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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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https://web-assets.dd-static.net/42588/1776292173-burn-rate-is-better-error-rate-burn_rate_hero.png?format=auto&amp;fit=crop&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;height=711&amp;dpr=4 4x"><img loading="eager" fetchpriority="high" class="h-auto rounded tablet:rounded-md desktop:rounded-lg w-full aspect-[380/193] object-cover" id="1776292173-burn-rate-is-better-error-rate-burn_rate_hero" src="https://web-assets.dd-static.net/42588/1776292173-burn-rate-is-better-error-rate-burn_rate_hero.png?format=auto&amp;fit=crop&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;height=711&amp;dpr=1" alt="Burn rate is a better error rate" title="Burn rate is a better error rate" width="1400" height="711"></picture><script type="module">window.matchMedia("(prefers-reduced-motion: reduce)").matches&&document.querySelectorAll("video").forEach(e=>{e.autoplay=!1,e.controls=!0});</script> </figure> <!-- TODO: Update src with widths related to dialog size constraints + make img src dynamic (to avoid load unless requested via click) --> </div></header><div class="container desktop-sm:grid desktop-sm:grid-cols-12 desktop-sm:gap-10"><!-- Main Content — first in DOM so it streams before the sidebar --><section class="article-content desktop-sm:col-span-9 desktop-sm:col-start-4 desktop-sm:grid desktop-sm:grid-cols-9 desktop-sm:h-fit desktop:text-20 desktop:leading-28 tablet:text-18 tablet:leading-26"><div class="desktop-sm:col-span-6 grid grid-cols-1 mobile-lg:grid-cols-2 desktop-sm:gap-x-10 tablet:gap-x-6 tablet:gap-y-4 gap-y-2"><div class="flex tablet:h-12 gap-4 items-center"><div class="content-image-component"> <!-- Render an image with optional popup functionality and caption --> <figure class> <picture><source media="(max-width: 767px)" srcset="https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?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/42588/1776292168-james_frullo.jpeg?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/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?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/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?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/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=4 4x"><source media="(min-width: 1025px)" srcset="https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=1 1x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=1.5 1.5x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=2 2x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=2.5 2.5x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=3 3x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=3.5 3.5x, https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=4 4x"><img loading="eager" fetchpriority="high" class="h-auto rounded-full w-12 h-12" id="1776292168-james_frullo" src="https://web-assets.dd-static.net/42588/1776292168-james_frullo.jpeg?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=48&amp;dpr=1" alt="James Frullo" title="James Frullo" 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">James Frullo</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>While building our <a href="https://www.datadoghq.com/blog/define-and-manage-slos/">Service Level Objectives (SLO) product</a>, our team at Datadog often needs to consider how error budget and burn rate work in practice. Although error budgets and burn rates are discussed in foundational sources such as Google&#8217;s <a href="https://sre.google/sre-book/table-of-contents/" target="_blank" rel="noopener noreferrer">Site Reliability Workbook</a>, for many these terms remain ambiguous. Is an error budget some static number of requests or a percentage of requests? Does burn rate indicate how fast I’m spending a fixed quantity, or is it just another way to express error rate?</p>
<p>In this post, we&#8217;ll demystify the concepts of error budgets and burn rates. First, a spoiler—a burn rate is almost the same thing as an error rate (with one significant improvement), so if you care about the error rate for a service, you should care even more about the burn rate.</p>
<h2 id="what-is-an-error-budget"><a href="#what-is-an-error-budget">What is an error budget?</a></h2>
<p>One way to think about error budget for SLOs is that all services have an acceptable error rate. You should never set out to be 100 percent reliable because that means you are promising 0 percent error rates (i.e., your service will never fail), which is unachievable for most real-world services. Once you accept that your service will have some errors, then you’re allowing yourself a “budget” for errors which you can then “spend” over time.</p>
