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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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</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">
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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>
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</svg><div class="info"><p class="category-header font-bold font-national text-28 leading-24 pb-[5px]">Security</p><p class="category-tagline text-18 leading-22 m-0 font-medium">Outpace AI-powered attacks with unified security and observability</p></div></div><span class="category-cta inline-flex items-center gap-2 transition-[gap] duration-200 ease-in-out group-hover:gap-3 pb-1.5 text-18 leading-18 font-bold font-national uppercase tracking-1 whitespace-nowrap text-white"><span class="category-cta-label">Learn more</span><svg class="w-2 h-auto fill-white" version="1.1" xmlns="http://www.w3.org/2000/svg" width="683" height="1024" viewBox="0 0 683 1024">
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</g>
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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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hover:text-white bg-grey-200 shadow-100 hover:bg-black active:bg-black rounded py-1 px-2 w-max button-roboto-mono"><span class="block false">kubernetes</span></a><a title="containers" aria-label="containers" data-value="containers" href="/blog/search/?tag=containers" class="flex items-center gap-1 tablet:gap-1.5 desktop-sm:gap-2 h-fit group
hover:text-white bg-grey-200 shadow-100 hover:bg-black active:bg-black rounded py-1 px-2 w-max button-roboto-mono"><span class="block false">containers</span></a><a title="microservices" aria-label="microservices" data-value="microservices" href="/blog/search/?tag=microservices" class="flex items-center gap-1 tablet:gap-1.5 desktop-sm:gap-2 h-fit group
hover:text-white bg-grey-200 shadow-100 hover:bg-black active:bg-black rounded py-1 px-2 w-max button-roboto-mono"><span class="block false">microservices</span></a></div></div><div id="listen-rail-column" class="tablet:col-span-3 desktop-lg:col-span-2"><div class="flex flex-col border-t border-t-grey-400 pt-1 tablet:pt-1.5 desktop:pt-2"><!-- Published --><div class="flex flex-row justify-between items-center"><p class="p-roboto-mono-small text-grey-700 uppercase">Published</p><time class="p-small font-bold font-national" datetime="2024-12-20"> Dec 20, 2024 </time></div><div class="flex flex-row justify-between items-center border-t border-t-grey-400 pt-1 tablet:pt-1.5 desktop:pt-2 mt-1 tablet:mt-1.5 desktop:mt-2"><p class="p-roboto-mono-small text-grey-700 uppercase">Read time</p><p class="p-small font-bold font-national lining-nums">16m</p></div></div></div></div><div class="desktop:mb-12 tablet:mb-9 mb-7"></div><div class="content-image-component"> <!-- Render an image with optional 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reduce)").matches&&document.querySelectorAll("video").forEach(e=>{e.autoplay=!1,e.controls=!0});</script> </figure> <!-- TODO: Update src with widths related to dialog size constraints + make img src dynamic (to avoid load unless requested via click) --> </div></header><div class="container desktop-sm:grid desktop-sm:grid-cols-12 desktop-sm:gap-10"><!-- Main Content — first in DOM so it streams before the sidebar --><section class="article-content desktop-sm:col-span-9 desktop-sm:col-start-4 desktop-sm:grid desktop-sm:grid-cols-9 desktop-sm:h-fit desktop:text-20 desktop:leading-28 tablet:text-18 tablet:leading-26"><div class="desktop-sm:col-span-6 grid grid-cols-1 mobile-lg:grid-cols-2 desktop-sm:gap-x-10 tablet:gap-x-6 tablet:gap-y-4 gap-y-2"><div class="flex tablet:h-12 gap-4 items-center"><div class="content-image-component"> <!-- Render an image with optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=4 4x"><source media="(min-width: 768px) and (max-width: 1024px)" srcset="https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=4 4x"><source media="(min-width: 1025px)" srcset="https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?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/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?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/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?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/42588/1776291091-lentzcat.png?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="1776291091-lentzcat" src="https://web-assets.dd-static.net/42588/1776291091-lentzcat.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=1" alt="David M. Lentz" title="David M. Lentz" 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">David M. Lentz</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>Etcd plays a critical role in your Kubernetes setup: it stores the ever-changing state of your cluster and its objects, and the API server uses this data to manage cluster resources. As your applications thrive and your Kubernetes clusters see more traffic, etcd handles an increasing amount of data. But etcd&#8217;s storage space is limited: the <a href="https://etcd.io/docs/v3.5/dev-guide/limit/#storage-size-limit" target="_blank" rel="noopener noreferrer">recommended maximum is 8 GiB</a>, and a large and dynamic cluster can easily generate enough data to reach that limit. If your etcd data store exceeds its configured storage limit, it can&#8217;t accept any new data, and your Kubernetes cluster will become inoperable.</p>
<p>This post explores some best practices that can help you avoid outgrowing your etcd storage, even while your Kubernetes cluster becomes larger and busier. We&#8217;ll show you how you can:</p>
<ul><li><p><a href="#ensure-sufficient-resources-for-your-etcd-cluster">Provision appropriate resources</a> for your etcd cluster</p></li><li><p><a href="#manage-the-size-of-your-etcd-data-store">Manage the amount of data</a> you need etcd to store</p></li><li><p><a href="#deploy-multiple-etcd-clusters">Split data across multiple etcd clusters</a> to manage the performance and size of each one</p></li></ul>
