Cloud GPUs (Graphics Processing Units)

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class="devsite-nav-item-title"> Video AI </div> <div class="devsite-nav-item-description"> Video classification and recognition using machine learning. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/ai-infrastructure" track-type="nav" track-name="ai infrastructure" track-metadata-eventdetail="https://cloud.google.com/ai-infrastructure" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#aiplatform" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> AI Infrastructure </div> <div class="devsite-nav-item-description"> Options for every business to train deep learning and machine learning models cost-effectively. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/dialogflow" track-type="nav" track-name="dialogflow" track-metadata-eventdetail="https://cloud.google.com/dialogflow" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#dialogflow" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Dialogflow </div> <div class="devsite-nav-item-description"> Conversation applications and systems development suite for virtual agents. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a 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960w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/tekton_1440.png 1440w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/tekton_1920.png 1920w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/tekton_2880.png 2880w" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Tekton </div> <div class="devsite-nav-item-description"> Kubernetes-native resources for declaring CI/CD pipelines. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/products/tools" track-type="nav" track-name="see all developer tools" track-metadata-eventdetail="https://cloud.google.com/products/tools" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div 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alt="" src="https://web.archive.org/web/20210811205435im_/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/20210811205435/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/20210811205435im_/https://cloud.google.com/images/navigation/products/billing.png" srcset="https://web.archive.org/web/20210811205435im_/https://cloud.google.com/images/navigation/products/billing_36.png 36w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/billing_48.png 48w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/billing_72.png 72w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/billing_96.png 96w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/billing_480.png 480w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/billing_720.png 720w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/billing_856.png 856w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/billing_960.png 960w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/billing_1440.png 1440w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/billing_1920.png 1920w, /web/20210811205435im_/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/20210811205435/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/20210811205435im_/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/20210811205435/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/20210811205435im_/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> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/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/20210811205435im_/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> </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/20210811205435/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/20210811205435im_/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/20210811205435/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/20210811205435im_/https://cloud.google.com/images/navigation/products/opencue.png" srcset="https://web.archive.org/web/20210811205435im_/https://cloud.google.com/images/navigation/products/opencue_36.png 36w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/opencue_48.png 48w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/opencue_72.png 72w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/opencue_96.png 96w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/opencue_480.png 480w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/opencue_720.png 720w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/opencue_856.png 856w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/opencue_960.png 960w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/opencue_1440.png 1440w, /web/20210811205435im_/https://cloud.google.com/images/navigation/products/opencue_1920.png 1920w, /web/20210811205435im_/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/20210811205435/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/20210811205435im_/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/20210811205435/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/20210811205435im_/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/20210811205435/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/20210811205435im_/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/20210811205435/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/20210811205435im_/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/20210811205435/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/20210811205435im_/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/20210811205435/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/20210811205435im_/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/20210811205435/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/20210811205435im_/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/20210811205435/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/20210811205435im_/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/20210811205435/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/20210811205435im_/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 href="https://web.archive.org/web/20210811205435/https://cloud.google.com/storage-transfer-service" track-type="nav" track-name="storage transfer service" track-metadata-eventdetail="https://cloud.google.com/storage-transfer-service" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#transfer" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Storage Transfer Service </div> <div class="devsite-nav-item-description"> Data transfers from online and on-premises sources to Cloud Storage. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/vmware-engine" track-type="nav" track-name="vmware engine" track-metadata-eventdetail="https://cloud.google.com/vmware-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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/vmware-engine.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> VMware Engine </div> <div class="devsite-nav-item-description"> Migrate and run your VMware workloads natively 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-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/products/networking" track-type="nav" track-name="networking" track-metadata-eventdetail="https://cloud.google.com/products/networking" 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/20210811205435im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Networking </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/armor" track-type="nav" track-name="cloud armor" track-metadata-eventdetail="https://cloud.google.com/armor" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudarmor" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Armor </div> <div class="devsite-nav-item-description"> Security policies and defense against web and DDoS attacks. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/cdn" track-type="nav" track-name="cloud cdn" track-metadata-eventdetail="https://cloud.google.com/cdn" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudcdn" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud CDN </div> <div class="devsite-nav-item-description"> Content delivery network for serving web and video content. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/dns" track-type="nav" track-name="cloud dns" track-metadata-eventdetail="https://cloud.google.com/dns" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#clouddns" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud DNS </div> <div class="devsite-nav-item-description"> Domain name system for reliable and low-latency name lookups. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/load-balancing" track-type="nav" track-name="cloud load balancing" track-metadata-eventdetail="https://cloud.google.com/load-balancing" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudloadbalancing" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Load Balancing </div> <div class="devsite-nav-item-description"> Service for distributing traffic across applications and regions. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/nat" track-type="nav" track-name="cloud nat" track-metadata-eventdetail="https://cloud.google.com/nat" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudnat" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud NAT </div> <div class="devsite-nav-item-description"> NAT service for giving private instances internet access. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/hybrid-connectivity" track-type="nav" track-name="hybrid connectivity" track-metadata-eventdetail="https://cloud.google.com/hybrid-connectivity" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudinterconnect" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Hybrid Connectivity </div> <div class="devsite-nav-item-description"> Connectivity options for VPN, peering, and enterprise needs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/network-connectivity-center" track-type="nav" track-name="network connectivity center" track-metadata-eventdetail="https://cloud.google.com/network-connectivity-center" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/network-connectivity-center.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Network Connectivity Center </div> <div class="devsite-nav-item-description"> Connectivity management to help simplify and scale networks. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/network-intelligence-center" track-type="nav" track-name="network intelligence center" track-metadata-eventdetail="https://cloud.google.com/network-intelligence-center" 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="" 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VPC flow logs for network monitoring, forensics, and security. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/traffic-director" track-type="nav" track-name="traffic director" track-metadata-eventdetail="https://cloud.google.com/traffic-director" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#trafficdirector" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Traffic Director </div> <div class="devsite-nav-item-description"> Traffic control pane and management for open service mesh. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for?</li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/products#section-16" track-type="nav" track-name="see all networking products" track-metadata-eventdetail="https://cloud.google.com/products#section-16" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-title"> See all networking products </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/20210811205435/https://cloud.google.com/products/operations" track-type="nav" track-name="operations" track-metadata-eventdetail="https://cloud.google.com/products/operations" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div 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Logging </div> <div class="devsite-nav-item-description"> Google Cloud audit, platform, and application logs management. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/monitoring" track-type="nav" track-name="cloud monitoring" track-metadata-eventdetail="https://cloud.google.com/monitoring" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#monitoring" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Monitoring </div> <div class="devsite-nav-item-description"> Infrastructure and application health with rich metrics. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/error-reporting" track-type="nav" track-name="error reporting" track-metadata-eventdetail="https://cloud.google.com/error-reporting" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#errorreporting2" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Error Reporting </div> <div class="devsite-nav-item-description"> Application error identification and analysis. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/kubernetes-engine-monitoring" 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security, and cost. </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/20210811205435/https://cloud.google.com/products/security-and-identity" track-type="nav" track-name="security and identity" track-metadata-eventdetail="https://cloud.google.com/products/security-and-identity" 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/20210811205435im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Security and Identity </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a 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<img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#keymanagementservice" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Key Management </div> <div class="devsite-nav-item-description"> Manage encryption keys on Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/confidential-computing" track-type="nav" track-name="confidential computing" track-metadata-eventdetail="https://cloud.google.com/confidential-computing" 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/20210811205435im_/https://cloud.google.com/_static/cloud/images/navigation/products/compute-engine.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Confidential Computing </div> <div class="devsite-nav-item-description"> Encrypt data in use with Confidential VMs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/security-command-center" track-type="nav" track-name="security command center" track-metadata-eventdetail="https://cloud.google.com/security-command-center" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudsecuritycommandcenter" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Security Command Center </div> <div class="devsite-nav-item-description"> Platform for defending against threats to your Google Cloud assets. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/dlp" track-type="nav" track-name="cloud data loss prevention" track-metadata-eventdetail="https://cloud.google.com/dlp" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#clouddatalosspreventionapi" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Data Loss Prevention </div> <div class="devsite-nav-item-description"> Sensitive data inspection, classification, and redaction platform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/managed-microsoft-ad" track-type="nav" track-name="managed service for microsoft active directory" track-metadata-eventdetail="https://cloud.google.com/managed-microsoft-ad" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#managedserviceformicrosoftactivedirectory" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Managed Service for Microsoft Active Directory </div> <div class="devsite-nav-item-description"> Hardened service running Microsoft® Active Directory (AD). </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/access-transparency" track-type="nav" track-name="access transparency" track-metadata-eventdetail="https://cloud.google.com/access-transparency" 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/20210811205435im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#logging" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Access Transparency </div> <div class="devsite-nav-item-description"> Cloud provider visibility through near real-time logs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a 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tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210811205435im_/https://cloud.google.com/images/navigation/products/beyond-corp.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> BeyondCorp Enterprise </div> <div class="devsite-nav-item-description"> Zero trust solution for secure application and resource access. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li class="devsite-nav-description">Not seeing what you're looking for? </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/products#security-and-identity" track-type="nav" track-name="see all security and identity products" track-metadata-eventdetail="https://cloud.google.com/products#security-and-identity" track-metadata-position="nav - products" track-metadata-module="tertiary nav" 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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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/https://cloud.google.com/apigee/solutions/healthcare-apix" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee Healthcare APIx" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="apigeeHealthcareApix"> <span class="devsite-nav-text" tooltip> Apigee Healthcare APIx </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205435/https://cloud.google.com/healthcare" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Healthcare API" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudHealthcareApi"> <span class="devsite-nav-text" tooltip> Cloud Healthcare API </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210811205435/https://cloud.google.com/life-sciences" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Life Sciences" 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 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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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/https://cloud.google.com/private-catalog" class="devsite-nav-title 