Defining SLOs | Cloud Architecture Center

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class="devsite-nav-item-description"> Options for running SQL Server virtual machines on Google Cloud. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-title" role="heading" tooltip>Digital Transformation</li> <li class="devsite-nav-description">Accelerate business recovery and ensure a better future with solutions that enable hybrid and multi-cloud, generate intelligent insights, and keep your workers connected.</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/solutions/business-continuity" track-type="nav" track-name="business continuity" track-metadata-eventdetail="https://cloud.google.com/solutions/business-continuity" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" 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class="devsite-nav-item-title"> Smart Analytics </div> <div class="devsite-nav-item-description"> Generate instant insights from data at any scale with a serverless, fully managed analytics platform that significantly simplifies analytics. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/solutions/data-warehouse-modernization" track-type="nav" track-name="data warehouse modernization" track-metadata-eventdetail="https://cloud.google.com/solutions/data-warehouse-modernization" track-metadata-position="nav - solutions" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-title"> Data Warehouse Modernization </div> <div class="devsite-nav-item-description"> Data warehouse to jumpstart your migration and unlock insights. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a 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src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudiotedge" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Edge TPU </div> <div class="devsite-nav-item-description"> ASIC designed to run ML inference and AI at the edge. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/products/management" track-type="nav" track-name="management tools" track-metadata-eventdetail="https://cloud.google.com/products/management" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Management Tools </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/anthos/config-management" track-type="nav" track-name="anthos config management" track-metadata-eventdetail="https://cloud.google.com/anthos/config-management" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/anthos-config-management.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Anthos Config Management </div> <div class="devsite-nav-item-description"> Automate policy and security for your deployments. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/apis" track-type="nav" track-name="cloud apis" track-metadata-eventdetail="https://cloud.google.com/apis" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudapis" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud APIs </div> <div class="devsite-nav-item-description"> Programmatic interfaces for Google Cloud services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/cloud-console" track-type="nav" track-name="cloud console" track-metadata-eventdetail="https://cloud.google.com/cloud-console" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Console </div> <div class="devsite-nav-item-description"> Web-based interface for managing and monitoring cloud apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/console-app" track-type="nav" track-name="cloud mobile app" track-metadata-eventdetail="https://cloud.google.com/console-app" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Mobile App </div> <div class="devsite-nav-item-description"> App to manage Google Cloud services from your mobile device. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/shell" track-type="nav" track-name="cloud shell" track-metadata-eventdetail="https://cloud.google.com/shell" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudshell" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Shell </div> <div class="devsite-nav-item-description"> Interactive shell environment with a built-in command line. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/config-connector" track-type="nav" track-name="config connector" track-metadata-eventdetail="https://cloud.google.com/config-connector" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Config Connector </div> <div class="devsite-nav-item-description"> Kubernetes add-on for managing Google Cloud resources. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/cost-management" track-type="nav" track-name="cost management" track-metadata-eventdetail="https://cloud.google.com/cost-management" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://cloud.google.com/images/navigation/products/billing.png" srcset="https://web.archive.org/web/20210928180611im_/https://cloud.google.com/images/navigation/products/billing_36.png 36w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/billing_48.png 48w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/billing_72.png 72w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/billing_96.png 96w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/billing_480.png 480w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/billing_720.png 720w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/billing_856.png 856w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/billing_960.png 960w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/billing_1440.png 1440w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/billing_1920.png 1920w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/billing_2880.png 2880w" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cost Management </div> <div class="devsite-nav-item-description"> Tools for monitoring, controlling, and optimizing your costs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/solutions/active-assist" track-type="nav" track-name="intelligent management" track-metadata-eventdetail="https://cloud.google.com/solutions/active-assist" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Intelligent Management </div> <div class="devsite-nav-item-description"> Tools for easily managing performance, security, and cost. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/private-catalog" track-type="nav" track-name="private catalog" track-metadata-eventdetail="https://cloud.google.com/private-catalog" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#marketplace" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Private Catalog </div> <div class="devsite-nav-item-description"> Service catalog for admins managing internal enterprise solutions. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/docs/terraform" track-type="nav" track-name="terraform on google cloud" track-metadata-eventdetail="https://cloud.google.com/docs/terraform" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Terraform on Google Cloud </div> <div class="devsite-nav-item-description"> Open source tool to provision Google Cloud resources with declarative configuration files. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Media and Gaming</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/game-servers" track-type="nav" track-name="game servers" track-metadata-eventdetail="https://cloud.google.com/game-servers" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media and gaming" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudgameservers" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Game Servers </div> <div class="devsite-nav-item-description"> Game server management service running on Google Kubernetes Engine. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/opencue" track-type="nav" track-name="opencue" track-metadata-eventdetail="https://cloud.google.com/opencue" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media and gaming" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://cloud.google.com/images/navigation/products/opencue.png" srcset="https://web.archive.org/web/20210928180611im_/https://cloud.google.com/images/navigation/products/opencue_36.png 36w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/opencue_48.png 48w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/opencue_72.png 72w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/opencue_96.png 96w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/opencue_480.png 480w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/opencue_720.png 720w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/opencue_856.png 856w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/opencue_960.png 960w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/opencue_1440.png 1440w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/opencue_1920.png 1920w, /web/20210928180611im_/https://cloud.google.com/images/navigation/products/opencue_2880.png 2880w" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> OpenCue </div> <div class="devsite-nav-item-description"> Open source render manager for visual effects and animation. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/products/cloud-migration" track-type="nav" track-name="migration" track-metadata-eventdetail="https://cloud.google.com/products/cloud-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migration </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/solutions/application-migration" track-type="nav" track-name="application migration" track-metadata-eventdetail="https://cloud.google.com/solutions/application-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/application-migration.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Application Migration </div> <div class="devsite-nav-item-description"> App migration to the cloud for low-cost refresh cycles. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/bigquery/transfer" track-type="nav" track-name="bigquery data transfer service" track-metadata-eventdetail="https://cloud.google.com/bigquery/transfer" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#bigquery" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> BigQuery Data Transfer Service </div> <div class="devsite-nav-item-description"> Data import service for scheduling and moving data into BigQuery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/foundation-toolkit" track-type="nav" track-name="cloud foundation toolkit" track-metadata-eventdetail="https://cloud.google.com/foundation-toolkit" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Foundation Toolkit </div> <div class="devsite-nav-item-description"> Reference templates for Deployment Manager and Terraform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/database-migration" track-type="nav" track-name="database migration service" track-metadata-eventdetail="https://cloud.google.com/database-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/database-migration.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Database Migration Service </div> <div class="devsite-nav-item-description"> Serverless, minimal downtime migrations to Cloud SQL. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/migrate/anthos" track-type="nav" track-name="migrate for anthos" track-metadata-eventdetail="https://cloud.google.com/migrate/anthos" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#migrateforanthos" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migrate for Anthos </div> <div class="devsite-nav-item-description"> Components for migrating VMs into system containers on GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/migrate/compute-engine" track-type="nav" track-name="migrate for compute engine" track-metadata-eventdetail="https://cloud.google.com/migrate/compute-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#migrateforcomputeengine" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migrate for Compute Engine </div> <div class="devsite-nav-item-description"> Components for migrating VMs and physical servers to Compute Engine. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/solutions/cloud-migration-program" track-type="nav" track-name="rapid assessment & migration program (ramp)" track-metadata-eventdetail="https://cloud.google.com/solutions/cloud-migration-program" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/rapid-assessment.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Rapid Assessment & Migration Program (RAMP) </div> <div class="devsite-nav-item-description"> End-to-end migration program to simplify your path to the cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://cloud.google.com/transfer-appliance" track-type="nav" track-name="transfer appliance" track-metadata-eventdetail="https://cloud.google.com/transfer-appliance" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210928180611im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#transferappliance" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Transfer Appliance </div> <div class="devsite-nav-item-description"> Storage server for moving large volumes of data to Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a 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track-metadata-position="nav" track-name="appsheet"> <span class="devsite-nav-text" tooltip> AppSheet </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/apigee" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: API Gateway" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="apiGateway"> <span class="devsite-nav-text" tooltip> API Gateway </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/products/compute" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Compute" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="compute"> <span class="devsite-nav-text" tooltip> Compute </span> </a> </li> <li class="devsite-nav-item"> <a 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class="devsite-nav-text" tooltip> Knative </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudRun"> <span class="devsite-nav-text" tooltip> Cloud Run </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/code" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Code" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudCode"> <span class="devsite-nav-text" tooltip> Cloud Code </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/products/big-data" class="devsite-nav-title 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track-metadata-position="nav" track-name="looker"> <span class="devsite-nav-text" tooltip> Looker </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/dataflow" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataflow" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataflow"> <span class="devsite-nav-text" tooltip> Dataflow </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/pubsub" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Pub/Sub" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="pub/sub"> <span class="devsite-nav-text" tooltip> Pub/Sub </span> </a> </li> <li class="devsite-nav-item"> <a 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</span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/data-catalog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Catalog" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataCatalog"> <span class="devsite-nav-text" tooltip> Data Catalog </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/analytics-hub" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Analytics