<p>But first, we&#8217;ll explore the key data storage and cluster architecture features that shape how you manage etcd to support a growing Kubernetes cluster.</p>
<h2 id="key-features-of-etcd-storage-and-architecture"><a href="#key-features-of-etcd-storage-and-architecture">Key features of etcd storage and architecture</a></h2>
<p>Etcd holds the data that describes the objects in a Kubernetes cluster—such as pods, endpoints, ConfigMaps, and events—and uses <a href="https://en.wikipedia.org/wiki/Multiversion_concurrency_control" target="_blank" rel="noopener noreferrer">multi-version concurrency control (MVCC)</a> to maintain a history of those objects. Kubernetes controllers use this history to detect changes in the state of the cluster and update objects as necessary to align the cluster&#8217;s actual state with its desired state. For example, the ReplicaSet controller receives a notification whenever the API server detects a change in etcd data indicating that a pod has been evicted, and the controller then creates a new replica to restore the cluster to its desired state.</p>
<p>To maintain this history, etcd creates a new version of an object&#8217;s data whenever the object is updated, generating additional data instead of overwriting the object&#8217;s existing data. This means that every revision of every object occupies space in etcd and that every update increases the amount of data etcd needs to store.</p>
<p>To prevent its data store from expanding perpetually, etcd frees up space by periodically <a href="#compact-etcd-to-prune-old-data">compacting</a> old version data. But if the Kubernetes cluster experiences unexpected activity or rapid growth, etcd could run out of space, putting Kubernetes into an <a href="https://etcd.io/docs/v3.5/op-guide/maintenance/#space-quota" target="_blank" rel="noopener noreferrer">unpredictable</a> state.</p>
<p>Etcd operates in a <a href="https://www.datadoghq.com/blog/etcd-key-metrics/#high-availability-and-data-consistency">highly available (HA) cluster</a> and uses the <a href="https://raft.github.io/" target="_blank" rel="noopener noreferrer">Raft protocol</a> to ensure data consistency among its members even in the presence of node failures. Raft designates a single node as the leader, which processes data updates (such as a write request from the API server to add a Kubernetes object) and then replicates those changes to all of the follower nodes. Both the leader and the followers (other nodes in the cluster) can process read requests. The cluster may also contain learners—nodes that have recently joined the cluster, which become followers only after they have received all of the data necessary to participate in the cluster.</p>
<p>With multiple nodes (leaders and followers) able to respond to requests from kube-apiserver, it may seem like adding more nodes would improve performance. However, this strategy does not offer a performance advantage for etcd the way scaling out the Kubernetes control plane does, because in larger etcd clusters, every write operation requires more Raft activity. The resultant overhead of maintaining consistency across a larger number of nodes can cause a <a href="https://etcd.io/blog/2017/etcd-deployments-on-aws/#capacity-planning" target="_blank" rel="noopener noreferrer">bottleneck</a> that potentially degrades performance instead of improving it. Kubernetes <a href="https://kubernetes.io/docs/tasks/administer-cluster/configure-upgrade-etcd/#scaling-out-etcd-clusters" target="_blank" rel="noopener noreferrer">advises against autoscaling etcd</a>, and for optimal performance, etcd <a href="https://etcd.io/docs/v3.5/faq/#what-is-maximum-cluster-size" target="_blank" rel="noopener noreferrer">recommends</a> maintaining a five-node cluster.</p>
<p>For a deeper look at how etcd works, see our <a href="https://www.datadoghq.com/blog/etcd-key-metrics/">etcd monitoring guide</a>.</p>
<p>If you can&#8217;t store more than 8 GiB, how do you manage etcd to support a large and growing Kubernetes cluster? And if you can&#8217;t scale out an etcd cluster, how do you safeguard performance as Kubernetes activity increases? In the following sections, we&#8217;ll look at how you can configure and use etcd in ways that can help ensure its performance even as your Kubernetes cluster grows.</p>
<h2 id="ensure-sufficient-resources-for-your-etcd-cluster"><a href="#ensure-sufficient-resources-for-your-etcd-cluster">Ensure sufficient resources for your etcd cluster</a></h2>
<p>Although increasing the number of etcd nodes won&#8217;t improve your cluster&#8217;s performance, you can provision more resources for each node to ensure that it performs reliably while it supports increasing Kubernetes activity. In this section, we&#8217;ll look at how you can ensure etcd performance by carefully provisioning and configuring your nodes&#8217; <a href="#use-low-latency-storage">disk</a>, <a href="#provide-sufficient-network-throughput">network</a>, and <a href="#allocate-enough-memory-and-monitor-its-utilization">memory</a> resources.</p>
<p>Note that the guidance we&#8217;ll give here assumes that you&#8217;ve configured <a href="https://kubernetes.io/docs/setup/production-environment/tools/kubeadm/ha-topology/#external-etcd-topology" target="_blank" rel="noopener noreferrer">external etcd</a>. As opposed to <a href="https://kubernetes.io/docs/setup/production-environment/tools/kubeadm/ha-topology/#stacked-etcd-topology" target="_blank" rel="noopener noreferrer">stacked etcd</a>—in which etcd runs on the same infrastructure that hosts your Kubernetes control plane—external etcd provides separate, dedicated infrastructure. This can increase etcd availability and give you the flexibility to provision etcd resources independent of your Kubernetes infrastructure.</p>
<h3 id="use-low-latency-storage"><a href="#use-low-latency-storage">Use low-latency storage</a></h3>