<p>This is the first point where confusion creeps in. It’s hard to find a firm definition of error budget in the Google SRE Workbook; in <a href="https://sre.google/workbook/error-budget-policy/" target="_blank" rel="noopener noreferrer">Appendix B</a>, we get a seemingly straightforward definition:</p>
<p><em><strong>An error budget is 1 minus the SLO of the service. A 99.9% SLO service has a 0.1% error budget.</strong></em></p>
<p>Technically, it should be defined as one minus the target of the SLO rather than “one minus the SLO.” This seems like a simple enough definition, but in other places, you’ll see the error budget defined as an amount of time or a number of requests. Where do these numbers come from and how can they also be the error budget?</p>
<p>Let&#8217;s say we have a web store service with a 99 percent SLO target. In that case, our error budget is:</p>
<p><em><strong>error budget = 1 - target = 1 - .99 = 0.01, or 1%</strong></em></p>
<p>Suppose our service had a total of 70,000 hits over seven days. We can calculate how many errors we are allowed before breaching our SLO.</p>
<p><em><strong>errors before breach = hits error budget = 70,000 x 0.01 = 700</strong></em></p>
<p>Therefore, we can have 700 errors over seven days and still meet our SLO. Some people would call this number—700—our error budget instead of 1 percent.</p>
<p>There’s another kind of SLO based on uptime, and over a seven-day period, the amount of allowed downtime might also be called the error budget. In the case of a 99 percent target, we calculate allowed downtime as:</p>
<p><em><strong>allowed downtime = 7 days x .01 = .07 days = 1 hour, 40 minutes, 48 seconds</strong></em></p>
<p>An error budget, then, could refer to a percentage, a number of hits, or an amount of time, making it difficult to determine what usage is most appropriate.</p>
<h3 id="how-error-budgets-are-interpreted"><a href="#how-error-budgets-are-interpreted">How error budgets are interpreted </a></h3>
<p>As we&#8217;ve seen, there are two ways to interpret an error budget: as a quantity (number of requests, number of minutes, etc.) or as a percentage (allowed or ideal error rate). For our example web store, our error budget is 1 percent according to the percentage interpretation but 700 requests according to the quantity interpretation.</p>
<p>Which interpretation is right? You might expect us to say that there’s value in both interpretations. But the quantity interpretation is less useful for one important reason—SLOs are typically calculated over rolling window time frames.</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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=767&amp;dpr=2 2x, 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srcset="https://web-assets.dd-static.net/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1024&amp;dpr=3 3x, 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https://web-assets.dd-static.net/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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--1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01" src="https://web-assets.dd-static.net/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Figure 1: Rolling Window SLOs" title="Figure 1: Rolling Window SLOs" width="3388" height="1432"></picture> <figcaption class="mt-4 px-15 p-small italic text-grey-600">Figure 1: Rolling Window SLOs</figcaption> </figure> <!-- TODO: Update src with widths related to dialog size constraints + make img src dynamic (to avoid load unless requested via click) --> <dialog-wrapper data-id="dialog-popup--1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01" data-trigger-id="open-popup--1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog 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https://web-assets.dd-static.net/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.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/42588/1776292178-burn-rate-is-better-error-rate-burn_rate_diagram01.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1026&amp;dpr=4 4x" 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<p>As the above diagram shows, over an initial seven day time frame we were meeting our 99 percent target since our SLI was 99.6 percent. One day later, however, we see that our SLI is at 98.4 percent, meaning we are out of compliance. In general, the status can change not just from day to day but from minute to minute. Old errors roll out of our rolling window and new errors roll in, and total hits are also changing constantly. We had an error budget of 700 errors, but then one day later, it was 800 errors (<em>80,000 hits x 0.01 error budget = 800</em>). The same is true for uptime because old downtime rolls out of the rolling window. Since the total time stays constant, the quantity interpretation for uptime is certainly more stable. In any case, the quantity interpretation of error budget yields a variable and not a constant, and that makes it hard to use because it’s hard to hit a moving target.</p>