Hub" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="analyticsHub"> <span class="devsite-nav-text" tooltip> Analytics Hub </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/products#section-7" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all data analytics products" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="seeAllDataAnalyticsProducts"> <span class="devsite-nav-text" tooltip> See all data analytics products </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/products/databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Databases" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="databases"> <span class="devsite-nav-text" tooltip> Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/bigtable" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Bigtable" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudBigtable"> <span class="devsite-nav-text" tooltip> Cloud Bigtable </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/firestore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Firestore" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="firestore"> <span class="devsite-nav-text" tooltip> Firestore </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/memorystore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Memorystore" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="memorystore"> <span class="devsite-nav-text" tooltip> Memorystore </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/spanner" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Spanner" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudSpanner"> <span class="devsite-nav-text" tooltip> Cloud Spanner </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/sql" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SQL" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudSql"> <span class="devsite-nav-text" tooltip> Cloud SQL </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Migration Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="databaseMigrationService"> <span class="devsite-nav-text" tooltip> Database Migration Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/bare-metal" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Bare Metal Solution for Oracle" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="bareMetalSolutionForOracle"> <span class="devsite-nav-text" tooltip> Bare Metal Solution for Oracle </span> </a> </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210928180611/https://firebase.google.com/products/realtime-database/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Firebase Realtime Database" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="firebaseRealtimeDatabase"> <span class="devsite-nav-text" tooltip> Firebase Realtime Database </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/datastream" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Datastream" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="datastream"> <span class="devsite-nav-text" tooltip> Datastream </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/products/tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Developer Tools" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="developerTools"> <span class="devsite-nav-text" tooltip> Developer Tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/artifact-registry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Artifact Registry" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="artifactRegistry"> <span class="devsite-nav-text" tooltip> Artifact Registry </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/build" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Build" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudBuild"> <span class="devsite-nav-text" tooltip> Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/code" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Code" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudCode"> <span class="devsite-nav-text" tooltip> Cloud Code </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/deployment-manager" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Deployment Manager" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDeploymentManager"> <span class="devsite-nav-text" tooltip> Cloud Deployment Manager </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/sdk" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SDK" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudSdk"> <span class="devsite-nav-text" tooltip> Cloud SDK </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/scheduler" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Scheduler" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudScheduler"> <span class="devsite-nav-text" tooltip> Cloud Scheduler </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/source-repositories" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Source Repositories" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudSourceRepositories"> <span class="devsite-nav-text" tooltip> Cloud Source Repositories </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/tasks" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Tasks" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudTasks"> <span class="devsite-nav-text" tooltip> Cloud Tasks </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/container-registry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Container Registry" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="containerRegistry"> <span class="devsite-nav-text" tooltip> Container Registry </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/deploy" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Deploy" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleCloudDeploy"> <span class="devsite-nav-text" tooltip> Google Cloud Deploy </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/tekton" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Tekton" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="tekton"> <span class="devsite-nav-text" tooltip> Tekton </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/powershell" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Tools for PowerShell" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="toolsForPowershell"> <span class="devsite-nav-text" tooltip> Tools for PowerShell </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/products/tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all developer tools" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="seeAllDeveloperTools"> <span class="devsite-nav-text" tooltip> See all developer tools </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> Healthcare and Life Sciences </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/apigee/solutions/healthcare-apix" class="devsite-nav-title 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track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudLifeSciences"> <span class="devsite-nav-text" tooltip> Cloud Life Sciences </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/natural-language" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Healthcare Natural Language AI" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="healthcareNaturalLanguageAi"> <span class="devsite-nav-text" tooltip> Healthcare Natural Language AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Hybrid and Multicloud" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="hybridAndMulticloud"> <span class="devsite-nav-text" tooltip> Hybrid and Multicloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="anthos"> <span class="devsite-nav-text" tooltip> Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/looker" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="looker"> <span