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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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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">
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</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-start 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="custom-metrics in observability">Custom 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_monitoring in observability">Serverless 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/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/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/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">Bring Your Own Cloud 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></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>
<path d="M14.214 13.103l-7.107 4.103-7.107-4.103v-8.206l7.107-4.103 7.107 4.103zM32 4.897v8.206l-7.107 4.103-7.107-4.103v-8.206l7.107-4.103zM29.333 6.436l-4.44-2.563-4.44 2.563v5.127l4.44 2.563 4.44-2.563zM9.037 19.98v8.040l6.963 4.020 6.962-4.020v-8.040l-6.963-4.020z"></path>
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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-start 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-start 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-start 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>
<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>
</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">
<title></title>
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</svg></span></a><div class="category-details flex justify-start 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</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</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/sensitive-data-scanner/" data-dd-action-name="sensitive_data_scanner in security">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/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="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><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">Cloud 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 &amp; API Protection</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">SIEM</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/ai/bits-security-analyst/" data-dd-action-name="bits_security_analyst in security">Bits Security Analyst</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-start 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/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/" 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/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></ul></div><div class="product-subcategory w-1/3"><span class="subcategory-spacer block py-[21px]"></span><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/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/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/error-tracking/" data-dd-action-name="error_tracking in digital_experience">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/platform/dashboards/" data-dd-action-name="dashboards in digital_experience">Dashboards</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-start 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/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/internal-developer-portal/" data-dd-action-name="internal_developer_portal in software_delivery">Internal Developer Portal (IDP)</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></ul></div><div class="product-subcategory w-1/3"><span class="subcategory-spacer block py-[21px]"></span><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/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-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/platform/dora-metrics/" data-dd-action-name="dora_metrics in software_delivery">DORA Metrics + AI Impact</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-start gap-5"><div class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Incident Response</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_management in service_management">Incident 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/case-management/" data-dd-action-name="work_management in service_management">Work 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/service-level-objectives/" data-dd-action-name="service_level_objectives in service_management">Service Level Objectives</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="dd_apps in service_management">Datadog Apps</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 class="product-subcategory w-1/3"><p class="subcategory-header font-bold font-national uppercase text-16 leading-18 p-3">Context Graph</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 service_management">Internal Developer Portal (IDP)</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></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-start 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 for Datadog</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 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-ai-agents/" data-dd-action-name="bits_ai in ai">Bits AI</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-security-analyst/" data-dd-action-name="bits_security_analyst in ai">Bits Security Analyst</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">Datadog for AI</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/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/gpu-monitoring/" data-dd-action-name="gpu_monitoring in ai">GPU Monitoring</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>
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</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-start 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 in platform_capabilities">Bits AI</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/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/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/metrics/" data-dd-action-name="custom-metrics in platform_capabilities">Custom 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/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></ul></div><div class="product-subcategory w-1/3"><span class="subcategory-spacer block py-[21px]"></span><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/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://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/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://www.datadoghq.com/product/platform/dora-metrics/" data-dd-action-name="dora_metrics in platform_capabilities">DORA Metrics + AI Impact</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/incident-response/" data-dd-action-name="incident_management in platform_capabilities">Incident 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/case-management/" data-dd-action-name="work_management in platform_capabilities">Work 