Dataflow | Google Cloud

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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/20210815041550/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/20210815041550im_/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 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class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/https://cloud.google.com/images/navigation/products/billing.png" srcset="https://web.archive.org/web/20210815041550im_/https://cloud.google.com/images/navigation/products/billing_36.png 36w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/billing_48.png 48w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/billing_72.png 72w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/billing_96.png 96w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/billing_480.png 480w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/billing_720.png 720w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/billing_856.png 856w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/billing_960.png 960w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/billing_1440.png 1440w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/billing_1920.png 1920w, /web/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/https://cloud.google.com/images/navigation/products/opencue.png" srcset="https://web.archive.org/web/20210815041550im_/https://cloud.google.com/images/navigation/products/opencue_36.png 36w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/opencue_48.png 48w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/opencue_72.png 72w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/opencue_96.png 96w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/opencue_480.png 480w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/opencue_720.png 720w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/opencue_856.png 856w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/opencue_960.png 960w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/opencue_1440.png 1440w, /web/20210815041550im_/https://cloud.google.com/images/navigation/products/opencue_1920.png 1920w, /web/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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 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track-type="nav" track-name="network service tiers" track-metadata-eventdetail="https://cloud.google.com/network-tiers" 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/20210815041550im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#networktiers" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Network Service Tiers </div> <div class="devsite-nav-item-description"> Cloud network options based on performance, availability, and cost. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210815041550/https://cloud.google.com/network-telemetry" track-type="nav" track-name="network telemetry" track-metadata-eventdetail="https://cloud.google.com/network-telemetry" 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/20210815041550im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#virtualprivatecloud" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Network Telemetry </div> <div class="devsite-nav-item-description"> 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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550/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 class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210815041550im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Operations </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210815041550/https://cloud.google.com/logging" track-type="nav" track-name="cloud logging" track-metadata-eventdetail="https://cloud.google.com/logging" 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/20210815041550im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#logging" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud 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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/https://cloud.google.com/kubernetes-engine-monitoring" track-type="nav" track-name="kubernetes engine monitoring" track-metadata-eventdetail="https://cloud.google.com/kubernetes-engine-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/20210815041550im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#kubernetesengine" srcset="" 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</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210815041550/https://cloud.google.com/profiler" track-type="nav" track-name="cloud profiler" track-metadata-eventdetail="https://cloud.google.com/profiler" 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/20210815041550im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#profiler" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Profiler </div> <div class="devsite-nav-item-description"> CPU and heap profiler for analyzing application performance. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210815041550/https://cloud.google.com/debugger" track-type="nav" 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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/20210815041550im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Intelligent Operations </div> <div class="devsite-nav-item-description"> Tools for easily optimizing performance, 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/20210815041550/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/20210815041550im_/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 href="https://web.archive.org/web/20210815041550/https://cloud.google.com/iam" track-type="nav" track-name="cloud iam" track-metadata-eventdetail="https://cloud.google.com/iam" 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/20210815041550im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudiam" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud IAM </div> <div class="devsite-nav-item-description"> Permissions management system for 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/20210815041550/https://cloud.google.com/assured-workloads" track-type="nav" track-name="assured workloads" track-metadata-eventdetail="https://cloud.google.com/assured-workloads" 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/20210815041550im_/https://cloud.google.com/images/navigation/products/assured-workloads.