class="devsite-nav-text" tooltip> Looker </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/anthos/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudRunForAnthos"> <span class="devsite-nav-text" tooltip> Cloud Run for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/kubernetes-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Marketplace for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleCloudMarketplaceForAnthos"> <span class="devsite-nav-text" tooltip> Google Cloud Marketplace for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/migrate/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migrateForAnthos"> <span class="devsite-nav-text" tooltip> Migrate for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/products/operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Operations" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="operations"> <span class="devsite-nav-text" tooltip> Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/build" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Build" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudBuild"> <span class="devsite-nav-text" tooltip> Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/traffic-director" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Traffic Director" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="trafficDirector"> <span class="devsite-nav-text" tooltip> Traffic Director </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/apigee" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee API Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="apigeeApiManagement"> <span class="devsite-nav-text" tooltip> Apigee API Management </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> Internet of Things </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/iot-core" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud IoT Core" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudIotCore"> <span class="devsite-nav-text" tooltip> Cloud IoT Core </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/edge-tpu" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Edge TPU" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="edgeTpu"> <span class="devsite-nav-text" tooltip> Edge TPU </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/products/management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Management Tools" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="managementTools"> <span class="devsite-nav-text" tooltip> Management Tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/anthos/config-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Anthos Config Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="anthosConfigManagement"> <span class="devsite-nav-text" tooltip> Anthos Config Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/apis" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud APIs" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudApis"> <span class="devsite-nav-text" tooltip> Cloud APIs </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/cloud-console" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Console" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudConsole"> <span class="devsite-nav-text" tooltip> Cloud Console </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/console-app" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Mobile App" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudMobileApp"> <span class="devsite-nav-text" tooltip> Cloud Mobile App </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/shell" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Shell" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudShell"> <span class="devsite-nav-text" tooltip> Cloud Shell </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/config-connector" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Config Connector" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="configConnector"> <span class="devsite-nav-text" tooltip> Config Connector </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/cost-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cost Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="costManagement"> <span class="devsite-nav-text" tooltip> Cost Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/solutions/active-assist" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Intelligent Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="intelligentManagement"> <span class="devsite-nav-text" tooltip> Intelligent Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/private-catalog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Private Catalog" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="privateCatalog"> <span class="devsite-nav-text" tooltip> Private Catalog </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/docs/terraform" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Terraform on Google Cloud" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="terraformOnGoogleCloud"> <span class="devsite-nav-text" tooltip> Terraform on Google Cloud </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> Media and Gaming </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/game-servers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Game Servers" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="gameServers"> <span class="devsite-nav-text" tooltip> Game Servers </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/opencue" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: OpenCue" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="opencue"> <span class="devsite-nav-text" tooltip> OpenCue </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/products/cloud-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migration"> <span class="devsite-nav-text" tooltip> Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/solutions/application-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Migration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="applicationMigration"> <span class="devsite-nav-text" tooltip> Application Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/bigquery/transfer" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery Data Transfer Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="bigqueryDataTransferService"> <span class="devsite-nav-text" tooltip> BigQuery Data Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/foundation-toolkit" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Foundation Toolkit" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudFoundationToolkit"> <span class="devsite-nav-text" tooltip> Cloud Foundation Toolkit </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Migration Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="databaseMigrationService"> <span class="devsite-nav-text" tooltip> Database Migration Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/migrate/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migrateForAnthos"> <span class="devsite-nav-text" tooltip> Migrate for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/migrate/compute-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate for Compute Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migrateForComputeEngine"> <span class="devsite-nav-text" tooltip> Migrate for Compute Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/solutions/cloud-migration-program" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Rapid Assessment & Migration Program (RAMP)" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="rapidAssessment&MigrationProgram(ramp)"> <span class="devsite-nav-text" tooltip> Rapid Assessment & Migration Program (RAMP) </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/transfer-appliance" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Transfer Appliance" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="transferAppliance"> <span class="devsite-nav-text" tooltip> Transfer Appliance </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/storage-transfer-service" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Storage Transfer Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="storageTransferService"> <span class="devsite-nav-text" tooltip> Storage Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/vmware-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: VMware Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="vmwareEngine"> <span class="devsite-nav-text" tooltip> VMware Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/products/networking" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Networking" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networking"> <span class="devsite-nav-text" tooltip> Networking </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/armor" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Armor" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudArmor"> <span class="devsite-nav-text" tooltip> Cloud Armor </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/cdn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud CDN" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudCdn"> <span class="devsite-nav-text" tooltip> Cloud CDN </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/dns" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud DNS" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDns"> <span class="devsite-nav-text" tooltip> Cloud DNS </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/load-balancing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Load Balancing" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudLoadBalancing"> <span class="devsite-nav-text" tooltip> Cloud Load Balancing </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/nat" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud NAT" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudNat"> <span class="devsite-nav-text" tooltip> Cloud NAT </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/hybrid-connectivity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Hybrid Connectivity" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="hybridConnectivity"> <span class="devsite-nav-text" tooltip> Hybrid Connectivity </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/network-connectivity-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Connectivity Center" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networkConnectivityCenter"> <span class="devsite-nav-text" tooltip> Network Connectivity Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/network-intelligence-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Intelligence Center" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networkIntelligenceCenter"> <span class="devsite-nav-text" tooltip> Network Intelligence Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/network-tiers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Service Tiers" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networkServiceTiers"> <span class="devsite-nav-text" tooltip> Network Service Tiers </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/network-telemetry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Telemetry" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networkTelemetry"> <span class="devsite-nav-text" tooltip> Network Telemetry </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/traffic-director" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Traffic Director" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="trafficDirector"> <span class="devsite-nav-text" tooltip> Traffic Director </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/products#section-16" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all networking products" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="seeAllNetworkingProducts"> <span class="devsite-nav-text" tooltip> See all networking products </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/products/operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Operations" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="operations"> <span class="devsite-nav-text" tooltip> Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/logging" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Logging" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudLogging"> <span class="devsite-nav-text" tooltip> Cloud Logging </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/monitoring" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Monitoring" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudMonitoring"> <span class="devsite-nav-text" tooltip> Cloud Monitoring </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/error-reporting" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Error Reporting" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="errorReporting"> <span class="devsite-nav-text" tooltip> Error Reporting </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/kubernetes-engine-monitoring" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Kubernetes Engine Monitoring" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="kubernetesEngineMonitoring"> <span class="devsite-nav-text" tooltip> Kubernetes Engine Monitoring </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/trace" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Trace" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudTrace"> <span class="devsite-nav-text" tooltip> Cloud Trace </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/profiler" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Profiler" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudProfiler"> <span class="devsite-nav-text" tooltip> Cloud Profiler </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/debugger" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Debugger" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDebugger"> <span class="devsite-nav-text" tooltip> Cloud Debugger </span> </a> </li> <li class="devsite-nav-item"> <a 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gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud IAM" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudIam"> <span class="devsite-nav-text" tooltip> Cloud IAM </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/assured-workloads" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Assured Workloads" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="assuredWorkloads"> <span class="devsite-nav-text" tooltip> Assured Workloads </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210928180611/https://cloud.google.com/security-key-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Key Management" track-type="navMenu" 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<devsite-thumb-rating position="header"> </devsite-thumb-rating> </div> <devsite-feedback position="header" project-name="Cloud Architecture Center" product-id="410597" bucket="Documentation" context="" version="t-devsite-webserver-20210923-r01-rc00.438298703213753483" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="header" project-icon="https://www.gstatic.com/devrel-devsite/prod/v1107947142dadf6449a2907ce0a39fab2989512ca62a8e88f40e576d91855aef/cloud/images/favicons/onecloud/super_cloud.png" feedback-type="thumb-rating"> <button> Send feedback </button> </devsite-feedback> <h1 class="devsite-page-title">Defining SLOs</h1> <devsite-bookmark></devsite-bookmark> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded> </devsite-toc> <div class="devsite-article-body clearfix "> <p>This document is Part 1 of two parts that show how teams that operate online services can begin to build and adopt a culture of Site Reliability Engineering (SRE) by using service level objectives (SLOs). An SLO is a target level of reliability for a service.