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://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/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://www.datadoghq.com/product/app-builder/" data-dd-action-name="dd_apps in platform_capabilities">Datadog Apps</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><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/software-catalog/" data-dd-action-name="software_catalog in platform_capabilities">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 platform_capabilities">Service Level Objectives</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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<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]">Custom Metrics</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/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/serverless-monitoring/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Serverless Monitoring</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/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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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/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><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]">Bring Your Own Cloud 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></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>
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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</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</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/secret-scanning/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Secret Scanning</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/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/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/workload-protection/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Cloud 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 &amp; API Protection</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/ai/bits-security-analyst/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Bits Security Analyst</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>
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Digital Experience</p><ul class="mb-[5px] pb-2.5"><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/" 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/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/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/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/platform/dashboards/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Dashboards</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>
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Software Delivery</p><ul class="mb-[5px] pb-2.5"><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/internal-developer-portal/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Internal Developer Portal (IDP)</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/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-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/platform/dora-metrics/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">DORA Metrics + 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/incident-response/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Incident Management</a></li><li><a href="https://www.datadoghq.com/product/case-management/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Work Management</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/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]">Datadog Apps</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/internal-developer-portal/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Internal Developer Portal (IDP)</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></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 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>AI</p><ul class="mb-[5px] pb-2.5"><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-ai-agents/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Bits AI</a></li><li><a href="https://www.datadoghq.com/product/ai/bits-chat/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Bits Chat</a></li><li><a href="https://www.datadoghq.com/product/ai/bits-agent-builder/" 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-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/products/ai/agent-observability/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Agent Observability</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/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>dashboard</title>
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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</a></li><li><a href="https://www.datadoghq.com/product/ai/bits-chat/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Bits Chat</a></li><li><a href="https://www.datadoghq.com/product/ai/bits-agent-builder/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Bits Agent Builder</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/metrics/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Custom Metrics</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://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/governance-console/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Governance Console</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 + AI Impact</a></li><li><a href="https://www.datadoghq.com/product/incident-response/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Incident Management</a></li><li><a href="https://www.datadoghq.com/product/case-management/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Work 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://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/agent-directory/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Agent Directory</a></li><li><a href="https://www.datadoghq.com/product/app-builder/" class="block pt-[9px] pb-2 pl-[70px] hover:text-[#632ca6]">Datadog Apps</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/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/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></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
<span class="caret absolute right-[22px] inline-flex h-[25px]"><svg viewBox="0 0 17.78 10.51" width="18px" class="inline-block transition-all" :class="dropdownOpen === 'solutions' ? 'rotate-180' : 'rotate-0'">
<polyline class="dropdown-arrow fill-none stroke-[#555]" style="stroke-width: 2px;" points="16.92 1.14 8.92 9.14 0.92 1.14"></polyline>