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Assured Workloads </div> <div class="devsite-nav-item-description"> Compliance and security controls for sensitive workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210815041550/https://cloud.google.com/security-key-management" track-type="nav" track-name="cloud key management" track-metadata-eventdetail="https://cloud.google.com/security-key-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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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/20210815041550/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/20210815041550im_/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 href="https://web.archive.org/web/20210815041550/https://cloud.google.com/titan-security-key" track-type="nav" track-name="titan security key" track-metadata-eventdetail="https://cloud.google.com/titan-security-key" 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/20210815041550im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#securitykeyenforcement" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Titan Security Key </div> <div class="devsite-nav-item-description"> Two-factor authentication device for user account protection. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210815041550/https://cloud.google.com/secret-manager" track-type="nav" track-name="secret manager" track-metadata-eventdetail="https://cloud.google.com/secret-manager" 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/20210815041550im_/https://cloud.google.com/images/navigation/products/secret-manager.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Secret Manager </div> <div class="devsite-nav-item-description"> Store API keys, passwords, certificates, and other sensitive data. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210815041550/https://cloud.google.com/beyondcorp-enterprise" track-type="nav" track-name="beyondcorp enterprise" track-metadata-eventdetail="https://cloud.google.com/beyondcorp-enterprise" 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/20210815041550im_/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 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data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data analytics" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataAnalytics"> <span class="devsite-nav-text" tooltip> Data analytics </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/open-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Open cloud" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="openCloud"> <span class="devsite-nav-text" tooltip> Open cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/sustainability" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Sustainability" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="sustainability"> <span class="devsite-nav-text" tooltip> Sustainability </span> </a> </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210815041550/https://workspace.google.com/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Productivity and collaboration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="productivityAndCollaboration"> <span class="devsite-nav-text" tooltip> Productivity and collaboration </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> Resources </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/events" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Events" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="events"> <span class="devsite-nav-text" tooltip> Events </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/blog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Blog" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="blog"> <span class="devsite-nav-text" tooltip> Blog </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/customers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Customer stories" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="customerStories"> <span class="devsite-nav-text" tooltip> Customer stories </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/analyst-reports" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Analyst reports" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="analystReports"> <span class="devsite-nav-text" tooltip> Analyst reports </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Solutions" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions#industry-solutions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Industry Solutions" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="industrySolutions"> <span class="devsite-nav-text" tooltip> Industry Solutions </span> </a> </li> <li class="devsite-nav-item"> <a 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data-category="Site-Wide Custom Events" data-label="Responsive Tab: Financial Services" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="financialServices"> <span class="devsite-nav-text" tooltip> Financial Services </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/healthcare-life-sciences" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Healthcare and Life Sciences" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="healthcareAndLifeSciences"> <span class="devsite-nav-text" tooltip> Healthcare and Life Sciences </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/media-entertainment" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Media and Entertainment" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="mediaAndEntertainment"> <span class="devsite-nav-text" tooltip> Media and Entertainment </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/telecommunications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Telecommunications" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="telecommunications"> <span