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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/20210811205435/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"> <a href="/web/20210811205435/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 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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/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 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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/20210811205435/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/20210811205435/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/20210811205435/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/20210811205435/https://cloud.google.com/transfer-appliance" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" 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href="#" class="cloud-jump-menu__toggle cloud-jump-menu__toggle--hide-large">Jump to<i class="material-icons" aria-hidden="true" translate="no"><span></span></i></a> <div class="cloud-jump-menu__links"> <span class="cloud-subhead in-page-navigation-module__headline"> Cloud GPUs </span> <div class="cloud-jump-menu__active-page"></div> </div> </div> </cloudx-jump-menu> </div> <div class="product-v2-template cloud-jump-content"> <section class="module-section"> <style> .hero-module__title { color: #4185f4; } .hero-module__title+.richtext, .hero-module__title+.richtext>p:first-child { margin-top: 0; } .hero-module__checkmarks { list-style: none; padding-left: 0; } .hero-module__checkmarks li:last-child { margin-bottom: 0; } .hero-module__checkmark { align-items: baseline; display: flex; margin: 0; } .hero-module__checkmark p { display: inline; margin: 8px 0 0; } .hero-module__checkmark-check { margin-right: 16px; } .hero-module__right-rail:not(:empty) { margin-top: 36px; } 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track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="cloud gpus"> <div class="cws-grid cws-grid__no-gap--row"> <div class="cws-grid__col--span-12"> </div> <div class="hero-module__content cws-grid__col--span-8"> <div class="cws-spacer-4--bottom"> <h1 class="cws-headline--headline-3" id="cloud-gpus" data-text=" Cloud GPUs "> Cloud GPUs </h1> </div> <div class="cws-spacer-3--bottom"> <div class="cws-body--large cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>High-performance GPUs on Google Cloud for machine learning, scientific computing, and 3D visualization.</p> </div> </div> <div class="hero-module__button-wrapper"> <div class="hero-module__buttons cws-button__set"> <a class="cws-button cws-button--high-emphasis" href="https://web.archive.org/web/20210811205435/https://console.cloud.google.com/freetrial" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try google cloud free" track-type="button" track-metadata-eventdetail="console.cloud.google.com/freetrial" track-metadata-modifier="high-emphasis"> Try Google Cloud free </a> </div> </div> <ul class="hero-module__checkmarks cws-spacer-3--top cws-spacer-3--bottom"> <li class="hero-module__checkmark"> <span class="hero-module__checkmark-check"> <svg xmlns="http://www.w3.org/2000/svg" width="18" height="14" viewbox="0 0 18 14"> <title> action/check_circle_24px</title> <desc> Created with Sketch.</desc> <defs> <polygon id="path-1" points="9 16.2 4.8 12 3.4 13.4 9 19 21 7 19.6 5.6"> </polygon> </defs> <g id="Template" fill="none"> <g id="Products-Template"> <g id="Group-8"> <g id="Checkmarks"> <g id="action/done_24px" transform="translate(-412 -518)translate(405 211)translate(4 300)translate(0 2)"> <mask id="mask-2" fill="white"> <use xlink:href="/web/20210811205435im_/https://cloud.google.com/gpu#path-1"></use> </mask> <g id="_c/Green/600" mask="url(#mask-2)" fill="#1E8E3E"> <rect id="swatch" width="24" height="24"> </rect> </g> </g> </g> </g> </g> </g> </svg></span> <div class="cws-body--large cws-spacer-1--top cws-spacer-1--bottom richtext"> <p>Speed up compute jobs like machine learning and HPC</p> </div> </li> <li class="hero-module__checkmark"> <span class="hero-module__checkmark-check"> <svg xmlns="http://www.w3.org/2000/svg" width="18" height="14" viewbox="0 0 18 14"> <title> action/check_circle_24px</title> <desc> Created with Sketch.</desc> <defs> <polygon id="path-1" points="9 16.2 4.8 12 3.4 13.4 9 19 21 7 19.6 5.6"> </polygon> </defs> <g id="Template" fill="none"> <g id="Products-Template"> <g id="Group-8"> <g id="Checkmarks"> <g id="action/done_24px" transform="translate(-412 -518)translate(405 211)translate(4 300)translate(0 2)"> <mask id="mask-2" fill="white"> <use xlink:href="/web/20210811205435im_/https://cloud.google.com/gpu#path-1"></use> </mask> <g id="_c/Green/600" mask="url(#mask-2)" fill="#1E8E3E"> <rect id="swatch" width="24" height="24"> </rect> </g> </g> </g> </g> </g> </g> </svg></span> <div class="cws-body--large cws-spacer-1--top cws-spacer-1--bottom richtext"> <p>A wide selection of GPUs to match a range of performance and price points</p> </div> </li> <li class="hero-module__checkmark"> <span class="hero-module__checkmark-check"> <svg xmlns="http://www.w3.org/2000/svg" width="18" height="14" viewbox="0 0 18 14"> <title> action/check_circle_24px</title> <desc> Created with Sketch.