</p> <p>In software as a service (SaaS), a natural tension exists between the velocity of product development and operational stability. The more you change your system, the more likely it will break. Monitoring and observability tools can help you maintain confidence in your operational stability as you increase development velocity. However, although such tools—known also as <em>application performance management</em> (APM) tools—are important, one of the most important applications of these tools is in setting SLOs.</p> <p>If defined correctly, an SLO can help teams make data-driven operational decisions that increase development velocity without sacrificing stability. The SLO can also align development and operations teams around a single agreed-to objective, which can alleviate the natural tension that exists between their objectives—creating and iterating products (development) and maintaining system integrity (operations).</p> <p>SLOs are described in detail in <a href="https://web.archive.org/web/20210928180611/https://landing.google.com/sre/sre-book/chapters/embracing-risk/" target="internal" track-type="solution" track-name="internalLink" track-metadata-position="introParagraph">The SRE Book</a> and <a href="https://web.archive.org/web/20210928180611/https://landing.google.com/sre/workbook/chapters/implementing-slos/" target="internal" track-type="solution" track-name="internalLink" track-metadata-position="introParagraph">The SRE Workbook</a>, alongside other SRE practices. This series attempts to simplify the process of understanding and developing SLOs to help you more easily adopt them. Once you have read and understood these articles, you can find more in the books.</p> <p>This series aims to show you a clear path to implementing SLOs in your organization:</p> <ul> <li>This document reviews what SLOs are and how to define them for your services.</li> <li><a href="/web/20210928180611/https://cloud.google.com/solutions/adopting-SLOs" track-type="solution" track-name="internalLink" track-metadata-position="introParagraph">Adopting SLOs</a> covers different types of SLOs based on workload types, how to measure those SLOs, and how to develop alerts based on them.</li> </ul> <p>This series is intended for SREs, operations teams, DevOps, systems administrators, and others who are responsible for the stability and reliability of an online service. It assumes that you understand how internet services communicate with web browsers and mobile devices, and that you have a basic understanding of how web services are monitored, deployed, and troubleshot.</p> <p>The <a href="/web/20210928180611/https://cloud.google.com/devops">State of DevOps</a> reports identified capabilities that drive software delivery performance. This series will help you with the following capabilities:</p> <ul> <li><a href="/web/20210928180611/https://cloud.google.com/solutions/devops/devops-measurement-monitoring-and-observability">Monitoring and observability</a></li> <li><a href="/web/20210928180611/https://cloud.google.com/solutions/devops/devops-measurement-monitoring-systems">Monitoring systems to inform business decisions</a></li> <li><a href="/web/20210928180611/https://cloud.google.com/solutions/devops/devops-measurement-proactive-failure-notification">Proactive failure notification</a></li> </ul> <h2 id="terminology" data-text="Terminology">Terminology</h2> <p>The documents in this series use the following terms and definitions:</p> <ul> <li><p><strong>service level:</strong> a measurement of how well a given service performs its expected work for the user. You can describe this measurement in terms of <em>user happiness</em> and measure it by various methods, depending on what the service does and what the user expects it to do or is told it can do.</p> <p>Example: "A user expects our service to be available and fast."</p></li> <li><p><strong>critical user journey (CUJ):</strong> a set of interactions a user has with a service to achieve a single goal—for example, a single click or a multi-step pipeline.</p> <p>Example: "A user clicks the checkout button and waits for the response that the cart is processed and a receipt is returned."</p></li> <li><p><strong>service level indicator (SLI):</strong> a gauge of user happiness that can be measured quantitatively for a service level. In other words, to measure a service level, you must measure an indicator that represents user happiness with that service level—for example, a service's availability. An SLI can be thought of as a line on a graph that changes over time, as the service improves or degrades.</p> <p>Example: "Measure the number of successful requests in the last 10 minutes divided by the number of all valid requests in the last 10 minutes."</p></li> <li><p><strong>service level objective (SLO):</strong> the level that you expect a service to achieve most of the time and against which an SLI is measured.</p> <p>Example: "Service responses shall be faster than 400 milliseconds (ms) for 95% of all valid requests measured over 14 days."</p> <p><img src="/web/20210928180611im_/https://cloud.google.com/architecture/images/defining-SLOs-graph.png" alt="Graph that shows the relationship between SLOs and SLIs."></p></li> <li><p><strong>service level agreement (SLA):</strong> a description of what must happen if an SLO is not met. Generally, an SLA is a legal agreement between providers and customers and might even include terms of compensation. In technical discussions about SRE, this term is often avoided.</p> <p>Example: "If the service does not provide 99.95% availability over a calendar month, the service provider compensates the customer for every minute out of compliance."</p></li> <li><p><strong>error budget:</strong> how much time or how many negative events you can withstand before you violate your SLO. This measurement tells you how many errors your business can expect or tolerate. The error budget is critical in <a href="https://web.archive.org/web/20210928180611/https://landing.google.com/sre/sre-book/chapters/embracing-risk/" target="internal" track-type="solution" track-name="internalLink" track-metadata-position="body">helping you make potentially risky decisions</a>.</p> <p>Example: "If our SLO is 99.9% available, we allow 0.1% of our requests to serve errors, either through incidents, accidents, or experimentation."</p></li> </ul> <h2 id="why_slos" data-text="Why SLOs?">Why SLOs?</h2> <p>When you build a culture of SRE, why start with SLOs? In short, if you don't define a service level, it's difficult to measure whether your customers are happy with your service. Even if you know that you can improve your service, the lack of a defined service level makes it hard to determine where and how much to invest in improvements.</p> <p>It can be tempting to develop separate SLOs for every service, user-facing or not. For instance, a common mistake is to measure two or more services <em>separately</em>—for example, a frontend service and a backend datastore—when the user relies on <em>both</em> services and isn't aware of the distinction. A better approach is to develop SLOs that are based on the product (the collection of services) and focus on the most important interactions that your users have with it.