class="devsite-nav-text" tooltip> Telecommunications </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/gaming" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gaming" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="gaming"> <span class="devsite-nav-text" tooltip> Gaming </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/manufacturing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Manufacturing" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="manufacturing"> <span class="devsite-nav-text" tooltip> Manufacturing </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/supply-chain-logistics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Supply Chain and Logistics" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="supplyChainAndLogistics"> <span class="devsite-nav-text" tooltip> Supply Chain and Logistics </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/government" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Government" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="government"> <span class="devsite-nav-text" tooltip> Government </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/education" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Education" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="education"> <span class="devsite-nav-text" tooltip> Education </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions#industry-solutions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all industry solutions" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="seeAllIndustrySolutions"> <span class="devsite-nav-text" tooltip> See all industry solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all solutions" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="seeAllSolutions"> <span class="devsite-nav-text" tooltip> See all solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/application-modernization" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Modernization" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="applicationModernization"> <span class="devsite-nav-text" tooltip> Application Modernization </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/hybrid-and-multicloud-application-platform" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Hybrid and Multi-cloud Application Platform" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="hybridAndMultiCloudApplicationPlatform"> <span class="devsite-nav-text" tooltip> Hybrid and Multi-cloud Application Platform </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/cloud-native-app-development" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud-Native App Development" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudNativeAppDevelopment"> <span class="devsite-nav-text" tooltip> Cloud-Native App Development </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/unlocking-legacy-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: API Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="apiManagement"> <span class="devsite-nav-text" tooltip> API Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/serverless" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Serverless Solutions" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="serverlessSolutions"> <span class="devsite-nav-text" tooltip> Serverless Solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/devops" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: DevOps" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="devops"> <span class="devsite-nav-text" tooltip> DevOps </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/continuous-delivery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Continuous Delivery (CD)" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="continuousDelivery(cd)"> <span class="devsite-nav-text" tooltip> Continuous Delivery (CD) </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/continuous-integration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Continuous Integration (CI)" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="continuousIntegration(ci)"> <span class="devsite-nav-text" tooltip> Continuous Integration (CI) </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/mainframe-modernization" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Mainframe Modernization" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="mainframeModernization"> <span class="devsite-nav-text" tooltip> Mainframe Modernization </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/web-hosting" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Hosting" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="hosting"> <span class="devsite-nav-text" tooltip> Hosting </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Artificial Intelligence" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="artificialIntelligence"> <span class="devsite-nav-text" tooltip> Artificial Intelligence </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/contact-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Contact Center AI" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="contactCenterAi"> <span class="devsite-nav-text" tooltip> Contact Center AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/document-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Document AI" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="documentAi"> <span class="devsite-nav-text" tooltip> Document AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/talent-solution" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Talent Solution" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudTalentSolution"> <span class="devsite-nav-text" tooltip> Cloud Talent Solution </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/business-application-platform" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Business Application Platform" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="businessApplicationPlatform"> <span class="devsite-nav-text" tooltip> Business Application Platform </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/new-channels-using-apis" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: New Business Channels Using APIs" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="newBusinessChannelsUsingApis"> <span class="devsite-nav-text" tooltip> New Business Channels Using APIs </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/unlocking-legacy-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Unlocking Legacy Applications Using APIs" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="unlockingLegacyApplicationsUsingApis"> <span class="devsite-nav-text" tooltip> Unlocking Legacy Applications Using APIs </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/apigee/solutions/open-banking-apix" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Open Banking APIx" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="openBankingApix"> <span class="devsite-nav-text" tooltip> Open Banking APIx </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/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/20210815041550/https://cloud.google.com/solutions/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Migration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="databaseMigration"> <span class="devsite-nav-text" tooltip> Database Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/database-modernization" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Modernization" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="databaseModernization"> <span class="devsite-nav-text" tooltip> Database Modernization </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/products/databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Databases" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleCloudDatabases"> <span class="devsite-nav-text" tooltip> Google Cloud Databases </span> </a> </li> <li 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class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/sql-server" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: SQL Server on Google Cloud" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="sqlServerOnGoogleCloud"> <span class="devsite-nav-text" tooltip> SQL Server 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> Digital Transformation </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/solutions/business-continuity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Business Continuity" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="businessContinuity"> 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Infrastructure" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="aiInfrastructure"> <span class="devsite-nav-text" tooltip> AI Infrastructure </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/dialogflow" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dialogflow" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dialogflow"> <span class="devsite-nav-text" tooltip> Dialogflow </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/automl-tables" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AutoML Tables" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="automlTables"> <span class="devsite-nav-text" tooltip> AutoML Tables </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/products#ai-and-machine-learning" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all AI and machine learning products" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="seeAllAiAndMachineLearningProducts"> <span class="devsite-nav-text" tooltip> See all AI and machine learning products </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> API Management </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/apigee/api-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee API Management" track-type="navMenu" 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tooltip> Cloud Healthcare API </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/appsheet" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: AppSheet" track-type="navMenu" track-metadata-eventdetail="globalMenu" 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/20210815041550/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/20210815041550/https://cloud.google.com/products/compute" class="devsite-nav-title gc-analytics-event 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track-name="appEngine"> <span class="devsite-nav-text" tooltip> App Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/https://cloud.google.com/gpu" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud GPUs" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudGpus"> <span class="devsite-nav-text" tooltip> Cloud GPUs </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/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 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class="devsite-nav-text" tooltip> Recommender </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/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/20210815041550/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/20210815041550/https://cloud.google.com/products#compute" 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track-name="containerSecurity"> <span class="devsite-nav-text" tooltip> Container Security </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210815041550/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/20210815041550/https://cloud.google.com/ai-platform/deep-learning-containers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Deep Learning Containers" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="deepLearningContainers"> <span class="devsite-nav-text" tooltip> Deep Learning Containers </span> </a> </li> <li 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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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/https://cloud.google.com/source-repositories" class="devsite-nav-title gc-analytics-event " 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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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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 class="devsite-nav-item"> <a