<p>Ensuring that etcd is backed by <a href="https://etcd.io/docs/v3.5/op-guide/hardware/#disks" target="_blank" rel="noopener noreferrer">low-latency storage</a> is one of the keys to maintaining a healthy cluster. When etcd creates, updates, or deletes data, each node must commit the change to its disk as an entry in its <a href="https://etcd.io/docs/v3.6/learning/persistent-storage-files/#wal-write-ahead-log" target="_blank" rel="noopener noreferrer">write-ahead log (WAL)</a>. Once etcd has replicated the change to a majority of the nodes in the cluster, all nodes apply the change, updating their local copies of the key-value store on disk. Until etcd finishes these disk operations, the change is not complete, and Kubernetes can&#8217;t update the state of the cluster. Any latency in the process of updating the etcd data store can degrade the performance of the Kubernetes cluster, indirectly affecting the containerized applications running there.</p>
<div class="content-image-wrapper tablet:col-span-12 desktop-sm:col-span-8"> <div class="content-image-component"> <!-- Render an image with optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2.5 2.5x, 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srcset="https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=4 4x"><img loading="lazy" class="h-auto max-w-full tablet:cursor-zoom-in" id="open-popup--1776301016-managing-etcd-storage-etcd-latency-graph" src="https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="A screenshot of the etcd.disk.backend.commit.duration.seconds metric, which shows disk latency." title="A screenshot of the etcd.disk.backend.commit.duration.seconds metric, which shows disk latency." width="3400" height="1506"></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--1776301016-managing-etcd-storage-etcd-latency-graph" data-trigger-id="open-popup--1776301016-managing-etcd-storage-etcd-latency-graph" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776301016-managing-etcd-storage-etcd-latency-graph" class="container h-full content-center bg-transparent backdrop:bg-black/70 backdrop:backdrop-blur-[2px]" data-astro-cid-d4yttbaw> <span class="relative mx-auto [&amp;>*:first-child]:bg-white block tablet:p-9 desktop-sm:p-12 rounded-3xl bg-white max-h-[calc(100vh-6rem)] overflow-y-auto" data-astro-cid-d4yttbaw> <figure class="content-image-component overflow-scroll max-h-[calc(100vh-12rem)]"> <img loading="lazy" class="w-full h-auto" srcset="https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776301016-managing-etcd-storage-etcd-latency-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3 3x, 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<p>Even if your nodes&#8217; disks are fast enough to support your cluster&#8217;s commit and apply activity, latency could still cause a bottleneck if you need to recover a failed node. Etcd&#8217;s HA architecture allows it to continue to function even if some nodes fail, as long as the majority of the cluster&#8217;s nodes are still operable. For example, you can lose one node of a three-node cluster, but you&#8217;ll have no tolerance for further failure until you replace the failed node with a new one. When a replacement node joins the cluster, it needs to write the entire etcd <a href="https://etcd.io/docs/v3.5/learning/glossary/#keyspace" target="_blank" rel="noopener noreferrer">keyspace</a> to its disk to achieve <a href="#key-features-of-etcd-storage-and-architecture">data consistency with the rest of the cluster</a>. A fast disk reduces the time it takes to restore your cluster&#8217;s HA status, limiting your risk.</p>
<p>See our <a href="https://www.datadoghq.com/blog/etcd-key-metrics/#disk-metrics">guide to monitoring etcd</a> for a look at key metrics you can track to ensure the performance of the disks in your etcd cluster.</p>
<p>You can minimize latency by configuring your etcd nodes to store their data on a local disk rather than a remote one. For example, if the nodes in your etcd cluster are Amazon EC2 instances, you can get <a href="https://etcd.io/blog/2017/etcd-deployments-on-aws/#disk" target="_blank" rel="noopener noreferrer">better performance</a> by storing data on their instance store volumes than on Amazon EBS volumes.</p>
<p>But using EBS to store etcd data can be safer, since those volumes persist independent of the EC2 lifecycle, whereas instance stores provide only <a href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/InstanceStorage.html" target="_blank" rel="noopener noreferrer">temporary storage</a> and are tied to a specific EC2 instance. You can manage EBS latency by using <a href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/ebs-optimized.html" target="_blank" rel="noopener noreferrer">EBS-optimized instances</a>, which provide dedicated bandwidth between the instance and the volume. You can also use <a href="https://docs.aws.amazon.com/ebs/latest/userguide/provisioned-iops.html" target="_blank" rel="noopener noreferrer">provisioned IOPS</a> to ensure a minimum level of IOPS for your EBS volumes.</p>
<h3 id="provide-sufficient-network-throughput"><a href="#provide-sufficient-network-throughput">Provide sufficient network throughput</a></h3>
<p>A healthy, performant <a href="https://etcd.io/docs/v3.5/op-guide/hardware/#network" target="_blank" rel="noopener noreferrer">network</a> is critical to ensuring your etcd cluster&#8217;s reliability and fast failure recovery. The Kubernetes API server sends read requests to etcd frequently, as well as write requests, which incur the overhead of <a href="https://www.datadoghq.com/blog/etcd-key-metrics/#high-availability-and-data-consistency">Raft&#8217;s data consistency activity</a>. Sufficient network throughput can help ensure that etcd can quickly execute routine operations like this. A fast network is also critical for occasional maintenance operations, such as when you need to restart kube-apiserver to revise its logging level, rotate keys, or update certificates. When kube-apiserver restarts, it needs to fetch a large volume of etcd data to populate its in-memory cache before it can process any updates to Kubernetes&#8217; state. Regular maintenance activities like this require a properly resourced and configured network to avoid degrading the performance of a growing Kubernetes cluster.</p>