</svg></span></div></a><ul x-cloak="" x-show="dropdownOpen === 'solutions'" class="dropdown-menu mb-[5px] pb-2.5" id="solutions-mobile-menu"><p class="pl-15 py-2.5 font-semibold font-national text-16 leading-18 uppercase sticky top-0 bg-white">Industry</p><li><a href="https://www.datadoghq.com/solutions/financial-services/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Financial Services</div></a></li><li><a href="https://www.datadoghq.com/solutions/manufacturing-logistics/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Manufacturing &amp; Logistics</div></a></li><li><a href="https://www.datadoghq.com/solutions/healthcare/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 hover:text-[#632ca6]">Healthcare/Life Sciences</div></a></li><li><a href="https://www.datadoghq.com/solutions/retail-ecommerce/"><div class="nav-menu-item-children block pt-[9px] pb-2 pl-15 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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optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776351817-streaming-platform-kafka-custom-abstractions-streaming-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/42588/1776351817-streaming-platform-kafka-custom-abstractions-streaming-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/42588/1776351817-streaming-platform-kafka-custom-abstractions-streaming-platform-hero.png?format=auto&amp;fit=crop&amp;quality=75&amp;disable=upscale&amp;width=677&amp;height=344&amp;dpr=2 2x, 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title="Achieving relentless Kafka reliability at scale with the Streaming Platform" 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 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https://web-assets.dd-static.net/42588/1776351812-guillaume-bort.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/42588/1776351812-guillaume-bort.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/42588/1776351812-guillaume-bort.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/42588/1776351812-guillaume-bort.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/42588/1776351812-guillaume-bort.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/42588/1776351812-guillaume-bort.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="1776351812-guillaume-bort" src="https://web-assets.dd-static.net/42588/1776351812-guillaume-bort.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=1" alt="Guillaume Bort" title="Guillaume Bort" 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">Guillaume Bort</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>At Datadog, we use Apache Kafka as a durable, flexible buffer in our Data Platform. Ingesting hundreds of trillions of observability events each day requires massive Kafka deployments: hundreds of clusters, thousands of topics, and millions of partitions spanning multiple Kubernetes and cloud environments. This translates to terabytes of traffic per second, and issues that might be rare in smaller setups—like disks filling up or brokers failing—occur daily at this scale.</p>
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<p>Traditional Kafka configurations are very static: a producer writes to a specific topic on a specific cluster and consumers are tied to that same, often immovable configuration. But we can’t pause to debug an unhealthy cluster or wait for a problematic broker to recover. We must be able to instantly redirect traffic to a healthier cluster and reroute consumers accordingly—without reconfiguring and without waiting on redeployments.</p>
<p>To achieve this, we built the <strong>Streaming Platform</strong>, a control layer that abstracts Kafka’s complexity and enables real-time reliability at scale. In this post, we’ll explore its key components: how <strong>Streams</strong> allow us to build resilient pipelines decoupled from specific clusters, how we handle failovers and rebalancing with the <strong>Assigner</strong>, how we eliminate head-of-line blocking with a <strong>smarter commit log</strong>, and why we built <strong>libstreaming</strong>, a custom Kafka client to optimize performance and observability across all our applications.</p>
<h2 id="a-fluid-control-plane-for-multi-cluster-orchestration"><a href="#a-fluid-control-plane-for-multi-cluster-orchestration">A fluid control plane for multi-cluster orchestration</a></h2>
<p>Our approach with the Streaming Platform is to treat Kafka infrastructure like commodity hardware—modular, interchangeable, and dynamically managed rather than static and tightly coupled. Instead of binding producers and consumers to fixed Kafka resources, our system continuously adapts by shifting workloads across clusters, automatically replacing unhealthy components and ensuring uninterrupted data flow. This design allows Kafka to operate as a self-healing system, eliminating the need for manual intervention.</p>
<p>Achieving real-time reliability across Datadog’s massive, multi-cluster infrastructure required reimagining Kafka’s architecture—designing resilient pipelines, redefining consumer semantics, and building a dynamic control plane tailored to our unique scale and needs.</p>
<h3 id="resilient-pipelines-with-streams"><a href="#resilient-pipelines-with-streams">Resilient pipelines with Streams</a></h3>
<p>Streams form the backbone of our resilient infrastructure. Unlike traditional Kafka topics, Streams are designed to span multiple Kafka clusters, availability zones (AZs), and Kubernetes clusters, making them highly resilient to any single point of failure. Streams also provide stable identifiers, allowing producers and consumers to interact with the Streaming Platform without worrying about the underlying Kafka topology.</p>
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related to dialog size constraints + make img src dynamic (to avoid load unless requested via click) --> <dialog-wrapper data-id="dialog-popup--1776351826-streaming-platform-kafka-custom-abstractions-streaming-platform-diagram-2" data-trigger-id="open-popup--1776351826-streaming-platform-kafka-custom-abstractions-streaming-platform-diagram-2" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776351826-streaming-platform-kafka-custom-abstractions-streaming-platform-diagram-2" 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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<p>By decoupling applications from Kafka’s resources, Streams allow us to reconfigure infrastructure in real time and seamlessly reroute traffic to new topics or clusters when necessary. This eliminates the need for application reconfigurations or redeployments, ensuring our platform can adapt instantly to changing conditions.</p>
<h3 id="live-traffic-failovers"><a href="#live-traffic-failovers">Live traffic failovers</a></h3>
<p>The Stream abstraction is critical for enabling live failovers. When a Kafka cluster experiences issues—whether due to maintenance, scaling needs, or unexpected failures—we don’t wait for it to recover. Instead, the control plane creates a new topic, seamlessly redirects traffic to it, and begins draining the old one. Producers automatically shift to sending new data to the replacement topic, while consumers process the remaining backlog in the original topic before transitioning fully. This process happens transparently for uninterrupted data processing.</p>