href="/web/20210815041550/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 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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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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/20210815041550/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 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.cloud-module__description p { margin: 0; } .cloud-module__description p+p { margin-top: 16px; } @media(min-width: 1024px) { .module-section:first-child { margin-top: 60px; } .module-section:not(:empty) { margin-bottom: 60px; } } @media(min-width: 1280px) { .cloud-jump-content { padding-top: 0; } } .cloud-block__image { width: 100%; } </style> <style> .product-template__benefits:not(:empty) { margin-top: 36px; } .product-v2-template .cloud-chip { text-decoration: none; } </style> <section class="module-section"> <div class="cws-banner cws-fullbleed" track-metadata-module="banner"> <p class="cws-banner__body-copy"><span>Google Cloud named a Leader in The Forrester Wave™: Streaming Analytics, Q2 2021. <a href="https://web.archive.org/web/20210815041550/https://cloud.google.com/resources/forrester-wave-streaming-analytics-report-2021" class="cws-link cws-link--dark" track-name="get the report" track-type="inline link" track-metadata-eventdetail="cloud.google.com/resources/forrester-wave-streaming-analytics-report-2021">Get the report</a>.</span> </p> </div> </section> <style> .in-page-navigation-module cloudx-jump-menu[mixed], .in-page-navigation-module .cloud-jump-menu { padding-top: 0 } .in-page-navigation-module .bricks-jump-menu { background-color: #f8f9fa; } @media(min-width: 1024px) { .in-page-navigation-module .bricks-jump-menu { margin-top: 60px; } .in-page-navigation-module .bricks-jump-menu--has-banner { margin-top: 0; } } #cloud-site cloudx-jump-menu .in-page-navigation-module__headline { margin-top: 0; } </style> <div class="in-page-navigation-module"> <cloudx-jump-menu label="Jump to" label-hidden-large="" mixed="" class="bricks-jump-menu--has-banner"> <div class="cloud-menu-content"> <a 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"> Dataflow </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; } .hero-module__button-wrapper { align-items: center; display: flex; flex-wrap: wrap; gap: 16px; } .hero-module__buttons { margin-right: 36px; } .hero-module__richtext-cta { line-height: 40px; } .hero-module__richtext-cta p { margin-top: 0; } .hero-module--centered.hero-module--no-hero-asset .hero-module__content { text-align: center; } .hero-module--centered.hero-module--no-hero-asset .hero-module__button-wrapper { justify-content: center; } .hero-module--centered.hero-module--no-hero-asset .hero-module__button-wrapper .hero-module__buttons { margin-right: 0; } @media(min-width: 1024px) { .hero-module__right-rail:not(:empty) { margin-top: 0; } } @media(max-width: 1024px) { .hero-module--centered .hero-module__content { text-align: center; } .hero-module__buttons { margin-right: 0; } } @media(min-width: 601px) and (max-width: 1024px) { .hero-module .cws-button { margin-right: 16px; } .hero-module .cws-button__set { gap: 0px; } } </style> <div class="hero-module hero-module--product" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="dataflow"> <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="dataflow" data-text=" Dataflow "> Dataflow </h1> </div> <div class="cws-spacer-3--bottom"> <div class="cws-body--large cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Unified stream and batch data processing that's serverless, fast, and cost-effective.</p> <p>New customers get $300 in free credits to spend on Dataflow or other Google Cloud products during the first 90 days. </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/20210815041550/https://console.cloud.google.com/freetrial" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try it free" track-type="button" track-metadata-eventdetail="console.cloud.google.com/freetrial" track-metadata-modifier="high-emphasis"> Try it 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/20210815041550im_/https://cloud.google.com/dataflow/#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>Fully managed data processing service</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/20210815041550im_/https://cloud.google.com/dataflow/#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>Automated provisioning and management of processing resources</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/20210815041550im_/https://cloud.google.com/dataflow/#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>Horizontal autoscaling of worker resources to maximize resource utilization</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/20210815041550im_/https://cloud.google.com/dataflow/#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>OSS community-driven innovation with Apache Beam SDK</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/20210815041550im_/https://cloud.google.com/dataflow/#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>Reliable and consistent exactly-once processing</p> </div> </li> </ul> </div> <div class="hero-module__right-rail cws-grid__col--span-4"> <a class="cws-card lb" href="https://web.archive.org/web/20210815041550/https://youtube.com/watch?v=XdsuDOQ9nkU" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-name="learn dataflow in a minute including how it works and common use cases" track-type="card" track-metadata-eventdetail="youtube.com/watch" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="dataflow" track-metadata-child_headline="learn dataflow in a minute including how it works and common use cases" track-metadata-child_eyebrow="video"> <div class="cws-card__inner"> <div class="cws-card__asset cws-card__asset--video"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/p_8SE1dKlO9XsidgaErYzedc3YwcgnMgE-IeZ3R3QGUe5yedXfXFKEUkWrKNuwYPChehoKV4Pot2jQ=e14-rw-lo-sc0xffffff-h338-w600 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/p_8SE1dKlO9XsidgaErYzedc3YwcgnMgE-IeZ3R3QGUe5yedXfXFKEUkWrKNuwYPChehoKV4Pot2jQ=e14-rw-lo-sc0xffffff-h676-w1200 