</desc> <defs> <polygon id="path-1" points="9 16.2 4.8 12 3.4 13.4 9 19 21 7 19.6 5.6"> </polygon> </defs> <g id="Template" fill="none"> <g id="Products-Template"> <g id="Group-8"> <g id="Checkmarks"> <g id="action/done_24px" transform="translate(-412 -518)translate(405 211)translate(4 300)translate(0 2)"> <mask id="mask-2" fill="white"> <use xlink:href="/web/20210811205435im_/https://cloud.google.com/gpu#path-1"></use> </mask> <g id="_c/Green/600" mask="url(#mask-2)" fill="#1E8E3E"> <rect id="swatch" width="24" height="24"> </rect> </g> </g> </g> </g> </g> </g> </svg></span> <div class="cws-body--large cws-spacer-1--top cws-spacer-1--bottom richtext"> <p>Flexible pricing and machine customizations to optimize for your workload</p> </div> </li> </ul> </div> <div class="hero-module__right-rail cws-grid__col--span-4"> <div class="cloud-block cws-elevation--1 cloud-block--responsive "> <a class="cloud-block__link" href="/web/20210811205435/https://cloud.google.com/blog/products/ai-machine-learning/your-ml-workloads-cheaper-and-faster-with-the-latest-gpus" track-name="ml workloads run cheaper and faster with the latest gpus" track-type="block" track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning/your-ml-workloads-cheaper-and-faster-with-the-latest-gpus" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="cloud gpus" track-metadata-child_headline="ml workloads run cheaper and faster with the latest gpus" track-metadata-child_eyebrow="blog"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--fill cloud-block__image--aside"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/XW-rmBm4zrrF0UecZu1P3FcTFuL8m_uS5zkoYXBO8p81djn9qyrkET3-PqmBZ7ml03C44IlemBEE=e14-rw-lo-sc0xffffff-w72 1x, https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/XW-rmBm4zrrF0UecZu1P3FcTFuL8m_uS5zkoYXBO8p81djn9qyrkET3-PqmBZ7ml03C44IlemBEE=e14-rw-lo-sc0xffffff-w144 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/XW-rmBm4zrrF0UecZu1P3FcTFuL8m_uS5zkoYXBO8p81djn9qyrkET3-PqmBZ7ml03C44IlemBEE=e14-rj-sc0xffffff-w72 1x, https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/XW-rmBm4zrrF0UecZu1P3FcTFuL8m_uS5zkoYXBO8p81djn9qyrkET3-PqmBZ7ml03C44IlemBEE=e14-rj-sc0xffffff-w144 2x"> <img alt="Thumbnail of sytlized schematic" class="" loading="lazy" src="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/XW-rmBm4zrrF0UecZu1P3FcTFuL8m_uS5zkoYXBO8p81djn9qyrkET3-PqmBZ7ml03C44IlemBEE=e14-rj-sc0xffffff-w72" srcset="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/XW-rmBm4zrrF0UecZu1P3FcTFuL8m_uS5zkoYXBO8p81djn9qyrkET3-PqmBZ7ml03C44IlemBEE=e14-rj-sc0xffffff-w144 2x"> </picture> </div> <div class="cloud-block__content"> <p class="cloud-block__eyebrow cws-label"> BLOG </p> <p class="cws-headline--headline-6">ML workloads run cheaper and faster with the latest GPUs</p> </div> </div> </a> </div> </div> </div> </div> <div class="product-template__benefits">  </div> </section> <section class="module-section">  </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Key features"> <p class="cws-label" style="margin-bottom: 16px;">Key features</p> <style> .key-features-module__eyebrow { margin-bottom: 8px; } .key-features-module__key-feature { margin-bottom: 40px; } .key-features-module__key-feature:last-of-type { margin-bottom: 24px; } </style> <div class="key-features-module" track-metadata-module="key features" track-metadata-module_headline="key features"> <div class="cws-grid"> <div class="key-features-module__headline cws-spacer-4--bottom cws-grid__col--span-8"> <h3 class="cws-headline--headline-4" id="key-features" data-text=" Key features "> Key features </h3> </div> </div> <div class="cws-grid"> <div class="cws-grid__col--span-8"> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="a-range-of-gpu-types" data-text="A range of GPU types">A range of GPU types</h5> <span class="cws-body richtext"> <p>NVIDIA K80, P100, P4, T4, V100, and A100 GPUs provide a range of compute options to cover your workload for each cost and performance need.</p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="flexible-performance" data-text="Flexible performance">Flexible performance</h5> <span class="cws-body richtext"> <p>Optimally balance the processor, memory, high performance disk, and up to 8 GPUs per instance for your individual workload. All with the per-second billing, so you only pay only for what you need while you are using it.</p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="all-the-benefits-of-google-cloud" data-text="All the benefits of Google Cloud">All the benefits of Google Cloud</h5> <span class="cws-body richtext"> <p>Run GPU workloads on Google Cloud Platform where you have access to industry-leading storage, networking, and data analytics technologies.</p> </span> </div> <a class="cws-button cws-button--low-emphasis cws-button--align-left cloud-smooth-scroll" href="#all-features" track-name="view all features" track-type="button" track-metadata-eventdetail="cloud.google.com" track-metadata-modifier="low-emphasis"> View all features </a> </div> </div> </div> </div> </section> <section class="module-section">  </section> <section class="module-section">  </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="What’s new"> <p class="cws-label" style="margin-bottom: 16px;">What’s new</p> <style> .whats-new-module .cloud-carousel { padding: 0; } .whats-new-module__headline { margin-bottom: 36px; } </style> <div class="whats-new-module" track-metadata-module="whats new" track-metadata-module_headline="whats new"> <div class="cws-grid"> <div class="cws-grid__col--span-8"> <div class="whats-new-module__headline"> <h3 class="cws-headline--headline-4" id="whats-new" data-text="What's new">What's new</h3> <p class="cloud-module__description"> <span class="richtext"><a href="https://web.archive.org/web/20210811205435/https://cloud.google.com/newsletter" class="cws-link" track-name="sign up" track-type="inline link" track-metadata-eventdetail="cloud.google.com/newsletter" track-metadata-module="whats new" track-metadata-module_headline="whats new">Sign up</a> for Google Cloud newsletters to receive product updates, event information, special offers, and more.