoring/">GPU Monitoring</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/platform/dora-metrics/">DORA Metrics</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product/secret-scanning/">Secret Scanning</a></span></div></div><div class="flex pt-3 border-b border-[#88838C] desktop-sm:hidden"></div></div><div class="order-2 col-span-12 px-[15px] pt-3 desktop-sm:order-3 desktop-sm:col-span-2 desktop-sm:pt-0"><p @click="openSection === 'resources' ? (openSection = false) : (openSection = 'resources')" class="font-bold font-national uppercase text-white text-[18px] leading-[24px] hover:cursor-pointer focus:cursor-pointer desktop-sm:pb-[7px] desktop-sm:text-[16px] desktop-sm:leading-[20px] desktop-sm:hover:cursor-auto desktop-sm:focus:cursor-auto">Resources</p><div class="hidden border-b border-[#88838C] desktop-sm:flex"></div><div x-show.important="desktop || openSection === 'resources'" class="flex gap-x-7 py-4 desktop-sm:flex-col desktop-sm:py-2.5"><div class="inline-flex flex-col w-1/2 desktop-sm:w-full"><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/pricing/">Pricing</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://docs.datadoghq.com/">Documentation</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/support/">Support</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/support-services/">Services &amp; Enablement</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/product-preview/">Product Preview Program</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/certification/overview/">Certification</a></span></div><div class="inline-flex flex-col w-1/2 desktop-sm:w-full"><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://opensource.datadoghq.com/">Open Source</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/events-webinars/">Events and Webinars</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/security/">Security</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/privacy/">Privacy Center</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/knowledge-center/">Knowledge Center</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/learn/">Learning Resources</a></span></div></div><div class="flex pt-3 border-b border-[#88838C] desktop-sm:hidden"></div></div><div class="order-4 col-span-12 px-[15px] desktop-sm:col-span-3"><div class="flex flex-col desktop-sm:flex-row desktop-sm:gap-x-7"><div class="flex flex-col basis-3/5 pt-3 desktop-sm:pt-0"><p @click="openSection === 'about' ? (openSection = false) : (openSection = 'about')" class="font-bold font-national uppercase text-white text-[18px] leading-[24px] hover:cursor-pointer focus:cursor-pointer desktop-sm:pb-[7px] desktop-sm:text-[16px] desktop-sm:leading-[20px] desktop-sm:hover:cursor-auto desktop-sm:focus:cursor-auto">About</p><div class="hidden border-b border-[#88838C] desktop-sm:flex"></div><div x-show.important="desktop || openSection === 'about'" class="flex gap-x-7 py-4 desktop-sm:flex-col desktop-sm:py-2.5"><div class="inline-flex flex-col w-1/2 desktop-sm:w-full"><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/about/contact/">Contact Us</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/partner/network/">Partners</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/about/latest-news/press-releases/">Press</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/about/leadership/">Leadership</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://careers.datadoghq.com/">Careers</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/legal/">Legal</a></span></div><div class="inline-flex flex-col w-1/2 desktop-sm:w-full"><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://investors.datadoghq.com/">Investor Relations</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/about/analyst/">Analyst Reports</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/esg-report/">ESG Report</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/vendor-help/">Vendor Help</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/trust/">Trust Hub</a></span></div></div><div class="flex pt-3 border-b border-[#88838C] desktop-sm:hidden"></div></div><div class="flex flex-col basis-2/5 pt-3 desktop-sm:pt-0"><p @click="openSection === 'blog' ? (openSection = false) : (openSection = 'blog')" class="font-bold font-national uppercase text-white text-[18px] leading-[24px] hover:cursor-pointer focus:cursor-pointer desktop-sm:pb-[7px] desktop-sm:text-[16px] desktop-sm:leading-[20px] desktop-sm:hover:cursor-auto desktop-sm:focus:cursor-auto">Blog</p><div class="hidden border-b border-[#88838C] desktop-sm:flex"></div><div x-show.important="desktop || openSection === 'blog'" class="flex gap-x-7 py-4 desktop-sm:flex-col desktop-sm:py-2.5"><div class="inline-flex flex-col w-1/2 desktop-sm:w-full"><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/blog/">The Monitor</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/blog/engineering/">Engineering</a></span></div><div class="inline-flex flex-col w-1/2 desktop-sm:w-full"><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://www.datadoghq.com/blog/ai/">AI</a>
</span><span class="inline-flex py-1.5 desktop-sm:py-1"><a class="inline-block font-normal text-white text-[16px] leading-[16px] hover:cursor-pointer hover:text-[#88838C] focus:cursor-pointer focus:text-[#88838C] active:cursor-pointer active:text-[#88838C]" href="https://securitylabs.datadoghq.com/">Security Labs</a></span></div></div><div class="flex pt-3 border-b border-[#88838C] desktop-sm:hidden"></div></div></div></div></div></div><div class="hidden border-t border-[#88838C] desktop-sm:flex"></div><div class="container pt-9 desktop-sm:pt-3"><div class="row grid grid-cols-12"><div class="order-3 col-span-12 px-[15px] desktop-sm:order-2 desktop-sm:col-span-2"><div x-data="{ popup_open: false}" class="footer-menu relative flex items-center h-full justify-center desktop-sm:justify-end cursor-pointer w-auto min-w-[120px] max-w-[166px] desktop-sm:w-[166px]"><button type="button" @click="popup_open = !popup_open" @keydown.escape="popup_open = false" :aria-expanded="popup_open" aria-haspopup="listbox" class="flex items-center text-white text-[13px] leading-[18px] [&amp;:lang(ja)]:text-[11px] [&amp;:lang(ko)]:text-[11px] tablet:text-[15px] tablet:leading-[20px] tablet:[&amp;:lang(ja)]:text-[13px] tablet:[&amp;:lang(ko)]:text-[13px] desktop-sm:text-[17px] desktop-sm:leading-[22px] desktop-sm:[&amp;:lang(ja)]:text-[14px] desktop-sm:[&amp;:lang(ko)]:text-[14px] rounded-sm tablet:rounded w-full h-[32px] border border-[#616161] justify-between px-2 py-0.5 hover:bg-[#323232]">
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