<p>It’s important to keep in mind the ambiguity around what “error budget” refers to as we begin to talk about our next topic: burn rate.</p>
<h2 id="defining-burn-rates"><a href="#defining-burn-rates">Defining burn rates </a></h2>
<p>The burn rate concept is explained in the Google Site Reliability Workbook in <a href="https://sre.google/workbook/alerting-on-slos/" target="_blank" rel="noopener noreferrer">Chapter 5</a>.</p>
<p><em><strong>Burn rate is how fast, relative to the SLO, the service consumes the error budget.</strong></em></p>
<p>Put simply, burn rate is the ratio of your error rate to your error budget (the percentage).</p>
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-206 250 -206Q167 -206 107 -175Q29 -140 29 -75Q29 -39 50 -15T92 18L103 24Q67 55 67 108Q67 155 96 193Q52 237 52 292Q52 355 102 398T223 442Q274 442 318 416L329 409ZM299 343Q294 371 273 387T221 404Q192 404 171 388T145 343Q142 326 142 292Q142 248 149 227T179 192Q196 182 222 182Q244 182 260 189T283 207T294 227T299 242Q302 258 302 292T299 343ZM403 -75Q403 -50 389 -34T348 -11T299 -2T245 0H218Q151 0 138 -6Q118 -15 107 -34T95 -74Q95 -84 101 -97T122 -127T170 -155T250 -167Q319 -167 361 -139T403 -75Z" transform="translate(4427,0)"></path><path data-c="65" d="M28 218Q28 273 48 318T98 391T163 433T229 448Q282 448 320 430T378 380T406 316T415 245Q415 238 408 231H126V216Q126 68 226 36Q246 30 270 30Q312 30 342 62Q359 79 369 104L379 128Q382 131 395 131H398Q415 131 415 121Q415 117 412 108Q393 53 349 21T250 -11Q155 -11 92 58T28 218ZM333 275Q322 403 238 411H236Q228 411 220 410T195 402T166 381T143 340T127 274V267H333V275Z" transform="translate(4927,0)"></path><path data-c="74" d="M27 422Q80 426 109 478T141 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<p>For example, on Day 2, our web store service had 100 errors during the day (see Figure 1):</p>
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61V619Z"></path><path data-c="72" d="M36 46H50Q89 46 97 60V68Q97 77 97 91T98 122T98 161T98 203Q98 234 98 269T98 328L97 351Q94 370 83 376T38 385H20V408Q20 431 22 431L32 432Q42 433 60 434T96 436Q112 437 131 438T160 441T171 442H174V373Q213 441 271 441H277Q322 441 343 419T364 373Q364 352 351 337T313 322Q288 322 276 338T263 372Q263 381 265 388T270 400T273 405Q271 407 250 401Q234 393 226 386Q179 341 179 207V154Q179 141 179 127T179 101T180 81T180 66V61Q181 59 183 57T188 54T193 51T200 49T207 48T216 47T225 47T235 46T245 46H276V0H267Q249 3 140 3Q37 3 28 0H20V46H36Z" transform="translate(681,0)"></path><path data-c="72" d="M36 46H50Q89 46 97 60V68Q97 77 97 91T98 122T98 161T98 203Q98 234 98 269T98 328L97 351Q94 370 83 376T38 385H20V408Q20 431 22 431L32 432Q42 433 60 434T96 436Q112 437 131 438T160 441T171 442H174V373Q213 441 271 441H277Q322 441 343 419T364 373Q364 352 351 337T313 322Q288 322 276 338T263 372Q263 381 265 388T270 400T273 405Q271 407 250 401Q234 393 226 386Q179 341 179 207V154Q179 141 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<p>Note that since burn rate is the ratio of two error rates, it’s a unitless number. A burn rate value of one indicates you are on pace to exactly burn through your error budget. Any rate above one means that you’ll exceed your budget if you sustain that rate. For example, a sustained rate of two will mean you’ll exceed your budget in half of the SLO time frame.</p>
<p>This is how the <a href="https://sre.google/workbook/alerting-on-slos/" target="_blank" rel="noopener noreferrer">Google book visualizes burn rate</a>:</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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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--1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02" src="https://web-assets.dd-static.net/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="burn_rate_diagram02" title="burn_rate_diagram02" width="3388" height="1548"></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--1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02" data-trigger-id="open-popup--1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02" 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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.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/42588/1776292182-burn-rate-is-better-error-rate-burn_rate_diagram02.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="burn_rate_diagram02" 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>
<path d="M24.3849 5.7235L5.71729 24.3911L7.6029 26.2767L26.2705 7.60911L24.3849 5.7235Z"></path>