<p>Failovers aren’t limited to emergencies. We leverage this capability proactively to redistribute traffic, balance loads, decommission clusters, and adjust the number of partitions dynamically. These operations, which might take hours in a traditional Kafka setup, are completed in seconds with the Streaming Platform.</p>
<h3 id="consumer-semantics-focused-on-scale-durability-and-reliability"><a href="#consumer-semantics-focused-on-scale-durability-and-reliability">Consumer semantics focused on scale, durability, and reliability</a></h3>
<p>Operating at this level of dynamism required rethinking Kafka’s core consumer model. Kafka’s native reliance on strict ordering guarantees and single-pointer offsets can create bottlenecks. We addressed this by shifting to an at-least-once delivery model and relaxing ordering guarantees at the processing stage.</p>
<p>This decision allowed us to unlock massive parallelism: Events can be processed independently and at scale, with ordering <a href="https://www.datadoghq.com/blog/engineering/husky-deep-dive/">re-established later downstream in our event store</a>. This trade-off allows us to fully leverage the distributed nature of Kafka, ensuring our pipelines can process petabytes of data efficiently.</p>
<h3 id="a-real-time-multi-cluster-coordinator-the-assigner"><a href="#a-real-time-multi-cluster-coordinator-the-assigner">A real-time multi-cluster coordinator: the Assigner</a></h3>
<p>Kafka’s default group coordinator wasn’t designed for multi-cluster environments and relies on session timeouts to detect changes—a process that can take tens of seconds or even minutes. To meet our real-time requirements, we built the <strong>Assigner</strong>, a custom control plane coordinator.</p>
<p>The Assigner continuously monitors cluster health, resource usage, and workload distribution, reacting to changes in seconds rather than waiting for timeouts. This real-time capability ensures seamless failovers and rapid rebalancing during incidents or traffic spikes.</p>
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<p>Additionally, the Assigner introduces intelligent load balancing that distributes workloads based on actual metrics like CPU load and resource availability. This allows us to efficiently utilize heterogeneous environments and adapt to resource shortages or capacity changes without disrupting data processing. By giving us fine-grained control over workload distribution, the Assigner pushes the limits of what’s possible with Kafka coordination, ensuring reliability and performance at a massive scale.</p>
<h2 id="overcoming-the-main-kafka-issue-head-of-line-blocking"><a href="#overcoming-the-main-kafka-issue-head-of-line-blocking">Overcoming the main Kafka issue: head-of-line blocking</a></h2>
<p>Kafka’s model guarantees strict ordering within partitions, but this introduces a major reliability challenge: <strong>head-of-line blocking</strong>. If even one event—like a poison pill that fails to process—causes a delay, it blocks the entire partition. This is unacceptable for a platform like ours, where data integrity and real-time performance are critical.</p>
<p>We solved this challenge through two key innovations: <strong>Stream lanes</strong> for better quality of service (QoS) and an <strong>advanced commit log</strong> to bypass Kafka’s single-pointer limitation.</p>
<h3 id="enabling-quality-of-service-with-stream-lanes"><a href="#enabling-quality-of-service-with-stream-lanes">Enabling quality of service with Stream lanes</a></h3>
<p>To prevent traffic with different requirements from interfering with one another, we introduced independent lanes within a Stream. Each lane represents a separate priority level, allowing us to isolate and manage traffic based on its quality of service (QoS) needs. For example, real-time traffic flows through a high-priority lane to ensure it is processed without delay, while less critical bursts or late-arriving data is routed to slower lanes. This separation prevents spikes or delays in one type of traffic from impacting others, maintaining smooth and predictable data flows.</p>
<p>In addition, Streams include a special dead-letter queue (DLQ) lane for handling poison pills. When an event causes an unrecoverable error, it is copied to the DLQ so the rest of the partition can continue processing. This allows us to commit progress without losing any data and ensure that no single problematic event can block an entire partition.</p>
<h3 id="advanced-kafka-commit-log"><a href="#advanced-kafka-commit-log">Advanced Kafka commit log</a></h3>
<p>Beyond QoS, we needed a way to overcome Kafka’s traditional commit log model, which tracks a single pointer per partition. This limitation prevents consumers from making progress on new events while still processing older ones, creating a bottleneck when dealing with backlogs or transient failures.</p>
<p>To address this, we enhanced the Kafka commit log by leveraging its commit metadata space. This allows us to track multiple offsets or ranges of offsets within a partition simultaneously. With this smarter commit log, consumers can process live traffic while continuing to reprocess older backlogs or retry failed events in the background. For example, if a downstream dependency becomes temporarily unavailable, we can skip over the affected events and return to them later without impacting real-time traffic.</p>
<p>A smarter commit log is essential for advancing reliability and processing flexibility. Features like tracking retry counts or marking offsets as “rejected” without the overhead of copying them to another queue could significantly improve performance and resilience. While hijacking commit metadata has been a valuable starting point, its limitations are clear. We are already exploring more powerful approaches, including building a totally ad hoc commit log that operates independently of Kafka’s built-in mechanisms, just as we did with our custom coordinator.</p>
<h2 id="real-time-lag-monitoring"><a href="#real-time-lag-monitoring">Real-time lag monitoring</a></h2>
<p>Lag is a critical metric for any streaming platform, as it measures the delay between when data is ingested and when it is processed by consumers. However, Kafka’s default lag metric, expressed in offsets, provides little actionable value. Offsets only indicate how many messages are unprocessed without showing how delayed the data is in real-world terms.</p>
<p>Calculating <strong>time lag</strong>—the delay in wall-clock time—is notoriously difficult in a standard Kafka setup. Kafka does not provide metadata to directly associate offsets with timestamps, and determining lag would require fetching records from partitions to extract their timestamps. At Datadog’s scale, with hundreds of consumer groups, millions of partitions, and the need to compute lag in real time, this approach is computationally impossible.</p>