<p>See our <a href="https://www.datadoghq.com/blog/etcd-key-metrics/#network-performance-metrics">guide to monitoring etcd</a> for a look at key metrics you can track to ensure that your network is fast and reliable.</p>
<p>To minimize network latency, you can deploy nodes in close proximity—for example, in the same data center. You can also use network-optimized nodes to host your etcd members, such as enhanced networking EC2 instances or <a href="https://learn.microsoft.com/en-us/azure/virtual-network/accelerated-networking-overview" target="_blank" rel="noopener noreferrer">Azure Accelerated Networking</a>.</p>
<h3 id="allocate-enough-memory-and-monitor-its-utilization"><a href="#allocate-enough-memory-and-monitor-its-utilization">Allocate enough memory and monitor its utilization</a></h3>
<p>Because a relatively <a href="#manage-the-size-of-your-etcd-data-store">small etcd data store</a> can support a large and busy Kubernetes cluster, etcd nodes don&#8217;t require a large amount of memory. Etcd stores its entire data store in memory—including an <a href="https://etcd.io/docs/v3.5/benchmarks/etcd-storage-memory-benchmark/" target="_blank" rel="noopener noreferrer">index</a> of keys—so the amount of memory used increases as the size of the data store grows. <a href="https://etcd.io/docs/v3.5/op-guide/hardware/#memory" target="_blank" rel="noopener noreferrer">Etcd documentation</a> recommends up to 64 GB of memory in each node, depending on the size of the data store.</p>
<p>Memory requirements are also influenced by the size and activity level of the Kubernetes cluster. Etcd uses memory for caching query results and for serving <a href="https://etcd.io/docs/v3.5/learning/api/#watch-api" target="_blank" rel="noopener noreferrer">watches</a>, which allow etcd clients—such as the Kubernetes API server—to track changes in the state of the cluster. <a href="https://etcd.io/docs/v3.5/benchmarks/etcd-3-watch-memory-benchmark/" target="_blank" rel="noopener noreferrer">Memory usage increases</a> as the number of watch clients increases, such as when controllers are added to the Kubernetes cluster.</p>
<h2 id="manage-the-size-of-your-etcd-data-store"><a href="#manage-the-size-of-your-etcd-data-store">Manage the size of your etcd data store </a></h2>
<p>The amount of data stored by etcd increases as your Kubernetes cluster grows to comprise more objects and as the history of each object incorporates a record of each change. But etcd enforces a limit on how large its data store can grow. The storage limit is configurable—its default is 2 GiB, and etcd recommends storing no more than <a href="https://etcd.io/docs/v3.5/dev-guide/limit/#storage-size-limit" target="_blank" rel="noopener noreferrer">8 GiB</a>. If the data store grows beyond the configured limit, etcd becomes read-only, which prevents Kubernetes from adding or updating objects. To ensure the health and performance of your growing Kubernetes cluster, you must manage the size of your etcd data store to avoid breaching the storage limit.</p>
<p>Etcd provides some automated maintenance operations that prevent the data store from growing faster than necessary. And there are manual steps and configuration options you can use to manage etcd&#8217;s growth. In this section, we&#8217;ll describe etcd&#8217;s <a href="#compact-etcd-to-prune-old-data">compaction</a> and <a href="#defragment-to-reclaim-disk-space">defragmentation</a> operations, which allow you to prevent the data store from growing faster than necessary. We&#8217;ll explain how you can <a href="#clear-event-objects-from-etcd">remove old event data</a> and <a href="#manage-the-size-of-your-pod-specs">optimize your pod specs</a> to use less space. And we&#8217;ll look at <a href="#provision-more-than-8-gib-for-etcd">increasing your etcd storage quota</a>.</p>
<h3 id="compact-etcd-to-prune-old-data"><a href="#compact-etcd-to-prune-old-data">Compact etcd to prune old data</a></h3>
<p>Recall that etcd uses MVCC to store each revision of each object, so when it writes a new version—for example, when you apply a new label to a pod—etcd retains the data that represents the previous revision of the object. Recent revisions can be useful for cluster administration or troubleshooting, but older revisions can become unnecessary as they age, adding to the size of the data store without providing any value.</p>
<p>Etcd&#8217;s <a href="https://etcd.io/docs/v3.5/op-guide/maintenance/#history-compaction-v3-api-key-value-database" target="_blank" rel="noopener noreferrer">compaction</a> operation removes old revisions, based either on an object&#8217;s age or on the number of newer revisions in the data store. The kube-apiserver automatically prompts etcd to perform compaction <a href="https://kubernetes.io/docs/reference/command-line-tools-reference/kube-apiserver/" target="_blank" rel="noopener noreferrer">every five minutes by default</a>, and you can also run it manually. Compaction reclaims the storage space that had been occupied by the outdated revisions, making it available for etcd to use for new data. Compaction is a preventive measure, without which etcd would experience degraded performance and eventually run out of space.</p>
<p>Compaction helps check etcd&#8217;s growth by removing old revisions, but you should maintain sufficient history to troubleshoot your Kubernetes cluster or perform routine administration tasks such as <a href="https://kubernetes.io/docs/concepts/workloads/controllers/deployment/#rolling-back-a-deployment" target="_blank" rel="noopener noreferrer">rolling back</a> a problematic deployment to a previous version.</p>
<p>You can adjust your deployments&#8217; <a href="https://kubernetes.io/docs/concepts/workloads/controllers/deployment/#clean-up-policy" target="_blank" rel="noopener noreferrer"><code>revisionHistoryLimit</code></a> field to influence how much historical data is kept in etcd. By default, Kubernetes stores 10 revisions of each deployment, but if you can safely reduce the amount of deployment history, you can optimize the size of your etcd data store by reducing this number.</p>