</span> </p> </div> </div> </div> <style> @media (max-width: 480px) { .cloud-carousel--bleed-right { margin-right: 0; } .cloud-carousel__slide { margin-right: 16px; } } </style> <div class="cloud-carousel cloud-carousel--3up"> <div class="cloud-carousel__slide-deck-container"> <div class="cloud-carousel__slide-deck" role="group"> <div class="cloud-carousel__slide cloud-carousel__slide--story"> <a class="cloud-carousel__slide-link" href="https://web.archive.org/web/20210811205435/https://cloud.google.com/blog/products/compute/announcing-google-cloud-a2-vm-family-based-on-nvidia-a100-gpu" track-name="read the blog" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/blog/products/compute/announcing-google-cloud-a2-vm-family-based-on-nvidia-a100-gpu" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="new a2 vmsfirst nvidia ampere a100 gpus in the cloud" track-metadata-child_eyebrow="blog post" track-metadata-child_index="1" track-metadata-child_total="4"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/9mbQoMB3vU2yU0FHaltzlAA71NPPN-ZUJu-_3tJDFIWQkfAmPCHL5x-PpEjCK1cClkpzvOlm3yKkJQ=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/9mbQoMB3vU2yU0FHaltzlAA71NPPN-ZUJu-_3tJDFIWQkfAmPCHL5x-PpEjCK1cClkpzvOlm3yKkJQ=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/9mbQoMB3vU2yU0FHaltzlAA71NPPN-ZUJu-_3tJDFIWQkfAmPCHL5x-PpEjCK1cClkpzvOlm3yKkJQ=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/9mbQoMB3vU2yU0FHaltzlAA71NPPN-ZUJu-_3tJDFIWQkfAmPCHL5x-PpEjCK1cClkpzvOlm3yKkJQ=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Thumbnail of server stack connected to the cloud" class="" src="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/9mbQoMB3vU2yU0FHaltzlAA71NPPN-ZUJu-_3tJDFIWQkfAmPCHL5x-PpEjCK1cClkpzvOlm3yKkJQ=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/9mbQoMB3vU2yU0FHaltzlAA71NPPN-ZUJu-_3tJDFIWQkfAmPCHL5x-PpEjCK1cClkpzvOlm3yKkJQ=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">Blog post</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <span>New A2 VMs—first NVIDIA Ampere A100 GPUs in the cloud</span> <span class="cloud-link cloud-carousel__slide-cta">Read the blog</span> </p> </div> </a> </div> <div class="cloud-carousel__slide cloud-carousel__slide--story"> <a class="cloud-carousel__slide-link" href="/web/20210811205435/https://cloud.google.com/blog/products/ai-machine-learning/cheaper-cloud-ai-deployments-with-nvidia-t4-gpu-price-cut" track-name="read the blog" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning/cheaper-cloud-ai-deployments-with-nvidia-t4-gpu-price-cut" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="cheaper cloud ai deployments with nvidia t4" track-metadata-child_eyebrow="blog post" track-metadata-child_index="2" track-metadata-child_total="4"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/cUTXmVfhNgX5-MxFOpHnJz3-1PGSaYxia1ERa6u6Hsgr4PrRNEcztokpv_znNp6E880utfuNcDA=e14-rw-lo-sc0xffffff-h130-w102 1x, 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srcset="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/cUTXmVfhNgX5-MxFOpHnJz3-1PGSaYxia1ERa6u6Hsgr4PrRNEcztokpv_znNp6E880utfuNcDA=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">Blog post</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <span>Cheaper Cloud AI deployments with NVIDIA T4</span> <span class="cloud-link cloud-carousel__slide-cta">Read the blog</span> </p> </div> </a> </div> <div class="cloud-carousel__slide cloud-carousel__slide--story"> <a class="cloud-carousel__slide-link lb" href="https://web.archive.org/web/20210811205435/https://www.youtube.com/watch?v=l3_uE4gdAWc" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-metadata-video-id="l3_uE4gdAWc" track-name="watch video" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="next an overview of cloud gpu for ml and hpc" track-metadata-child_eyebrow="video" track-metadata-child_index="3" track-metadata-child_total="4"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/-2igUsR0CEoJTyKmGz7hGKZBYwlgptpaLLLUO-Gs-XlJ65MSynzFCtAzZfteUjgtP_EwDG78ug5d=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/-2igUsR0CEoJTyKmGz7hGKZBYwlgptpaLLLUO-Gs-XlJ65MSynzFCtAzZfteUjgtP_EwDG78ug5d=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/-2igUsR0CEoJTyKmGz7hGKZBYwlgptpaLLLUO-Gs-XlJ65MSynzFCtAzZfteUjgtP_EwDG78ug5d=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/-2igUsR0CEoJTyKmGz7hGKZBYwlgptpaLLLUO-Gs-XlJ65MSynzFCtAzZfteUjgtP_EwDG78ug5d=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Thumbnail image of people lined up at food truck outside corporate building" class="" src="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/-2igUsR0CEoJTyKmGz7hGKZBYwlgptpaLLLUO-Gs-XlJ65MSynzFCtAzZfteUjgtP_EwDG78ug5d=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/-2igUsR0CEoJTyKmGz7hGKZBYwlgptpaLLLUO-Gs-XlJ65MSynzFCtAzZfteUjgtP_EwDG78ug5d=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">Video</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <span>Next: An overview of Cloud GPU for ML and HPC</span> <span class="cloud-link cloud-carousel__slide-cta">Watch video</span> </p> </div> </a> </div> <div class="cloud-carousel__slide cloud-carousel__slide--story"> <a class="cloud-carousel__slide-link" href="https://web.archive.org/web/20210811205435/https://cloudonair.withgoogle.com/events/nvidia-gpu" target="_blank" rel="noopener" track-name="register now" track-type="carousel slide item" track-metadata-eventdetail="cloudonair.withgoogle.com/events/nvidia-gpu" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="webinar 8 reasons to run your ml workloads on nvidia t4 gpus" track-metadata-child_eyebrow="event" track-metadata-child_index="4" track-metadata-child_total="4"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/NLuxC1e1L8EuRIdc6KqtzDur3lCaiknelz6jH426f7taRMUY_t91rVboXuggmFQly6ja3kfdqdrbNw=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/NLuxC1e1L8EuRIdc6KqtzDur3lCaiknelz6jH426f7taRMUY_t91rVboXuggmFQly6ja3kfdqdrbNw=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/NLuxC1e1L8EuRIdc6KqtzDur3lCaiknelz6jH426f7taRMUY_t91rVboXuggmFQly6ja3kfdqdrbNw=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/NLuxC1e1L8EuRIdc6KqtzDur3lCaiknelz6jH426f7taRMUY_t91rVboXuggmFQly6ja3kfdqdrbNw=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Thumbnail of hands over a laptop keyboard" class="" src="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/NLuxC1e1L8EuRIdc6KqtzDur3lCaiknelz6jH426f7taRMUY_t91rVboXuggmFQly6ja3kfdqdrbNw=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210811205435im_/https://lh3.googleusercontent.com/NLuxC1e1L8EuRIdc6KqtzDur3lCaiknelz6jH426f7taRMUY_t91rVboXuggmFQly6ja3kfdqdrbNw=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">Event</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <span>Webinar: 