<p>Our solution leverages the enriched commit log we built as part of our Streaming Platform. By enhancing the commit log with ingestion timestamps and other metadata, our consumer applications can commit additional context with each offset. This allows our control plane to compute time lag by consuming <code>__consumer_offsets</code> topics across all Kafka clusters. These topics, which contain all consumer group commit updates, now provide instant visibility into the current state of consumer applications.</p>
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<p>These insights are exposed as metrics in Datadog, enabling fine-grained alerts and automated responses. If a consumer group begins to fall behind, our system detects the delay immediately and rebalances workloads to prioritize real-time data while addressing backlogs in the background. This ensures uninterrupted data flow for real-time use cases, even during high-traffic spikes or processing disruptions.</p>
<h2 id="a-custom-client-library-built-for-scale"><a href="#a-custom-client-library-built-for-scale">A custom client library built for scale</a></h2>
<p>To integrate seamlessly with the Streaming Platform, we initially wrapped existing Kafka clients in custom logic to support Streams and the Assigner. However, as Datadog’s scale and complexity grew, this approach proved insufficient, leading us to develop a client library tailored specifically to our needs.</p>
<h3 id="challenges-of-scale-the-zstandard-compression-bug"><a href="#challenges-of-scale-the-zstandard-compression-bug">Challenges of scale: the Zstandard compression bug</a></h3>
<p>The need for a custom client became clear when we encountered a particularly nasty issue while trying to enable <a href="https://github.com/facebook/zstd" target="_blank" rel="noopener noreferrer">Zstandard (zstd) compression</a> for our Kafka data plane. Zstd offers excellent compression, but the kind of data we stream (such as logs and spans) compresses extremely well—sometimes too well. In edge cases, the default Kafka producer would create compressed batches that exploded to massive sizes once decompressed, sometimes several gigabytes. These “zstd bombs” caused catastrophic failures in consumers, which were unable to handle such oversized batches.</p>
<p>The failure modes varied across Kafka clients. For example, rdkafka would double its buffer size repeatedly in an attempt to decompress the batch, eventually crashing the entire process. This made the problem worse due to Kafka’s head-of-line blocking model, as a single “zip bomb” could stall the entire partition. We spent significant effort patching default Kafka clients, tweaking them to limit batch sizes based on decompressed size rather than compressed size. This required deep monkey-patching, such as overriding the compression factor estimation in the Java client. While these patches mitigated the issue temporarily, it became clear that relying on off-the-shelf clients could no longer meet our needs at Datadog’s scale.</p>
<h3 id="a-unified-client-libstreaming"><a href="#a-unified-client-libstreaming">A unified client: libstreaming</a></h3>
<p>From this realization, we developed <strong>libstreaming</strong>, a unified client implemented in Rust with lightweight bindings for Java, Go, Python, and other languages used at Datadog. Rust offered the perfect combination of performance, memory safety, and compatibility with multiple ecosystems. By consolidating our business logic into a single client, we simplified development, ensured feature parity across languages, and aligned observability metrics—eliminating the divergence caused by using different Kafka clients.</p>
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Platform." width="3388" height="1136"></picture> </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--1776351842-streaming-platform-kafka-custom-abstractions-streaming-platform-diagram-3" data-trigger-id="open-popup--1776351842-streaming-platform-kafka-custom-abstractions-streaming-platform-diagram-3" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776351842-streaming-platform-kafka-custom-abstractions-streaming-platform-diagram-3" 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 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<p>Initially, libstreaming relied on rdkafka as its underlying Kafka client, but challenges like zstd bombs and other performance bottlenecks revealed its limitations. To overcome these constraints, we built our own Kafka client in Rust, focusing on the subset of Kafka features essential to our platform. This approach allowed us to optimize every aspect of data handling—from fetching and decompression to committing—resulting in a client built for our massive throughput and real-time requirements.</p>
<h3 id="why-not-a-grpc-proxy"><a href="#why-not-a-grpc-proxy">Why not a gRPC proxy?</a></h3>
<p>Another approach we considered was building a gRPC service to abstract Kafka access, similar to the Kafka Consumer Proxy described by <a href="https://www.uber.com/en-FR/blog/kafka-async-queuing-with-consumer-proxy/" target="_blank" rel="noopener noreferrer">this blog post</a>. This would have centralized the complexity of our platform into a single service, allowing for thin, lightweight clients in each language. While this approach works well at smaller scales, it wasn’t feasible for Datadog’s data plane. Our consumers process terabytes of data per second, and proxying this volume through a centralized service would have introduced significant latency and bottlenecks. By deploying libstreaming directly within each application, we maintain low-latency access to Kafka while fully leveraging the capabilities of our custom control plane.</p>
<p>With libstreaming, we’ve built a client library that scales seamlessly with Datadog’s infrastructure. It integrates deeply with our Streaming Platform, enables consistent observability across all applications, and provides the reliability needed to handle the extreme demands of our data pipelines.</p>
<h2 id="next-steps"><a href="#next-steps">Next steps</a></h2>
<p>Our Streaming Platform is constantly evolving as we push the limits of real-time reliability at Datadog’s scale. Today, we are focused on strengthening our Kafka storage layer to further improve resilience against availability zone failures while leveraging Kafka tiered storage to enhance durability and cost efficiency.</p>
<p>At the same time, we’re continuing to refine our commit log design—exploring smarter approaches to predicate-based filtering in the data plane, more flexible offset tracking, and better handling of reprocessing scenarios. These improvements will allow us to further decouple consumers from partition constraints and make our platform even more reliable, scalable, and efficient.</p>
<p>And we’re not stopping there. The challenges of operating Kafka at Datadog’s scale continue to push us to rethink and innovate beyond its traditional limits.</p>