<p>Compaction frees up space, but it doesn&#8217;t shrink the size of the database; etcd can use that space to store new data, but it&#8217;s not yet available to the host&#8217;s operating system (OS). We&#8217;ll talk about defragmentation, which enables you to reduce the data store, next.</p>
<h3 id="defragment-to-reclaim-disk-space"><a href="#defragment-to-reclaim-disk-space">Defragment to reclaim disk space</a></h3>
<p><a href="https://etcd.io/docs/v3.5/op-guide/maintenance/#defragmentation" target="_blank" rel="noopener noreferrer">Defragmentation</a> reclaims the freed space and returns it for use by the OS, effectively making the data store smaller. Defragmentation complements the compaction operation to let you manage the growth of your etcd data store.</p>
<p>Etcd doesn&#8217;t automatically execute defragmentation because the process can <a href="https://etcd.io/blog/2023/how_to_debug_large_db_size_issue/#compaction--defragmentation" target="_blank" rel="noopener noreferrer">significantly impact performance</a>, disrupting Kubernetes activity and causing user-facing performance and reliability issues. You must manually trigger defragmentation on each node in the etcd cluster, and etcd recommends <a href="https://etcd.io/docs/v3.5/op-guide/maintenance/#defragmentation" target="_blank" rel="noopener noreferrer">defragmenting only one node at a time</a>. Because defragmentation can cause 5xx errors, you should first remove the node from the cluster to minimize the risk of detectable performance degradation. To further mitigate the performance impact of defragmentation, you can speed up the process by <a href="#clear-event-objects-from-etcd">limiting the size of your etcd data store</a>.</p>
<p>Defragmentation is a resource-intensive operation and you should run it only as often as your cluster requires it, based on the growth of your data store. Because this is a manual operation, you should monitor your etcd storage, watching the <a href="https://etcd.io/docs/v3.5/metrics/etcd-metrics-latest.txt" target="_blank" rel="noopener noreferrer">total size of the database</a> to determine when a defragmentation operation is needed. Once you&#8217;ve defragmented, you should see the size of your data store decrease sharply, as illustrated in the screenshot below.</p>
<div class="content-image-wrapper tablet:col-span-12 desktop-sm:col-span-8"> <div class="content-image-component"> <!-- Render an image with optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2.5 2.5x, 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srcset="https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=4 4x"><img loading="lazy" class="h-auto max-w-full tablet:cursor-zoom-in" id="open-popup--1776301021-managing-etcd-storage-etcd-size-graph" src="https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="A screenshot of a Datadog graphs showing a drop in the value of the etcd.mvcc.db.total.size.in_use.bytes metric." title="A screenshot of a Datadog graphs showing a drop in the value of the etcd.mvcc.db.total.size.in_use.bytes metric." width="3540" height="834"></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--1776301021-managing-etcd-storage-etcd-size-graph" data-trigger-id="open-popup--1776301021-managing-etcd-storage-etcd-size-graph" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776301021-managing-etcd-storage-etcd-size-graph" class="container h-full content-center bg-transparent backdrop:bg-black/70 backdrop:backdrop-blur-[2px]" data-astro-cid-d4yttbaw> <span class="relative mx-auto [&amp;>*:first-child]:bg-white block tablet:p-9 desktop-sm:p-12 rounded-3xl bg-white max-h-[calc(100vh-6rem)] overflow-y-auto" data-astro-cid-d4yttbaw> <figure class="content-image-component overflow-scroll max-h-[calc(100vh-12rem)]"> <img loading="lazy" class="w-full h-auto" srcset="https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=4 4x" src="https://web-assets.dd-static.net/42588/1776301021-managing-etcd-storage-etcd-size-graph.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="A screenshot of a Datadog graphs showing a drop in the value of the etcd.mvcc.db.total.size.in_use.bytes metric." width="1026"> </figure> <div class="desktop-sm:p-6 absolute top-0 right-0 z-10 p-3" data-astro-cid-d4yttbaw> <button title="Close dialog" aria-label="Close dialog" data-dd-action-name="dialog: icon: close dialog" class="flex items-center gap-1 tablet:gap-1.5 desktop-sm:gap-2 h-fit group
"><span class="sr-only">Close dialog</span><svg aria-hidden="true" focusable="false" width="32" height="32" viewBox="0 0 32 32" xmlns="http://www.w3.org/2000/svg" class="h-6 w-6 fill-grey-400 hover:fill-purple-300 order-2 transition-default">
<path d="M7.6029 5.72327L5.71729 7.60889L24.3849 26.2765L26.2705 24.3909L7.6029 5.72327Z"></path>
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</svg></button> </div> </span> </dialog> </dialog-wrapper> </div> </div>
<p>You can alert on the data store&#8217;s growth to ensure enough time to defragment all of your etcd nodes before they breach their storage quota. In the screenshot below, an alert is defined that will automatically notify the <code>k8s-infra</code> team if the size of the etcd data store on any node increases above 2 GiB.</p>
<div class="content-image-wrapper tablet:col-span-12 desktop-sm:col-span-8"> <div class="content-image-component"> <!-- Render an image with optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=4 4x"><source media="(min-width: 768px) and (max-width: 1024px)" srcset="https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=4 4x"><source media="(min-width: 1025px)" srcset="https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=4 4x"><img loading="lazy" class="h-auto max-w-full tablet:cursor-zoom-in" id="open-popup--1776301025-managing-etcd-storage-etcd-monitor" src="https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="A screenshot of Datadog’s new monitor page, defining an alert that triggers if etcd’s data store grows above 2 GiB." title="A screenshot of Datadog’s new monitor page, defining an alert that triggers if etcd’s data store grows above 2 GiB." width="3399" height="3085"></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--1776301025-managing-etcd-storage-etcd-monitor" data-trigger-id="open-popup--1776301025-managing-etcd-storage-etcd-monitor" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776301025-managing-etcd-storage-etcd-monitor" class="container h-full content-center bg-transparent backdrop:bg-black/70 backdrop:backdrop-blur-[2px]" data-astro-cid-d4yttbaw> <span class="relative mx-auto [&amp;>*:first-child]:bg-white block tablet:p-9 desktop-sm:p-12 rounded-3xl bg-white max-h-[calc(100vh-6rem)] overflow-y-auto" data-astro-cid-d4yttbaw> <figure class="content-image-component overflow-scroll max-h-[calc(100vh-12rem)]"> <img loading="lazy" class="w-full h-auto" srcset="https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=4 4x" src="https://web-assets.dd-static.net/42588/1776301025-managing-etcd-storage-etcd-monitor.