</svg></button> </div> </span> </dialog> </dialog-wrapper> </div> </div>
<p>Here, the example uses a 30-day SLO. A burn rate of two means the error budget will be exhausted after 15 days—half of the SLO time frame. A burn rate of 10 means the error budget will be exhausted in just 3 days—one tenth of the SLO time frame. However, thinking about time until exhaustion can also be confusing because it’s only theoretical. It assumes a constant burn rate, but burn rate is typically moving around just as the error rate is moving around. Remember, the burn rate is directly proportional to the error rate.</p>
<p>Though burn rate is nearly identical to error rate, our stance is that <strong>burn rate is a better error rate</strong>. Looking at an error rate in isolation, you might ask: is this error rate too high? Burn rate answers this question by taking into account the expected error rate—i.e., the error budget—which was decided on by the service owners in accordance with their service reliability goals. The ratio of error rate to error budget is useful because if it is at or below one, the error rate is acceptable. If it’s higher than one, the error rate is higher than the service owner would expect.</p>
<h3 id="looking-at-burn-rates-over-different-time-intervals"><a href="#looking-at-burn-rates-over-different-time-intervals">Looking at burn rates over different time intervals</a></h3>
<p>Now that we&#8217;ve defined what a burn rate is, let&#8217;s look at another really important dimension: the time frame associated with burn rates. Because burn rates are typically used for alerting, they are more useful over periods of time much shorter than SLOs. You want to know if you’re having an incident right now—not days later.</p>
<p>Let’s look at an example. With our web store service, we saw that we were getting 10,000 hits per day. Zooming in, we can use 10-minute intervals instead of one-day intervals for higher granularity:</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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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--1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03" src="https://web-assets.dd-static.net/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="burn_rate_diagram03" title="burn_rate_diagram03" width="3388" height="832"></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--1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03" data-trigger-id="open-popup--1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03" 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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.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/42588/1776292186-burn-rate-is-better-error-rate-burn_rate_diagram03.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="burn_rate_diagram03" 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>
<path d="M24.3849 5.7235L5.71729 24.3911L7.6029 26.2767L26.2705 7.60911L24.3849 5.7235Z"></path>
</svg></button> </div> </span> </dialog> </dialog-wrapper> </div> </div>
<p>Using this data, we can compute burn rate over a variety of intervals. For example, here are the burn rates for the first seven 10-minute intervals.</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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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--1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06" src="https://web-assets.dd-static.net/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="burn_rate_diagram06" title="burn_rate_diagram06" width="3388" height="1464"></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--1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06" data-trigger-id="open-popup--1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06" 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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.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/42588/1776292190-burn-rate-is-better-error-rate-burn_rate_diagram06.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="burn_rate_diagram06" 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>
<path d="M24.3849 5.7235L5.71729 24.3911L7.6029 26.2767L26.2705 7.60911L24.3849 5.7235Z"></path>
</svg></button> </div> </span> </dialog> </dialog-wrapper> </div> </div>