<p>If solving large-scale, real-time challenges excites you, <a href="https://careers.datadoghq.com/all-jobs/?s=kafka">we’re hiring</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/streaming-platform-kafka-custom-abstractions/" 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="#a-fluid-control-plane-for-multi-cluster-orchestration" data-dd-action-name="toc: heading: A fluid control plane for multi-cluster orchestration" 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">
A fluid control plane for multi-cluster orchestration
</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="#resilient-pipelines-with-streams" data-dd-action-name="toc: heading: Resilient pipelines with Streams" 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">Resilient pipelines with Streams</a></li><li class="leading-4 hover:text-purple-300"><a href="#live-traffic-failovers" data-dd-action-name="toc: heading: Live traffic failovers" 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">Live traffic failovers</a></li><li class="leading-4 hover:text-purple-300"><a href="#consumer-semantics-focused-on-scale-durability-and-reliability" data-dd-action-name="toc: heading: Consumer semantics focused on scale, durability, and reliability" 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">Consumer semantics focused on scale, durability, and reliability</a></li><li class="leading-4 hover:text-purple-300"><a href="#a-real-time-multi-cluster-coordinator-the-assigner" data-dd-action-name="toc: heading: A real-time multi-cluster coordinator: the Assigner" 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">A real-time multi-cluster coordinator: the Assigner</a></li></ul>
</li>
<li class="leading-20 group">
<a href="#overcoming-the-main-kafka-issue-head-of-line-blocking" data-dd-action-name="toc: heading: Overcoming the main Kafka issue: head-of-line blocking" 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">
Overcoming the main Kafka issue: head-of-line blocking
</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="#enabling-quality-of-service-with-stream-lanes" data-dd-action-name="toc: heading: Enabling quality of service with Stream lanes" 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">Enabling quality of service with Stream lanes</a></li><li class="leading-4 hover:text-purple-300"><a href="#advanced-kafka-commit-log" data-dd-action-name="toc: heading: Advanced Kafka commit log" 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">Advanced Kafka commit log</a></li></ul>
</li>
<li class="leading-20 group">
<a href="#real-time-lag-monitoring" data-dd-action-name="toc: heading: Real-time lag monitoring" 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">
Real-time lag monitoring
</a>
</li>
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<a href="#a-custom-client-library-built-for-scale" data-dd-action-name="toc: heading: A custom client library built for 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">
A custom client library built for scale
</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="#challenges-of-scale-the-zstandard-compression-bug" data-dd-action-name="toc: heading: Challenges of scale: the Zstandard compression bug" 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">Challenges of scale: the Zstandard compression bug</a></li><li class="leading-4 hover:text-purple-300"><a href="#a-unified-client-libstreaming" data-dd-action-name="toc: heading: A unified client: libstreaming" 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">A unified client: libstreaming</a></li><li class="leading-4 hover:text-purple-300"><a href="#why-not-a-grpc-proxy" data-dd-action-name="toc: heading: Why not a gRPC proxy?" 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">Why not a gRPC proxy?</a></li></ul>
</li>
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<a href="#next-steps" data-dd-action-name="toc: heading: Next steps" 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">
Next steps
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Security</span><svg class="block tablet:hidden w-[18px] h-[18px] fill-current transition-transform group-[.open]/category:rotate-180" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 192 192" width="192" height="192">
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</svg></button><ul id="footer-category-security" x-show.important="isCategoryVisible(category)" class="footer-subcategory-list flex flex-col list-none mt-0 mb-5 p-0 gap-y-3 tablet:mb-0"><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Code Security</span><ul class="footer-menu-list flex flex-col list-none m-0 p-0 gap-y-1.5 mt-1.5 tablet:mt-2"><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/code-security/">Code Security</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/software-composition-analysis/">Software Composition Analysis</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/sast/">Static Code Analysis</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/iast/">Runtime Code Analysis</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/iac-security">IaC Security</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/secret-scanning/">Secret Scanning</a></li></ul></li><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Cloud Security</span><ul class="footer-menu-list flex flex-col list-none m-0 p-0 gap-y-1.5 mt-1.5 tablet:mt-2"><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/cloud-security/">Cloud Security</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/sensitive-data-scanner/">Sensitive Data Scanner</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/cloud-security/#posture-management">Cloud Security Posture Management</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/cloud-security/#entitlement-management">Cloud Infrastructure Entitlement Management</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/cloud-security/#vulnerability-management">Vulnerability Management</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/cloud-security/#compliance">Compliance</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/workload-protection/">Cloud Workload Protection</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/app-and-api-protection/">App &amp; API Protection</a></li></ul></li><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">SIEM</span><ul class="footer-menu-list flex flex-col list-none m-0 p-0 gap-y-1.5 mt-1.5 tablet:mt-2"><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/cloud-siem/">Cloud SIEM</a></li></ul></li></ul></div></li><li class="footer-column-break hidden w-0 min-w-0 shrink-0 m-0 p-0 [@media(min-width:768px)_and_(max-width:1199.98px)]:basis-[900px] [@media(min-width:768px)_and_(max-width:1199.98px)]:[order:var(--footer-tablet-order,0)] [@media(min-width:1200px)]:basis-[750px] footer-column-break--desktop [@media(min-width:1200px)]:block" aria-hidden="true" style="--footer-tablet-order:3"></li><li class="footer-category-wrapper w-full tablet:px-3 tablet:w-1/3 [@media(min-width:768px)_and_(max-width:1199.98px)]:[order:var(--footer-tablet-order,0)] [@media(min-width:1200px)]:w-1/4" style="--footer-tablet-order:2" x-data="{ category: 'digital-experience' }"><div class="footer-category-block border-b border-solid border-[#323232] tablet:border-b-0"><button type="button" @click="toggleCategory(category)" :class="isCategoryOpen(category) ? 'open pb-1.5' : ''" :aria-expanded="isCategoryVisible(category)" aria-controls="footer-category-digital-experience" :disabled="!mobile" class="group/category footer-product-category flex w-full items-center justify-between border-0 bg-transparent px-0 py-4 text-left font-bold font-national text-[#969696] text-[18px] leading-[22px] cursor-pointer tablet:block tablet:w-fit tablet:py-0 tablet:mb-2 tablet:cursor-default tablet:text-[16px] tablet:leading-[20px] [@media(min-width:1200px)]:mb-3">