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="A screenshot of Datadog’s new monitor page, defining an alert that triggers if etcd’s data store grows above 2 GiB." width="1026"> </figure> <div class="desktop-sm:p-6 absolute top-0 right-0 z-10 p-3" data-astro-cid-d4yttbaw> <button title="Close dialog" aria-label="Close dialog" data-dd-action-name="dialog: icon: close dialog" class="flex items-center gap-1 tablet:gap-1.5 desktop-sm:gap-2 h-fit group
"><span class="sr-only">Close dialog</span><svg aria-hidden="true" focusable="false" width="32" height="32" viewBox="0 0 32 32" xmlns="http://www.w3.org/2000/svg" class="h-6 w-6 fill-grey-400 hover:fill-purple-300 order-2 transition-default">
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</svg></button> </div> </span> </dialog> </dialog-wrapper> </div> </div>
<p>See the <a href="https://etcd.io/blog/2023/how_to_debug_large_db_size_issue/" target="_blank" rel="noopener noreferrer">etcd blog</a> for further guidance on using compaction and defragmentation to manage the size of your etcd data store.</p>
<h3 id="clear-event-objects-from-etcd"><a href="#clear-event-objects-from-etcd">Clear event objects from etcd</a></h3>
<p>Kubernetes events are records of your cluster&#8217;s activity and they chronicle every change that takes place there. Each time an object in the cluster changes state—for example, when a pod is added or removed as part of an autoscaling activity—etcd records the event. In a busy cluster, event objects often far outnumber other types of objects stored in etcd, and as a result they account for a substantial portion of etcd&#8217;s stored data. Many events only document <a href="https://www.datadoghq.com/blog/monitor-kubernetes-events/#understand-the-structure-of-kubernetes-events">normal</a> Kubernetes behavior and may not offer any value in cluster administration or troubleshooting. Some types of events can be initially useful for <a href="https://www.datadoghq.com/blog/monitor-kubernetes-events/">troubleshooting</a> your cluster&#8217;s performance—such as investigating a pod that can&#8217;t be created or a volume that can&#8217;t be attached—but the value of those events declines as they age.</p>
<p>Kubernetes removes events automatically upon expiration of their time-to-live (TTL), which is one hour by default. You can decrease the TTL—prompting Kubernetes to delete events more frequently—by passing your preferred value in the <a href="https://kubernetes.io/docs/reference/command-line-tools-reference/kube-apiserver/" target="_blank" rel="noopener noreferrer"><code>--event-ttl</code></a> option when you start kube-apiserver. But waiting for events to age out may not be sufficient to manage etcd&#8217;s growth in a highly dynamic Kubernetes cluster. Instead, you can manually remove event data from etcd at any time to regain that storage space. For example, once you&#8217;ve identified events—or any other type of Kubernetes object—that you no longer need, you can use <a href="https://kubernetes.io/docs/reference/kubectl/generated/kubectl_delete/" target="_blank" rel="noopener noreferrer"><code>kubectl delete</code></a> to manually remove records from etcd. After clearing unnecessary event objects, you&#8217;ll need to run etcd&#8217;s <a href="#compact-etcd-to-prune-old-data">compaction</a> and <a href="#defragment-to-reclaim-disk-space">defragmentation</a> processes to reclaim the space they had occupied.</p>
<h3 id="manage-the-size-of-your-pod-specs"><a href="#manage-the-size-of-your-pod-specs">Manage the size of your pod specs</a></h3>
<p>While you can efficiently create and maintain the pods in your Kubernetes cluster using lightweight YAML files, it&#8217;s possible for pod specifications to become very large. For example, if your pod specs contain embedded libraries or large amounts of configuration data, they can cause bloat in your etcd data store, especially if they&#8217;re updated frequently. Remember that because of etcd&#8217;s MVCC capabilities, each time a pod is updated—for example, when you add a label—etcd creates a new revision of its pod spec, but the previous version is retained until it&#8217;s removed by compaction.</p>
<p>You can better manage your etcd storage space by optimizing your pod specifications, such as to use a <a href="https://kubernetes.io/docs/concepts/configuration/configmap/" target="_blank" rel="noopener noreferrer">ConfigMap</a> or a mounted <a href="https://kubernetes.io/docs/concepts/storage/volumes/" target="_blank" rel="noopener noreferrer">volume</a> to store configuration data. These approaches ensure that the data is stored outside of your pod specs, and that when Kubernetes creates new pod versions, it doesn&#8217;t need to also create new copies of the associated data.</p>
<h3 id="provision-more-than-8-gib-for-etcd"><a href="#provision-more-than-8-gib-for-etcd">Provision more than 8 GiB for etcd</a></h3>
<p>Although the documentation <a href="https://etcd.io/docs/v3.5/dev-guide/limit/#storage-size-limit" target="_blank" rel="noopener noreferrer">suggests 8 GiB as the maximum size</a> of the data store, etcd can support a storage quota larger than that, and you can <a href="https://etcd.io/blog/2023/how_to_debug_large_db_size_issue/#solutions" target="_blank" rel="noopener noreferrer">configure your cluster with more storage</a> if necessary. To ensure capacity for a larger data store, you may need to increase the amount of memory and disk space on your etcd hosts. And with a larger data store, compaction and defragmentation operations may take longer, so ensuring that your etcd hosts have <a href="#ensure-sufficient-resources-for-your-etcd-cluster">sufficient resources</a> becomes even more important.</p>