<p>Suppose we want to create an alert when the burn rate for the web store is high. In this example, we’ll use 10-minute intervals. We’ll set up our alert to go off when the burn rate exceeds 10, which is a reasonable threshold for an alert because it means our error rate is 10 times higher than it ideally should be. So, let’s compute the burn rate for each of these intervals:</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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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--1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05" src="https://web-assets.dd-static.net/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="burn_rate_diagram05" title="burn_rate_diagram05" width="3388" height="622"></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--1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05" data-trigger-id="open-popup--1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05" 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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.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/42588/1776292194-burn-rate-is-better-error-rate-burn_rate_diagram05.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="burn_rate_diagram05" 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>
<path d="M24.3849 5.7235L5.71729 24.3911L7.6029 26.2767L26.2705 7.60911L24.3849 5.7235Z"></path>
</svg></button> </div> </span> </dialog> </dialog-wrapper> </div> </div>
<p>At minute 30, we see that the burn rate exceeds our threshold of 10, and so we would be alerted at this point. Note that this is identical to a traditional error rate monitor with an error rate threshold of 10 percent (since our error budget is 1 percent, and 10 percent is ten times higher than that).</p>
<p>Using our initial error budget example from above, we calculated that we’re allowed to have 700 errors over the course of seven days. If we spread this out, that comes to nearly 0.7 errors every 10 minutes. So how did we calculate a burn rate of 0.5 for the first 10-minute interval? We overspent our budget by having one error, didn’t we? No, because of the difference between the quantity and percentage interpretations of error budget. The 0.7 errors we just calculated uses the quantity interpretation, which has the problems discussed earlier in this post. Using the percentage interpretation, what we care about is the recent error rate, not the absolute number of errors. Thus, we calculate 0.5 because there were 200 hits and just one error.</p>
<h2 id="common-misconceptions-about-burn-rate"><a href="#common-misconceptions-about-burn-rate">Common misconceptions about burn rate</a></h2>
<p>Now let&#8217;s address a few common misconceptions about burn rate.</p>
<h3 id="burn-rate-calculation-is-complicated"><a href="#burn-rate-calculation-is-complicated">Burn rate calculation is complicated</a></h3>
<p>Calculating burn rate is actually very straightforward. As shown above, you simply need to divide the error rate by the error budget (the acceptable error rate).</p>
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<h3 id="the-slo-time-frame-matters"><a href="#the-slo-time-frame-matters">The SLO time frame matters</a></h3>
<p>You can calculate burn rate over any time frame. The error budget is simply one minus the SLO target, so it does not depend on the SLO time frame. Both the error rate and, consequently, the burn rate can be computed over any time frame. A burn rate alert requires at least one time frame (a more sophisticated burn rate alert uses two time frames to reduce noise but recover quickly). This time frame is not related to the SLO time frame.</p>
<p><em>However</em>, there is one important use for the SLO time frame when choosing burn rate thresholds for alerting. The common advice given is that you should set the burn rate threshold based on the percentage of the error budget that you are comfortable with spending while taking into account the ratio of the alerting time frame to the SLO time frame. For example, if you use a one-hour burn rate for alerting and your SLO time frame is seven days, then the alerting time frame is just 0.6 percent of the SLO time frame. That means you’re allowed to spend approximately 0.6 percent of the error budget each hour. How much of your error budget do you think is okay to spend in that time? If your answer is 10 percent, then the correct burn rate to choose is 0.1/0.006=16.8.</p>
<p>When people choose thresholds for alerting—for both burn rate alerts and classic error rate alerts—they don’t often think about this percentage of error budget calculation at all. Instead, they ask themselves how frequently they will get alerted and if those alerts seem to reflect real problems. These are related questions because setting achievable targets for your SLO means you should not frequently be exceeding 10 percent of your error budget inside of one hour. But in the real world you can’t control the number of hits you get in one hour. And 10 percent of the requests in one hour probably will not end up being 10 percent of your error budget after seven days have passed. It will likely be more or less than that, so it’s reasonable to choose burn rate thresholds empirically rather than based on theoretical error budget consumption.</p>