8 reasons to run your ML workloads on NVIDIA T4 GPUs</span> <span class="cloud-link cloud-carousel__slide-cta">Register now</span> </p> </div> </a> </div> </div> </div> <div class="cloud-carousel__controls cloud-carousel__controls--hide-nuggets"> <div class="cloud-carousel__arrow left-arrow"> <i class="material-icons" aria-hidden="true" translate="no">keyboard_arrow_left</i> </div> <div class="cloud-carousel__arrow right-arrow"> <i class="material-icons" aria-hidden="true" translate="no">keyboard_arrow_right</i> </div> <div class="cloud-carousel__nuggets"> <div class="cloud-carousel__nugget"></div> </div> </div> </div> </div> </div> </section> <section class="module-section" id="documentation"> <div class="cloud-jump-section" data-cloud-main-text="Documentation" data-cloud-is-subtitle-linked="true"> <p class="cws-label" style="margin-bottom: 16px;">Documentation</p> <style> .documentation-module__headline { margin-bottom: 36px; } .documentation-module__more-docs { margin-bottom: 24px; } </style> <div class="documentation-module" track-metadata-module="documentation" track-metadata-module_headline="documentation"> <div class="cws-grid"> <div class="documentation-module__copy cws-grid__col--span-8"> <div class="documentation-module__headline"> <h3 class="cws-headline--headline-4" id="documentation" data-text=" Documentation "> Documentation </h3> </div> </div> </div> <div class="cws-grid"> <div class="cws-grid__col--span-8"> <div class="cloud-list"> <div class="cloud-list-item"> <div class="cloud-list-item__content"> <div class="cloud-list-item__header"> <span class="cloud-chip cloud-chip--green-bg "> Google Cloud Basics </span> </div> <h5 class="cws-headline--headline-6 cloud-list-item__headline" id="gpus-on-compute-engine" data-text=" GPUs on Compute Engine"> GPUs on Compute Engine</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Compute Engine provides GPUs that you can add to your virtual machine instances. Learn what you can do with GPUs and what types of GPU hardware are available.</span></p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210811205435/https://cloud.google.com/compute/docs/gpus" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/compute/docs/gpus" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-parent_type="list item" track-metadata-child_index="1" track-metadata-child_total="6"> Learn more </a> </div> </div> </div> <div class="cloud-list-item"> <div class="cloud-list-item__content"> <div class="cloud-list-item__header"> <span class="cloud-chip cloud-chip--green-bg "> Tutorial </span> </div> <h5 class="cws-headline--headline-6 cloud-list-item__headline" id="adding-or-removing-gpus-on-compute-engine" data-text=" Adding or removing GPUs on Compute Engine"> Adding or removing GPUs on Compute Engine</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Learn how to add or remove GPUs from a Compute Engine VM.</span></p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210811205435/https://cloud.google.com/compute/docs/gpus/add-gpus" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/compute/docs/gpus/add-gpus" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-parent_type="list item" track-metadata-child_index="2" track-metadata-child_total="6"> Learn more </a> </div> </div> </div> <div class="cloud-list-item"> <div class="cloud-list-item__content"> <div class="cloud-list-item__header"> <span class="cloud-chip cloud-chip--green-bg "> Tutorial </span> </div> <h5 class="cws-headline--headline-6 cloud-list-item__headline" id="installing-gpus-drivers" data-text=" Installing GPUs drivers"> Installing GPUs drivers</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">This guide shows ways to install NVIDIA proprietary drivers after you’ve created an instance with one or more GPUs. </span></p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210811205435/https://cloud.google.com/compute/docs/gpus/install-drivers-gpu" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/compute/docs/gpus/install-drivers-gpu" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-parent_type="list item" track-metadata-child_index="3" track-metadata-child_total="6"> Learn more </a> </div> </div> </div> <div class="cloud-list-item"> <div class="cloud-list-item__content"> <div class="cloud-list-item__header"> <span class="cloud-chip cloud-chip--green-bg "> Tutorial </span> </div> <h5 class="cws-headline--headline-6 cloud-list-item__headline" id="gpus-on-google-kubernetes-engine" data-text=" GPUs on Google Kubernetes Engine"> GPUs on Google Kubernetes Engine</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Learn how to use GPU hardware accelerators in your Google Kubernetes Engine clusters’ nodes.</span></p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="/web/20210811205435/https://cloud.google.com/kubernetes-engine/docs/how-to/gpus" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/kubernetes-engine/docs/how-to/gpus" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-parent_type="list item" track-metadata-child_index="4" track-metadata-child_total="6"> Learn more </a> </div> </div> </div> <div class="cloud-list-item"> <div class="cloud-list-item__content"> <div class="cloud-list-item__header"> <span class="cloud-chip cloud-chip--green-bg "> Google Cloud Basics </span> </div> <h5 class="cws-headline--headline-6 cloud-list-item__headline" id="using-gpus-for-training-models-in-the-cloud" data-text=" Using GPUs for training models in the cloud"> Using GPUs for training models in the cloud</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Accelerate the training process for many deep learning models, like image classification, video analysis, and natural language processing.