<h2 id="deploy-multiple-etcd-clusters"><a href="#deploy-multiple-etcd-clusters">Deploy multiple etcd clusters</a></h2>
<p>Recall that <a href="#clear-event-objects-from-etcd">a substantial portion of etcd&#8217;s storage is used to hold event objects</a>. Cluster activity that causes a spike in events—such as rolling back a large deployment, which generates event records for each affected pod—can quickly exhaust the available space in your data store and render your Kubernetes cluster inoperable. To mitigate the risk that an influx of events will affect your cluster&#8217;s performance, you can <a href="https://kubernetes.io/docs/setup/best-practices/cluster-large/#etcd-storage" target="_blank" rel="noopener noreferrer">configure etcd</a> to store events in a cluster separate from the one that holds other object types. (This assumes an <a href="https://kubernetes.io/docs/setup/production-environment/tools/kubeadm/ha-topology/#external-etcd-topology" target="_blank" rel="noopener noreferrer">external etcd</a> architecture and isn&#8217;t an option in the case of a <a href="https://kubernetes.io/docs/setup/production-environment/tools/kubeadm/ha-topology/#stacked-etcd-topology" target="_blank" rel="noopener noreferrer">stacked etcd</a> cluster.) By isolating event objects onto dedicated infrastructure, you can ensure that the rest of the control plane won&#8217;t be affected by a spike in events.</p>
<p>Once you&#8217;ve created your event-specific etcd cluster, you can restart kube-apiserver using the <a href="https://kubernetes.io/docs/reference/command-line-tools-reference/kube-apiserver/" target="_blank" rel="noopener noreferrer"><code>--etcd-servers-overrides</code></a> parameter to configure Kubernetes to send event data to that cluster, as described in the <a href="https://etcd.io/blog/2023/how_to_debug_large_db_size_issue/#solutions" target="_blank" rel="noopener noreferrer">etcd blog</a>. Make sure to create appropriate monitors on the new cluster to proactively manage its space in addition to the original etcd cluster.</p>
<h2 id="proactively-maintain-etcd-to-operate-healthy-kubernetes-clusters"><a href="#proactively-maintain-etcd-to-operate-healthy-kubernetes-clusters">Proactively maintain etcd to operate healthy Kubernetes clusters</a></h2>
<p>As your Kubernetes cluster grows in size and complexity, it&#8217;s increasingly important to effectively manage your etcd data store. By leveraging etcd&#8217;s built-in management functions, allocating sufficient cluster resources, and actively monitoring and maintaining your etcd data, you can continue to grow your Kubernetes cluster without breaching etcd&#8217;s data storage limits.</p>
<p>Datadog&#8217;s <a href="https://app.datadoghq.com/integrations/etcd?search=etcd">etcd integration</a> collects key metrics from your cluster and allows you to visualize etcd performance. To get started quickly monitoring etcd, see the out-of-the-box dashboards for etcd <a href="https://app.datadoghq.com/screen/integration/75/etcd-v2---overview">version 2</a> or <a href="https://app.datadoghq.com/dash/integration/30289/etcd-v3---overview">version 3</a>, and create <a href="https://docs.datadoghq.com/monitors/">monitors</a> to notify you of changes in key metrics that could indicate cluster health issues.</p>
<p>See our documentation for more information about monitoring your <a href="https://docs.datadoghq.com/integrations/etcd/">etcd</a> and <a href="https://docs.datadoghq.com/integrations/kubernetes/">Kubernetes</a> clusters. For a deep dive into key etcd metrics to watch and alert on, see our <a href="https://www.datadoghq.com/blog/etcd-key-metrics/">etcd monitoring guide</a>. If you&#8217;re not already using Datadog, you can get started with a <a href="#" class="signup-trigger">14-day free trial</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/managing-etcd-storage/" 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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</svg> </a> </li> </ul></div></section><!-- Sidebar — second in DOM; CSS Grid places it visually left on desktop --><div class="desktop-sm:col-span-3 desktop-sm:col-start-1 desktop-sm:row-start-1 hidden desktop-sm:flex flex-col justify-between desktop-sm:pr-10 print:hidden"><aside class="aside-toc desktop-sm:block desktop-sm:sticky desktop-sm:top-[115px] hidden font-national-book border-t border-t-purple-600"> <nav class="toc desktop-sm:pt-4"> <p class="desktop-sm:mb-4 font-bold font-national text-16 leading-20">How to support a growing Kubernetes cluster with a small etcd</p> <ul class="flex flex-col gap-1">
<li class="leading-20 group">
<a href="#key-features-of-etcd-storage-and-architecture" data-dd-action-name="toc: heading: Key features of etcd storage and architecture" 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">
Key features of etcd storage and architecture
</a>
</li>
<li class="leading-20 group">
<a href="#ensure-sufficient-resources-for-your-etcd-cluster" data-dd-action-name="toc: heading: Ensure sufficient resources for your etcd cluster" 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">
Ensure sufficient resources for your etcd cluster
</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="#use-low-latency-storage" data-dd-action-name="toc: heading: Use low-latency storage" class="inline-block font-national font-normal border-l-2 [.active]:font-bold hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 active:text-purple-800 [.active>&]:font-bold [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-8000">Use low-latency storage</a></li><li class="leading-4 hover:text-purple-300"><a href="#provide-sufficient-network-throughput" data-dd-action-name="toc: heading: Provide sufficient network throughput" 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">Provide sufficient network throughput</a></li><li class="leading-4 hover:text-purple-300"><a href="#allocate-enough-memory-and-monitor-its-utilization" data-dd-action-name="toc: heading: Allocate enough memory and monitor its utilization" 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">Allocate enough memory and monitor its utilization</a></li></ul>