<h3 id="quantity-matters"><a href="#quantity-matters">Quantity matters</a></h3>
<p>The quantity interpretation of error budget as a number of requests to a service is not typically used to compute burn rate. Remember, burn rate is calculated as error rate divided by error budget (the percentage). Working with a quantity-based error budget can lead to confusion. If we imagine a service that gets 100 requests per minute, or 1,008,000 requests per week, a 99 percent target means our quantity-based error budget is 10,080 errors per week. If we spread that evenly over 10-minute periods, we have a budget of 10 errors per 10-minute period. But suppose we’re at a low-traffic time for the service, and in 10 minutes, we get just 10 hits instead of the expected 1,000 hits and each of these are errors. So our burn rate is 100 (100 percent divided by 1 percent). But we have spent our exact error budget of 10 hits, so shouldn’t our burn rate be one? This is where the quantity interpretation leads us astray. Remember that the number of hits per week is always changing if we use a rolling seven-day time frame with our SLO. So while all the math seems to make sense for a constant number of hits per week, that number is not a constant, and so our error budget would also always be changing if we used the quantity interpretation.</p>
<p>If you’re left bothered by the fact that using a percentage definition of burn rate can lead to alert noise during low traffic periods, see the “Low-Traffic Services and Error Budget Alerting” section in <a href="https://sre.google/workbook/alerting-on-slos/" target="_blank" rel="noopener noreferrer">Chapter 5 of the Site Reliability Workbook</a>.</p>
<h3 id="there-is-only-one-burn-rate"><a href="#there-is-only-one-burn-rate">There is only one burn rate</a></h3>
<p>There are many burn rates. You can’t talk about burn rate without mentioning what time frame it is measured over, and burn rates can be computed over any time frame. A one-hour burn rate, five-minute burn rate, and a 30-day burn rate all have value.</p>
<h2 id="better-alerting-with-burn-rates"><a href="#better-alerting-with-burn-rates">Better alerting with burn rates </a></h2>
<p>If you’re monitoring services, you likely have dashboards that prominently display the error rate and alerts that notify you when the error rate is high. You should, however, consider replacing error rate with burn rate.</p>
<p>For starters, you&#8217;ll get better visibility and actionability. If the error rate for a service is 2 percent, someone unfamiliar with the service won’t know if that’s acceptable or not. Since burn rate is scaled based on the target error rate (i.e., the error budget), it captures both the error rate and the expected error rate in one number. High burn rate is always bad, and a burn rate above one is always higher than expected regardless of the service involved. This enables standardized alerting across services and endpoints.</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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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--1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated" src="https://web-assets.dd-static.net/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Standardized dashboard visualizing burn rates for different services and endpoints." title="Standardized dashboard visualizing burn rates for different services and endpoints." width="3226" height="2068"></picture> <figcaption class="mt-4 px-15 p-small italic text-grey-600">Standardized dashboard visualizing burn rates for different services and endpoints.</figcaption> </figure> <!-- TODO: Update src with widths related to dialog size constraints + make img src dynamic (to avoid load unless requested via click) --> <dialog-wrapper data-id="dialog-popup--1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated" data-trigger-id="open-popup--1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated" 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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.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/42588/1776292199-burn-rate-is-better-error-rate-burn_rate_dashboard_updated.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Standardized dashboard visualizing burn rates for different services and endpoints." width="1026"> <figcaption class="mt-4 px-9 p-small italic text-grey-600">Standardized dashboard visualizing burn rates for different services and endpoints.</figcaption> </figure> <div class="desktop-sm:p-6 absolute top-0 right-0 z-10 p-3" data-astro-cid-d4yttbaw> <button title="Close dialog" aria-label="Close dialog" data-dd-action-name="dialog: icon: close dialog" class="flex items-center gap-1 tablet:gap-1.5 desktop-sm:gap-2 h-fit group