</p> <p>Therefore, to develop an effective SLO, it's ideal that you understand your users' interactions with your service, which are called <em>critical user journeys</em> (CUJs). A CUJ considers the goals of your users, and how your users use your services to accomplish those goals. The CUJ is defined from the perspective of your customer without consideration for service boundaries. If the CUJ is met, the customer is happy, and happy customers are a key measurement of success for a service.</p> <p>A key aspect to customer happiness with a service is a service's reliability. It doesn't matter what a service does if it's not reliable. Thus, reliability is the most critical feature of any service. A common metric for reliability is <em>uptime</em>, which conventionally means the amount of time a system has been up. However, we prefer a more helpful and precise metric: <em>availability</em>. <em>Availability</em> still answers the question of whether a system is up but in a more precise way than by measuring the time since a system was down. In today's distributed systems, services can be partially down, a factor that uptime doesn't capture well.</p> <p>Availability is often described in terms of <em>nines</em>—such as 99.9% available (three nines), or 99.99% available (four nines). Measuring an availability SLO is one of the best ways to measure your system's reliability.</p> <p>In addition to helping define operational success, an SLO can help you choose where to invest resources. For example, SRE books often note that each <em>nine</em> that you engineer for can result in <a href="https://web.archive.org/web/20210928180611/https://landing.google.com/sre/sre-book/chapters/embracing-risk/" target="internal" track-type="solution" track-name="internalLink" track-metadata-position="body">an incremental cost</a> with <a href="https://web.archive.org/web/20210928180611/https://landing.google.com/sre/workbook/chapters/implementing-slos/" target="internal" track-type="solution" track-name="internalLink" track-metadata-position="body">marginal utility</a>. It is generally recognized that achieving the next <em>nine</em> in availability costs you ten times as much as the preceding one.</p> <h2 id="choosing_an_sli" data-text="Choosing an SLI">Choosing an SLI</h2> <p>To determine if an SLO is met (that is, successful), you need a measurement. That measurement is called the <em>service level indicator</em> (SLI). An SLI measures the level of a particular service that you're delivering to your customer. Ideally, the SLI is tied to an accepted CUJ.</p> <h3 id="selecting_the_best_metrics" data-text="Selecting the best metrics">Selecting the best metrics</h3> <p>The first step in developing an SLI is to choose a metric to measure, such as requests per second, errors per second, queue length, the distribution of response codes during a given time period, or the number of bytes transmitted.</p> <p>Such metrics tend to be of the following types:</p> <ul> <li><strong>Counter.</strong> For example, the number of errors that occurred up to a given point of measurement. This type of metric can increase but not decrease.</li> <li><strong>Distribution.</strong> For example, the number of events that populate a particular measurement segment for a given time period. You might measure how many requests take 0-10 ms to complete, how many take 11-30 ms, and how many take 31-100 ms. The result is a count for each bucket—for example, [0-10: 50], [11-30: 220], [31-100: 1103].</li> <li><strong>Gauge.</strong> For example, the actual value of a measurable part of the system (such as queue length). This type of metric can increase or decrease.</li> </ul> <p>For more information about these types, see the <a href="https://web.archive.org/web/20210928180611/https://prometheus.io/docs/concepts/metric_types/" target="external" track-type="solution" track-name="externalLink" track-metadata-position="body" class="external">Prometheus project documentation</a> and <a href="/web/20210928180611/https://cloud.google.com/monitoring/api/v3/kinds-and-types" track-type="solution" track-name="internalLink" track-metadata-position="body">the Cloud Monitoring metric types</a> <code translate="no" dir="ltr">ValueType</code> and <code translate="no" dir="ltr">MetricKind</code>.</p> <p>An important distinction about SLIs is that <em>not all metrics are SLIs</em>. In fact, the <a href="https://web.archive.org/web/20210928180611/https://landing.google.com/sre/workbook/chapters/implementing-slos/" target="internal" track-type="solution" track-name="internalLink" track-metadata-position="body">SRE Workbook</a> states the following (emphasis added):</p> <p><dd><i>"...we generally recommend treating the SLI as the <strong>ratio of two numbers</strong>: the number of good events divided by the total number of events..."</i></dd></p> <p><dd><i>"The SLI ranges from 0% to 100%, where 0% means nothing works, and 100% means nothing is broken. We have found this scale intuitive, and this style lends itself easily to the concept of an error budget."</i></dd></p> <p>Many software companies track hundreds or thousands of metrics; only a handful of metrics qualify as SLIs. So apart from being a ratio of good events to total events, what qualifies a metric as a good SLI? A good SLI metric has the following characteristics:</p> <ul> <li><strong>The metric directly relates to user happiness.</strong> Generally, users are unhappy if a service does not behave the way they expect it to, fails, or is slow. Any SLOs based on these metrics can be <a href="https://web.archive.org/web/20210928180611/https://landing.google.com/sre/workbook/chapters/implementing-slos/#continuous-improvement-of-slo-targets" target="internal" track-type="solution" track-name="internalLink" track-metadata-position="body">validated</a> by comparing your SLI to other signals of user happiness—for example, the number of customer complaint tickets, support call volume, social media sentiment, or escalations. If your metric doesn't correspond to these other metrics of user happiness, it might not be a good metric to use as an SLI.</li> <li><strong>Metric deterioration correlates with outages.</strong> A metric that looks good during an outage is the wrong metric for an SLI. A metric that looks bad during normal operation is also the wrong metric for an SLI.</li> <li><strong>The metric provides a good signal-to-noise ratio.</strong> Any metric that results in a large number of false negatives or false positives is not a good SLI.</li> <li><strong>The metric scales monotonically, and approximately linearly, with customer happiness.</strong> As the metric improves, customer happiness improves.</li> </ul> <p>Consider the graphs in the following diagram. Two metrics that might be used as SLIs for a service are graphed over time. The period when a service degrades is highlighted in red, and the period when a service is good is highlighted in blue.</p> <p><img src="/web/20210928180611im_/https://cloud.google.com/architecture/images/defining-SLOs-bad-versus-good.png" alt="image"></p> <p>In the case of the bad SLI, the user's unhappiness doesn't correspond directly with a negative event (such as service degradation, slowness, or an outage). Also, the SLI fluctuates independently of user happiness. With the good SLI, the SLI and user happiness correlate, the different happiness levels are clear, and there are far fewer irrelevant fluctuations.</p> <h3 id="selecting_the_right_number_of_metrics" data-text="Selecting the right number of metrics">Selecting the right number of metrics</h3> <p>Usually, a single service has multiple SLIs, especially if the service performs different types of work or serves different types of users. For example, separating read requests from write requests is a good idea, as these requests tend to act in different ways. In this case, it is best to select metrics appropriate to each service.