</li>
<li class="leading-20 group">
<a href="#manage-the-size-of-your-etcd-data-store" data-dd-action-name="toc: heading: Manage the size of your etcd data store " 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">
Manage the size of your etcd data store
</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="#compact-etcd-to-prune-old-data" data-dd-action-name="toc: heading: Compact etcd to prune old data" 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">Compact etcd to prune old data</a></li><li class="leading-4 hover:text-purple-300"><a href="#defragment-to-reclaim-disk-space" data-dd-action-name="toc: heading: Defragment to reclaim disk space" 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">Defragment to reclaim disk space</a></li><li class="leading-4 hover:text-purple-300"><a href="#clear-event-objects-from-etcd" data-dd-action-name="toc: heading: Clear event objects from etcd" 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">Clear event objects from etcd</a></li><li class="leading-4 hover:text-purple-300"><a href="#manage-the-size-of-your-pod-specs" data-dd-action-name="toc: heading: Manage the size of your pod specs" 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">Manage the size of your pod specs</a></li><li class="leading-4 hover:text-purple-300"><a href="#provision-more-than-8-gib-for-etcd" data-dd-action-name="toc: heading: Provision more than 8 GiB for etcd" 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">Provision more than 8 GiB for etcd</a></li></ul>
</li>
<li class="leading-20 group">
<a href="#deploy-multiple-etcd-clusters" data-dd-action-name="toc: heading: Deploy multiple etcd clusters" 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">
Deploy multiple etcd clusters
</a>
</li>
<li class="leading-20 group">
<a href="#proactively-maintain-etcd-to-operate-healthy-kubernetes-clusters" data-dd-action-name="toc: heading: Proactively maintain etcd to operate healthy Kubernetes clusters" 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">
Proactively maintain etcd to operate healthy Kubernetes clusters
</a>
</li>
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Observability</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-observability" 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]">Infrastructure</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/infrastructure-monitoring/">Infrastructure 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/metrics/">Custom Metrics</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/network-monitoring/">Network 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/container-monitoring/">Container 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/kubernetes-autoscaling/">Kubernetes Autoscaling</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/serverless-monitoring/">Serverless 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/cloud-cost-management/">Cloud Cost 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/storage-management/">Storage 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/gpu-monitoring/">GPU Monitoring</a></li></ul></li><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Applications</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/apm/">Application Performance 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/universal-service-monitoring/">Universal Service 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/code-profiling/">Continuous Profiler</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/dynamic-instrumentation/">Dynamic Instrumentation</a></li></ul></li><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Data</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/database-monitoring/">Database 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/products/observability/data-observability/">Data 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/data-streams-monitoring/">Data Streams Monitoring</a></li></ul></li><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Logs</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/log-management/">Log 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/audit-trail/">Audit Trail</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/observability-pipelines/">Observability Pipelines</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/error-tracking/">Error Tracking</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/byoc-logs/">Bring Your Own Cloud Log Management</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:1"></li><li class="footer-category-wrapper w-full tablet:px-3 tablet:w-1/3 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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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</svg>
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>
<path d="M30.667 22.625v0.087c-0.006 4.392-3.565 7.95-7.956 7.955h-0.085c-3.937-0.005-7.205-2.864-7.845-6.62l-0.007-0.047h-3.107l4.333-4.333 4.333 4.333h-2.833c0.6 2.315 2.669 3.998 5.131 4h0.087c2.916-0.009 5.278-2.373 5.282-5.29v-0.085c-0.003-2.921-2.369-5.288-5.29-5.292h-13.42c-4.393-0.004-7.954-3.565-7.957-7.958v-0.087c0.006-4.392 3.565-7.95 7.956-7.955h0.085c4.393 0.004 7.954 3.564 7.958 7.956v2.044h-2.667v-2.043c-0.004-2.921-2.371-5.287-5.291-5.29h-0.087c-2.919 0.005-5.285 2.371-5.288 5.29v0.085c0.003 2.921 2.369 5.288 5.29 5.292h13.42c4.393 0.004 7.954 3.565 7.957 7.958v0z"></path>
</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>
</svg>
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">
<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-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">
<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" 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</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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