"><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>
<path d="M24.3849 5.7235L5.71729 24.3911L7.6029 26.2767L26.2705 7.60911L24.3849 5.7235Z"></path>
</svg></button> </div> </span> </dialog> </dialog-wrapper> </div> </div>
<p>Replacing error rates with burn rates also results in less noisy alerting. Simple burn rate alerts aren’t any different from error rate alerts, so it’s difficult to claim you’ll get less noise by using burn rate alerts. This advantage comes with a caveat: you can achieve less noise if you use multiple windows as described in the Google Workbook (see “Multiwindow, Multi-Burn-Rate Alerts” in Chapter 5). A two-window burn rate alert will only trigger if the burn rate over both windows is above a threshold. The reason this reduces noise is the longer window prevents temporary spikes from triggering the alert, so it has more inertia. However, once you’re paged and you fix the problem, you won’t have to wait for the errors to clear from the long window for the alert to clear. The short window will result in faster recovery, giving you both reduced noise and quick recovery.</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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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--1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4" src="https://web-assets.dd-static.net/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Burn rate alerts are less noisy than error rate alerts." title="Burn rate alerts are less noisy than error rate alerts." width="1564" height="464"></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--1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4" data-trigger-id="open-popup--1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4" data-disable-mobile-popup="true" data-astro-cid-d4yttbaw="true"> <dialog id="dialog-popup--1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4" 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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.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/42588/1776292206-burn-rate-is-better-error-rate-multi_window_burn_rate_alert_4.png?format=auto&amp;fit=bounds&amp;quality=75&amp;disable=upscale&amp;width=1400&amp;dpr=1" alt="Burn rate alerts are less noisy than error rate alerts." 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>
<path d="M24.3849 5.7235L5.71729 24.3911L7.6029 26.2767L26.2705 7.60911L24.3849 5.7235Z"></path>
</svg></button> </div> </span> </dialog> </dialog-wrapper> </div> </div>
<h2 id="wrapping-up"><a href="#wrapping-up">Wrapping Up</a></h2>
<p>In this post, we discussed the ambiguity around error budget—primarily, the difference between quantity and percentage interpretations of the error budget. We discussed how burn rates are an improvement over simple error rates, along with common points of confusion around burn rate calculation. Finally, we made the case that burn rate provides better visibility and less noise on your dashboards and in your alerting when compared to error rate.</p>
<p>To learn more about SLOs, check out our posts on how to <a href="https://www.datadoghq.com/blog/establishing-service-level-objectives/">establish</a> and <a href="https://www.datadoghq.com/blog/define-and-manage-slos/">manage</a> them with Datadog.</p>
<p>And if you’re new to Datadog, sign up today for a 14-day <a href="#" class="signup-trigger">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/burn-rate-is-better-error-rate/" aria-label="Share on X" target="_blank" rel="noopener noreferrer" class="group" data-dd-action-name="share: link: x"> <svg aria-hidden="true" focusable="false" width="36" height="36" viewBox="0 0 36 36" xmlns="http://www.w3.org/2000/svg" class="[&amp;>g>rect]:fill-grey-500 [&amp;_path]:!fill-white w-7 h-7 tablet:w-8 tablet:h-8 desktop-sm:w-9 desktop-sm:h-9 group-hover:[&amp;>g>rect]:fill-black">
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<li class="leading-20 group">
<a href="#what-is-an-error-budget" data-dd-action-name="toc: heading: What is an error budget?" class="inline-block font-national font-normal border-l-2 hover:text-purple-700 border-grey-300 desktop-sm:pl-3 hover:border-purple-300 [.active>&]:border-purple-600 active:border-purple-600 [.active>&]:text-purple-600 group-has-[.active]:text-purple-600 group-has-[.active]:border-purple-600 active:text-purple-800 [.active>&]:font-bold group-has-[.active]:font-bold group-has-[.active]:hover:border-purple-700 group-has-[.active]:hover:text-purple-700 [.active]:hover:border-purple-700 [.active>&]:hover:text-purple-700 [.active]:active:border-purple-800 [.active>&]:active:text-purple-800">
What is an error budget?