<span class="flex items-center justify-start text-left uppercase gap-x-1 [@media(min-width:1200px)]:gap-x-2"><svg class="footer-category-icon w-[18px] h-[18px] fill-[#B37BFF]" 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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Digital Experience</span><svg class="block tablet:hidden w-[18px] h-[18px] fill-current transition-transform group-[.open]/category:rotate-180" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 192 192" width="192" height="192">
<path d="M96,144.313,32.343,80.657,43.657,69.343,96,121.687l52.343-52.344,11.314,11.314Z"></path>
</svg></button><ul id="footer-category-digital-experience" x-show.important="isCategoryVisible(category)" class="footer-subcategory-list flex flex-col list-none mt-0 mb-5 p-0 gap-y-3 tablet:mb-0"><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Digital Experience</span><ul class="footer-menu-list flex flex-col list-none m-0 p-0 gap-y-1.5 mt-1.5 tablet:mt-2"><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/product-analytics/">Product Analytics</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/experiments/">Experiments</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/real-user-monitoring/">Browser Real User Monitoring</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/real-user-monitoring/mobile-rum/">Mobile Real User Monitoring</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/real-user-monitoring/session-replay/">Session Replay</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/synthetic-monitoring/">Synthetic Monitoring</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/mobile-app-testing/">Mobile App Testing</a></li></ul></li></ul></div></li><li class="footer-column-break hidden w-0 min-w-0 shrink-0 m-0 p-0 [@media(min-width:768px)_and_(max-width:1199.98px)]:basis-[900px] [@media(min-width:768px)_and_(max-width:1199.98px)]:[order:var(--footer-tablet-order,0)] [@media(min-width:1200px)]:basis-[750px] footer-column-break--tablet [@media(min-width:768px)_and_(max-width:1199.98px)]:block" aria-hidden="true" style="--footer-tablet-order:2"></li><li class="footer-category-wrapper w-full tablet:px-3 tablet:w-1/3 [@media(min-width:768px)_and_(max-width:1199.98px)]:[order:var(--footer-tablet-order,0)] [@media(min-width:1200px)]:w-1/4" style="--footer-tablet-order:4" x-data="{ category: 'software-delivery' }"><div class="footer-category-block border-b border-solid border-[#323232] tablet:border-b-0"><button type="button" @click="toggleCategory(category)" :class="isCategoryOpen(category) ? 'open pb-1.5' : ''" :aria-expanded="isCategoryVisible(category)" aria-controls="footer-category-software-delivery" :disabled="!mobile" class="group/category footer-product-category flex w-full items-center justify-between border-0 bg-transparent px-0 py-4 text-left font-bold font-national text-[#969696] text-[18px] leading-[22px] cursor-pointer tablet:block tablet:w-fit tablet:py-0 tablet:mb-2 tablet:cursor-default tablet:text-[16px] tablet:leading-[20px] [@media(min-width:1200px)]:mb-3">
<span class="flex items-center justify-start text-left uppercase gap-x-1 [@media(min-width:1200px)]:gap-x-2"><svg class="footer-category-icon w-[18px] h-[18px] fill-[#B37BFF]" 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>
Software Delivery</span><svg class="block tablet:hidden w-[18px] h-[18px] fill-current transition-transform group-[.open]/category:rotate-180" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 192 192" width="192" height="192">
<path d="M96,144.313,32.343,80.657,43.657,69.343,96,121.687l52.343-52.344,11.314,11.314Z"></path>
</svg></button><ul id="footer-category-software-delivery" x-show.important="isCategoryVisible(category)" class="footer-subcategory-list flex flex-col list-none mt-0 mb-5 p-0 gap-y-3 tablet:mb-0"><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Software Delivery</span><ul class="footer-menu-list flex flex-col list-none m-0 p-0 gap-y-1.5 mt-1.5 tablet:mt-2"><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/continuous-testing/">Continuous Testing</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/internal-developer-portal/">Internal Developer Portal (IDP)</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/ci-cd-monitoring/">CI Visibility</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/test-optimization/">Test Optimization</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/feature-flags/">Feature Flags</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/code-coverage/">Code Coverage</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/platform/dora-metrics/">DORA Metrics + AI Impact</a></li></ul></li></ul></div></li><li class="footer-category-wrapper w-full tablet:px-3 tablet:w-1/3 [@media(min-width:768px)_and_(max-width:1199.98px)]:[order:var(--footer-tablet-order,0)] [@media(min-width:1200px)]:w-1/4" style="--footer-tablet-order:5" x-data="{ category: 'service-management' }"><div class="footer-category-block border-b border-solid border-[#323232] tablet:border-b-0"><button type="button" @click="toggleCategory(category)" :class="isCategoryOpen(category) ? 'open pb-1.5' : ''" :aria-expanded="isCategoryVisible(category)" aria-controls="footer-category-service-management" :disabled="!mobile" class="group/category footer-product-category flex w-full items-center justify-between border-0 bg-transparent px-0 py-4 text-left font-bold font-national text-[#969696] text-[18px] leading-[22px] cursor-pointer tablet:block tablet:w-fit tablet:py-0 tablet:mb-2 tablet:cursor-default tablet:text-[16px] tablet:leading-[20px] [@media(min-width:1200px)]:mb-3">
<span class="flex items-center justify-start text-left uppercase gap-x-1 [@media(min-width:1200px)]:gap-x-2"><svg class="footer-category-icon w-[18px] h-[18px] fill-[#B37BFF]" 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</span><svg class="block tablet:hidden w-[18px] h-[18px] fill-current transition-transform group-[.open]/category:rotate-180" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 192 192" width="192" height="192">