</p> <p>In contrast, many services perform similar types of work across the service, which can be directly comparable. For example, if you have an online marketplace, users might view a homepage, view a subcategory or a top-10 list, view a details page, or search for items. Instead of developing and measuring a separate SLI for each of these actions, you might combine them into a single SLI category—for example, <em>browse services</em>.</p> <p>In reality, the expectations of a user don't change much between actions of a similar category. Their happiness is not dependent on the structure of the data they are browsing, whether the data is derived from a static list of promoted items or is the dynamically generated result of a machine learning-assisted search across a massive dataset. Their happiness is quantifiable by an answer to a question: "Did I see a full page of items quickly?"</p> <p>Ideally, you want to use as few SLIs as possible to accurately represent the tolerances of a given service. Typically, a service should have between two and six SLIs. If you have too few SLIs, you can miss valuable signals. If you have too many SLIs, your on-call team has too much to track with only marginal added utility. Remember, SLIs should simplify your understanding of production health and provide a sense of coverage.</p> <h2 id="choosing_an_slo" data-text="Choosing an SLO">Choosing an SLO</h2> <p>An SLO is composed of the following values:</p> <ul> <li><strong>An SLI.</strong> For example, the ratio of the number of responses with HTTP code <code translate="no" dir="ltr">200</code> to the total number of responses.</li> <li><strong>A duration.</strong> The time period in which a metric is measured. This period can be calendar-based (for example, from the first day of one month to the first day of the next) or a rolling window (for example, the last 30 days).</li> <li><strong>A target.</strong> For example, a target percentage of good events to total events (such as 99.9%) that you expect to meet for a given duration.</li> </ul> <p>As you develop an SLO, defining the duration and target can be difficult. One way to begin the process is to identify SLIs and chart them over time. If you can't decide what duration and target to use, remember that your SLO doesn't have to be perfect right away. You likely will iterate on your SLO to ensure that it aligns with customer happiness and meets your business needs. You might try starting with two <em>nines</em> (99.0%) for a month.</p> <p>As you track SLO compliance during events such as deployments, outages, and daily traffic patterns, you can gain insights on what target is good, bad, or even tolerable. For example, in a background process, you might define 75% success as adequate. But for mission-critical, user-facing requests, you might aim for something more aggressive, like 99.95%.</p> <p>Of course, there isn't a single SLO that you can apply for every use case. SLOs depend on several factors:</p> <ul> <li>customer expectations</li> <li>workload type</li> <li>infrastructure for serving, execution, and monitoring</li> <li>the problem domain</li> </ul> <p>Part 2 in this series, <a href="/web/20210928180611/https://cloud.google.com/solutions/adopting-SLOs" track-type="solution" track-name="internalLink" track-metadata-position="nextSteps">Adopting SLOs</a>, focuses on domain-independent SLOs. Domain-independent SLOs (such as service availability) do not replace high-level indicators (such as widgets sold per minute). However, they can help measure whether a service is working regardless of the business use case.</p> <p>Domain-independent indicators can often be reduced to a question&dash;for example, "Is the service available?" or "Is the service fast enough?" The answer is most often found in an SLO that accounts for two factors: availability and latency. You might describe an SLO in the following terms, where X = 99.9% and Y = 800 ms:</p> <p><dd><i>X% of valid requests are successful and succeed faster than Y ms.</i></dd></p> <h2 id="whats_next" data-text="What's next?">What's next?</h2> <ul> <li>Read <a href="/web/20210928180611/https://cloud.google.com/solutions/adopting-SLOs" track-type="solution" track-name="internalLink" track-metadata-position="nextSteps">Adopting SLOs</a>, which explores these definitions in more detail and introduces other SLIs that might be more appropriate for various workload types.</li> <li>Check out other SRE resources: <ul> <li><a href="https://web.archive.org/web/20210928180611/https://landing.google.com/sre/sre-book/chapters/embracing-risk/" target="internal" track-type="solution" track-name="internalLink" track-metadata-position="nextSteps">The SRE Book</a> </li> <li><a href="https://web.archive.org/web/20210928180611/https://landing.google.com/sre/workbook/chapters/implementing-slos/" target="internal" track-type="solution" track-name="internalLink" track-metadata-position="nexSteps">The SRE Workbook</a> </li> </ul></li> <li> Explore reference architectures, diagrams, tutorials, and best practices about Google Cloud. Take a look at our <a href="/web/20210928180611/https://cloud.google.com/architecture" track-type="tutorial" track-name="textLink" track-metadata-position="nextSteps">Cloud Architecture Center</a>. </li> <li>Read our resources about <a href="/web/20210928180611/https://cloud.google.com/devops" track-type="solution" track-name="internalLink" track-metadata-position="nextSteps">DevOps</a>.</li> <li>Learn more about the DevOps capabilities related to this series: <ul> <li><a href="/web/20210928180611/https://cloud.google.com/solutions/devops/devops-measurement-monitoring-and-observability">Monitoring and observability</a></li> <li><a href="/web/20210928180611/https://cloud.google.com/solutions/devops/devops-measurement-monitoring-systems">Monitoring systems to inform business decisions</a></li> <li><a href="/web/20210928180611/https://cloud.google.com/solutions/devops/devops-measurement-proactive-failure-notification">Proactive failure notification</a></li> </ul></li> <li>Take the <a href="https://web.archive.org/web/20210928180611/https://www.devops-research.com/quickcheck.html" target="external" track-type="solution" track-name="externalLink" track-metadata-position="nextSteps" class="external">DevOps quick check</a> to understand where you stand in comparison with the rest of the industry.</li> </ul> <devsite-hats-survey class="nocontent" hats-id="mwETRvWii0eU5NUYprb0Y9z5GVbc" listnr-id="83405"></devsite-hats-survey> </div> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <devsite-feedback position="footer" project-name="Cloud Architecture Center" product-id="410597" bucket="Documentation" context="" version="t-devsite-webserver-20210923-r01-rc00.438298703213753483" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="footer" project-icon="https://www.gstatic.com/devrel-devsite/prod/v1107947142dadf6449a2907ce0a39fab2989512ca62a8e88f40e576d91855aef/cloud/images/favicons/onecloud/super_cloud.png" feedback-type="thumb-rating"> <button> Send feedback </button> </devsite-feedback> </article> <devsite-content-footer class="nocontent"> <p>Except as otherwise noted, the content of this page is licensed under the <a href="https://web.archive.org/web/20210928180611/https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 License</a>, and code samples are licensed under the <a href="https://web.archive.org/web/20210928180611/https://www.apache.org/licenses/LICENSE-2.0">Apache 2.0 License</a>. 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