</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="#how-error-budgets-are-interpreted" data-dd-action-name="toc: heading: How error budgets are interpreted " 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">How error budgets are interpreted </a></li></ul>
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<a href="#defining-burn-rates" data-dd-action-name="toc: heading: Defining burn rates " 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">
Defining burn rates
</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="#looking-at-burn-rates-over-different-time-intervals" data-dd-action-name="toc: heading: Looking at burn rates over different time intervals" 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">Looking at burn rates over different time intervals</a></li></ul>
</li>
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<a href="#common-misconceptions-about-burn-rate" data-dd-action-name="toc: heading: Common misconceptions about burn rate" 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">
Common misconceptions about burn rate
</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="#burn-rate-calculation-is-complicated" data-dd-action-name="toc: heading: Burn rate calculation is complicated" 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">Burn rate calculation is complicated</a></li><li class="leading-4 hover:text-purple-300"><a href="#the-slo-time-frame-matters" data-dd-action-name="toc: heading: The SLO time frame matters" 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">The SLO time frame matters</a></li><li class="leading-4 hover:text-purple-300"><a href="#quantity-matters" data-dd-action-name="toc: heading: Quantity matters" 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">Quantity matters</a></li><li class="leading-4 hover:text-purple-300"><a href="#there-is-only-one-burn-rate" data-dd-action-name="toc: heading: There is only one burn rate" 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">There is only one burn rate</a></li></ul>
</li>
<li class="leading-20 group">
<a href="#better-alerting-with-burn-rates" data-dd-action-name="toc: heading: Better alerting with burn rates " 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">
Better alerting with burn rates
</a>
</li>
<li class="leading-20 group">
<a href="#wrapping-up" data-dd-action-name="toc: heading: Wrapping Up" 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">
Wrapping Up
</a>
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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>
<path d="M8.728 32h-8.728v-14.544h8.728v14.544zM2.912 29.088h2.912v-8.728h-2.912v8.728zM18.908 29.088h-7.269v-2.912h4.364v-14.544h-10.187v2.912h-2.905v-5.816h16.003v20.361zM32 20.361h-10.18v-2.912h7.276v-14.544h-20.367v2.912h-2.912v-5.816h26.184v20.361z"></path>
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Digital Experience</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-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">
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</svg></button><ul id="footer-category-service-management" x-show.important="isCategoryVisible(category)" class="footer-subcategory-list flex flex-col list-none mt-0 mb-5 p-0 gap-y-3 tablet:mb-0"><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Incident Response</span><ul class="footer-menu-list flex flex-col list-none m-0 p-0 gap-y-1.5 mt-1.5 tablet:mt-2"><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/incident-response/">Incident Management</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/case-management/">Work Management</a></li></ul></li><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Actions</span><ul class="footer-menu-list flex flex-col list-none m-0 p-0 gap-y-1.5 mt-1.5 tablet:mt-2"><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/workflow-automation/">Workflow Automation</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/app-builder/">Datadog Apps</a></li><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/event-management/">Event Management</a></li></ul></li><li class="footer-subcategory"><span class="footer-subcategory-label block font-bold font-national text-[16px] leading-[20px]">Context Graph</span><ul class="footer-menu-list flex flex-col list-none m-0 p-0 gap-y-1.5 mt-1.5 tablet:mt-2"><li class="footer-menu-item font-normal text-[#E2E2E2] text-[14px] leading-[18px]"><a class="text-inherit no-underline hover:text-[#969696] active:text-[#969696] focus-visible:text-[#969696] focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-[#B37BFF]" href="https://www.datadoghq.com/product/software-catalog/">Software Catalog</a></li></ul></li></ul></div></li><li class="footer-column-break hidden w-0 min-w-0 shrink-0 m-0 p-0 [@media(min-width:768px)_and_(max-width:1199.98px)]:basis-[900px] [@media(min-width:768px)_and_(max-width:1199.98px)]:[order:var(--footer-tablet-order,0)] [@media(min-width:1200px)]:basis-[750px] footer-column-break--tablet [@media(min-width:768px)_and_(max-width:1199.98px)]:block footer-column-break--desktop [@media(min-width:1200px)]:block" aria-hidden="true" style="--footer-tablet-order:5"></li><li class="footer-category-wrapper w-full tablet:px-3 tablet:w-1/3 [@media(min-width:768px)_and_(max-width:1199.98px)]:[order:var(--footer-tablet-order,0)] [@media(min-width:1200px)]:w-1/4" style="--footer-tablet-order:6" x-data="{ category: 'ai' }"><div class="footer-category-block border-b border-solid border-[#323232] tablet:border-b-0"><button type="button" @click="toggleCategory(category)" :class="isCategoryOpen(category) ? 'open pb-1.5' : ''" :aria-expanded="isCategoryVisible(category)" aria-controls="footer-category-ai" :disabled="!mobile" class="group/category footer-product-category flex w-full items-center justify-between border-0 bg-transparent px-0 py-4 text-left font-bold font-national text-[#969696] text-[18px] leading-[22px] cursor-pointer tablet:block tablet:w-fit tablet:py-0 tablet:mb-2 tablet:cursor-default tablet:text-[16px] tablet:leading-[20px] [@media(min-width:1200px)]:mb-3">
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