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</svg></button><ul id="footer-category-service-management" x-show.important="isCategoryVisible(category)" class="footer-subcategory-list flex flex-col list-none mt-0 mb-5 p-0 gap-y-3 tablet:mb-0"><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Incident Response</span><ul class="footer-menu-list flex flex-col list-none m-0 p-0 gap-y-1.5 mt-1.5 tablet:mt-2"><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/incident-response/">Incident Management</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/case-management/">Work Management</a></li></ul></li><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Actions</span><ul class="footer-menu-list flex flex-col list-none m-0 p-0 gap-y-1.5 mt-1.5 tablet:mt-2"><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/workflow-automation/">Workflow Automation</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/app-builder/">Datadog Apps</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/event-management/">Event Management</a></li></ul></li><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Context Graph</span><ul class="footer-menu-list flex flex-col list-none m-0 p-0 gap-y-1.5 mt-1.5 tablet:mt-2"><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/software-catalog/">Software Catalog</a></li></ul></li></ul></div></li><li class="footer-column-break hidden w-0 min-w-0 shrink-0 m-0 p-0 [@media(min-width:768px)_and_(max-width:1199.98px)]:basis-[900px] [@media(min-width:768px)_and_(max-width:1199.98px)]:[order:var(--footer-tablet-order,0)] [@media(min-width:1200px)]:basis-[750px] footer-column-break--tablet [@media(min-width:768px)_and_(max-width:1199.98px)]:block footer-column-break--desktop [@media(min-width:1200px)]:block" aria-hidden="true" style="--footer-tablet-order:5"></li><li class="footer-category-wrapper w-full tablet:px-3 tablet:w-1/3 [@media(min-width:768px)_and_(max-width:1199.98px)]:[order:var(--footer-tablet-order,0)] [@media(min-width:1200px)]:w-1/4" style="--footer-tablet-order:6" x-data="{ category: 'ai' }"><div class="footer-category-block border-b border-solid border-[#323232] tablet:border-b-0"><button type="button" @click="toggleCategory(category)" :class="isCategoryOpen(category) ? 'open pb-1.5' : ''" :aria-expanded="isCategoryVisible(category)" aria-controls="footer-category-ai" :disabled="!mobile" class="group/category footer-product-category flex w-full items-center justify-between border-0 bg-transparent px-0 py-4 text-left font-bold font-national text-[#969696] text-[18px] leading-[22px] cursor-pointer tablet:block tablet:w-fit tablet:py-0 tablet:mb-2 tablet:cursor-default tablet:text-[16px] tablet:leading-[20px] [@media(min-width:1200px)]:mb-3">
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AI</span><svg class="block tablet:hidden w-[18px] h-[18px] fill-current transition-transform group-[.open]/category:rotate-180" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 192 192" width="192" height="192">
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</svg></button><ul id="footer-category-ai" x-show.important="isCategoryVisible(category)" class="footer-subcategory-list flex flex-col list-none mt-0 mb-5 p-0 gap-y-3 tablet:mb-0"><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">AI for Datadog</span><ul class="footer-menu-list flex flex-col list-none m-0 p-0 gap-y-1.5 mt-1.5 tablet:mt-2"><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/ai/bits-investigation/">Bits Investigation</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/ai/bits-ai-agents/">Bits AI</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/ai/bits-chat/">Bits Chat</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/ai/bits-agent-builder/">Bits Agent Builder</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/ai/bits-code/">Bits Code</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/ai/bits-security-analyst/">Bits Security Analyst</a></li></ul></li><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Datadog for AI</span><ul class="footer-menu-list flex flex-col list-none m-0 p-0 gap-y-1.5 mt-1.5 tablet:mt-2"><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/products/ai/agent-observability/">Agent Observability</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/ai/mcp-server/">MCP Server</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/ai/mcp-server/">Pup CLI</a></li></ul></li></ul></div></li><li class="footer-category-wrapper w-full tablet:px-3 tablet:w-1/3 [@media(min-width:768px)_and_(max-width:1199.98px)]:[order:var(--footer-tablet-order,0)] [@media(min-width:1200px)]:w-1/4" style="--footer-tablet-order:7" x-data="{ category: 'platform' }"><div class="footer-category-block border-b border-solid border-[#323232] tablet:border-b-0"><button type="button" @click="toggleCategory(category)" :class="isCategoryOpen(category) ? 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<title>dashboard</title>
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Platform Capabilities</span><svg class="block tablet:hidden w-[18px] h-[18px] fill-current transition-transform group-[.open]/category:rotate-180" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 192 192" width="192" height="192">
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focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/platform/dashboards/">Dashboards</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://docs.datadoghq.com/notebooks/">Notebooks</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://docs.datadoghq.com/service_management/mobile/?tab=ios">Mobile App</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/fleet-automation/">Fleet Automation</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://docs.datadoghq.com/account_management/rbac/?tab=datadogapplication">Access Control</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/governance-console/">Governance Console</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://docs.datadoghq.com/account_management/teams/">Teams</a></li></ul></li><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Extensibility</span><ul class="footer-menu-list flex flex-col list-none m-0 p-0 gap-y-1.5 mt-1.5 tablet:mt-2"><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/solutions/opentelemetry/">OpenTelemetry</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/platform/integrations/">Integrations</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/platform/ides/">IDE Plugins</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/ai/agent-directory/">Agent Directory</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://docs.datadoghq.com/api/">API</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/marketplacepartners/">Marketplace</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/service-level-objectives/">Service Level Objectives</a></li></ul></li></ul></div></li></ul></li><li class="w-full [@media(min-width:1200px)]:w-1/3 [@media(min-width:1200px)]:px-3"><ul class="footer-link-sections flex flex-col list-none m-0 p-0 gap-y-4 tablet:grid tablet:grid-cols-3 tablet:gap-x-[30px] tablet:gap-y-0 [@media(min-width:1200px)]:grid-cols-2 [@media(min-width:1200px)]:content-start [@media(min-width:1200px)]:gap-y-9"><li class="footer-resources-section [@media(min-width:1200px)]:col-start-1 [@media(min-width:1200px)]:row-span-2" x-data="{ section: 'resources' 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