</span></p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210811205435/https://cloud.google.com/ai-platform/training/docs/using-gpus" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/ai-platform/training/docs/using-gpus" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-parent_type="list item" track-metadata-child_index="5" track-metadata-child_total="6"> Learn more </a> </div> </div> </div> <div class="cloud-list-item"> <div class="cloud-list-item__content"> <div class="cloud-list-item__header"> <span class="cloud-chip cloud-chip--green-bg "> Google Cloud Basics </span> </div> <h5 class="cws-headline--headline-6 cloud-list-item__headline" id="attaching-gpus-to-dataproc-clusters" data-text=" Attaching GPUs to Dataproc clusters"> Attaching GPUs to Dataproc clusters</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Attach GPUs to the master and worker Compute Engine nodes in a Dataproc cluster to accelerate specific workloads, such as machine learning and data processing.</span></p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210811205435/https://cloud.google.com/dataproc/docs/concepts/compute/gpus" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/compute/gpus" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-parent_type="list item" track-metadata-child_index="6" track-metadata-child_total="6"> Learn more </a> </div> </div> </div> <div class="cloud-list__footer"> <h5 class="cws-headline--headline-6 cloud-list__footer-heading" id="not-seeing-what-you’re-looking-for" data-text=" Not seeing what you’re looking for? "> Not seeing what you’re looking for? </h5> <div class="cloud-list__footer--buttons"> <div class="cws-button__set"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="/web/20210811205435/https://cloud.google.com/compute/docs/gpus" track-name="view all product documentation" track-type="button" track-metadata-eventdetail="cloud.google.com/compute/docs/gpus" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation"> View all product documentation </a> </div> </div> </div> </div> </div> <div class="cws-grid__col--span-4 documentation-module__sidebar"> <div class="documentation-module__more-docs"> <div class="cloud-list-card cws-elevation--1 "> <div class="cloud-list-card__content"> <div class="cloud-list-card__header-border"> <h4 class="cloud-list-card__subhead cws-body" id="explore-more-docs" data-text="Explore more docs">Explore more docs</h4> </div> <ul class="cloud-list-card__list"> <li class="cloud-list-card__list-item"> <a class="cloud-list-card__link" href="/web/20210811205435/https://cloud.google.com/ai-platform/deep-learning-vm/docs/quickstart-cli" track-name="quickstarts" track-type="list card item" track-metadata-eventdetail="cloud.google.com/ai-platform/deep-learning-vm/docs/quickstart-cli" track-metadata-child_headline="quickstarts" track-metadata-child_total="4"> <div> <p class="cws-headline--headline-6">Quickstarts</p> <p class="cws-caption">Get a quick intro to using this product.</p> </div> </a> </li> <li class="cloud-list-card__list-item"> <a class="cloud-list-card__link" href="/web/20210811205435/https://cloud.google.com/compute/docs/gpus/add-gpus#create-new-gpu-instance" track-name="how-to guides" track-type="list card item" track-metadata-eventdetail="cloud.google.com/compute/docs/gpus/add-gpus" track-metadata-child_headline="how-to guides" track-metadata-child_index="1" track-metadata-child_total="4"> <div> <p class="cws-headline--headline-6">How-to guides</p> <p class="cws-caption">Learn to complete specific tasks with this product.</p> </div> </a> </li> <li class="cloud-list-card__list-item"> <a class="cloud-list-card__link" href="/web/20210811205435/https://cloud.google.com/compute/docs/tutorials/ml-inference-t4" track-name="tutorials" track-type="list card item" track-metadata-eventdetail="cloud.google.com/compute/docs/tutorials/ml-inference-t4" track-metadata-child_headline="tutorials" track-metadata-child_index="2" track-metadata-child_total="4"> <div> <p class="cws-headline--headline-6">Tutorials</p> <p class="cws-caption">Browse walkthroughs of common uses and scenarios for this product.</p> </div> </a> </li> <li class="cloud-list-card__list-item"> <a class="cloud-list-card__link" href="/web/20210811205435/https://cloud.google.com/compute/docs/gpus" track-name="apis references" track-type="list card item" track-metadata-eventdetail="cloud.google.com/compute/docs/gpus" track-metadata-child_headline="apis references" track-metadata-child_index="3" track-metadata-child_total="4"> <div> <p class="cws-headline--headline-6">APIs & references</p> <p class="cws-caption">View APIs, references, and other resources for this product.</p> </div> </a> </li> </ul> </div> </div> </div> </div> </div> </div> </div> </section> <section class="module-section">  </section> <section class="module-section" id="all-features">  </section> <section class="module-section" id="all-features">  </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Pricing" data-cloud-is-subtitle-linked="true"> <p class="cws-label" style="margin-bottom: 16px;">Pricing</p> <style> .pricing-module__table-header span { color: #202124; } .pricing-module__table-cell { line-height: 30px; } .pricing-module__headline { margin-bottom: 36px; } .pricing-module__pricing-table, .pricing-module__pricing-cta { margin-top: 24px; } </style> <div class="pricing-module" track-metadata-module="pricing" track-metadata-module_headline="pricing"> <div> <div class="pricing-module__headline"> <h3 class="cws-headline--headline-4" id="pricing" data-text=" Pricing "> Pricing </h3> </div> <p class="cws-spacer-0--bottom"> <span class="cws-body--large richtext"> <p>For information about GPU pricing for the different GPU types and regions that are available on Compute Engine, refer to the <a href="/web/20210811205435/https://cloud.google.com/compute/gpus-pricing" class="cws-link" track-name="gpu pricing document" track-type="inline link" track-metadata-eventdetail="cloud.google.com/compute/gpus-pricing" track-metadata-module="pricing" track-metadata-module_headline="pricing">GPU pricing document</a>. </p> </span> </p> </div> <div class="pricing-module__pricing-cta"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="/web/20210811205435/https://cloud.google.com/compute/gpus-pricing" track-name="view pricing details" track-type="button" 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