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/p_8SE1dKlO9XsidgaErYzedc3YwcgnMgE-IeZ3R3QGUe5yedXfXFKEUkWrKNuwYPChehoKV4Pot2jQ=e14-rj-sc0xffffff-h338-w600 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/p_8SE1dKlO9XsidgaErYzedc3YwcgnMgE-IeZ3R3QGUe5yedXfXFKEUkWrKNuwYPChehoKV4Pot2jQ=e14-rj-sc0xffffff-h676-w1200 2x"> <img alt="Thumbnail image of large building with Datflow icon over it, and to the right a man juggles Pub/Sub, Cloud Storage, and Cloud AutoML icons" class="" loading="lazy" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/p_8SE1dKlO9XsidgaErYzedc3YwcgnMgE-IeZ3R3QGUe5yedXfXFKEUkWrKNuwYPChehoKV4Pot2jQ=e14-rj-sc0xffffff-h338-w600" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/p_8SE1dKlO9XsidgaErYzedc3YwcgnMgE-IeZ3R3QGUe5yedXfXFKEUkWrKNuwYPChehoKV4Pot2jQ=e14-rj-sc0xffffff-h676-w1200 2x"> </picture> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="18px" viewbox="0 0 24 24" width="18px"><path d="M23.74 7.1s-.23-1.65-.95-2.37c-.91-.96-1.93-.96-2.4-1.02C17.04 3.47 12 3.5 12 3.5s-5.02-.03-8.37.21c-.46.06-1.48.06-2.39 1.02C.52 5.45.28 7.1.28 7.1S.04 9.05 0 10.98V13c.04 1.94.28 3.87.28 3.87s.24 1.65.96 2.38c.91.95 2.1.92 2.64 1.02 1.88.18 7.91.22 8.12.22 0 0 5.05.01 8.4-.23.46-.06 1.48-.06 2.39-1.02.72-.72.96-2.37.96-2.37s.24-1.94.25-3.87v-2.02c-.02-1.93-.26-3.88-.26-3.88zM9.57 15.5V8.49L16 12.13 9.57 15.5z"></path></svg> </span> </div> <div class="cws-card__content"> <p class="cws-label">VIDEO</p> <p class="cws-headline cws-headline--headline-5">Learn Dataflow in a minute, including how it works and common use cases.</p> <p class="cws-small-text">01:48</p> </div> </div> </a> </div> </div> </div> <div class="product-template__benefits"> <div class="cloud-jump-section" data-cloud-main-text="Benefits"> <p class="cws-label" style="margin-bottom: 16px;">Benefits</p> <style> .benefit-module__headline { margin: 0 0 16px; } .benefit-module__copy-block { border: 1px solid #dbdce0; padding: 36px; } @media(max-width: 767px) { .benefit-module__copy-block { padding: 0 24px; } .benefit-module__copy-block .cloud-copy__text { margin: 24px 0; } } </style> <div class="benefits-module cloud-copy" track-metadata-module="benefits"> <div class="benefit-module__copy-block cws-grid"> <div class="cloud-copy__text cws-grid__col--span-6 cws-grid__col--span-4-lg"> <div class="benefit-module__headline"> <h4 class="cws-headline--headline-5" id="streaming-data-analytics-with-speed" data-text="Streaming data analytics with speed">Streaming data analytics with speed</h4> </div> <span class="cws-body richtext"> <p>Dataflow enables fast, simplified streaming data pipeline development with lower data latency.</p> </span> </div> <div class="cloud-copy__text cws-grid__col--span-6 cws-grid__col--span-4-lg"> <div class="benefit-module__headline"> <h4 class="cws-headline--headline-5" id="simplify-operations-and-management" data-text="Simplify operations and management">Simplify operations and management</h4> </div> <span class="cws-body richtext"> <p>Allow teams to focus on programming instead of managing server clusters as Dataflow’s serverless approach removes operational overhead from data engineering workloads.</p> </span> </div> <div class="cloud-copy__text cws-grid__col--span-6 cws-grid__col--span-4-lg"> <div class="benefit-module__headline"> <h4 class="cws-headline--headline-5" id="reduce-total-cost-of-ownership" data-text="Reduce total cost of ownership">Reduce total cost of ownership</h4> </div> <span class="cws-body richtext"> <p>Resource autoscaling paired with cost-optimized batch processing capabilities means Dataflow offers virtually limitless capacity to manage your seasonal and spiky workloads without overspending.</p> </span> </div> </div> </div> </div> </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="autoscaling-of-resources-and-dynamic-work-rebalancing" data-text="Autoscaling of resources and dynamic work rebalancing">Autoscaling of resources and dynamic work rebalancing</h5> <span class="cws-body richtext"> <p>Minimize pipeline latency, maximize resource utilization, and reduce processing cost per data record with data-aware resource autoscaling. Data inputs are partitioned automatically and constantly rebalanced to even out worker resource utilization and reduce the effect of “hot keys” on pipeline performance.</p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="flexible-scheduling-and-pricing-for-batch-processing" data-text="Flexible scheduling and pricing for batch processing">Flexible scheduling and pricing for batch processing</h5> <span class="cws-body richtext"> <p>For processing with flexibility in job scheduling time, such as overnight jobs, flexible resource scheduling (FlexRS) offers a lower price for batch processing. These flexible jobs are placed into a queue with a guarantee that they will be retrieved for execution within a six-hour window.</p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="ready-to-use-real-time-ai-patterns" data-text="Ready-to-use real-time AI patterns">Ready-to-use real-time AI patterns</h5> <span class="cws-body richtext"> <p>Enabled through ready-to-use patterns, Dataflow’s real-time AI capabilities allow for real-time reactions with near-human intelligence to large torrents of events. Customers can build intelligent solutions ranging from predictive analytics and anomaly detection to real-time personalization and other advanced analytics use cases. </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 class="key-features-module__right-rail cws-grid__col--span-4"> <a class="cws-card lb" href="https://web.archive.org/web/20210815041550/https://www.youtube.com/watch?v=JRHy8fUQLYQ" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-name="enhance online retail experiences with real-time personalized offers demo" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-module="key features" track-metadata-module_headline="key features" track-metadata-child_headline="enhance online retail experiences with real-time personalized offers demo" track-metadata-child_eyebrow="video"> <div class="cws-card__inner"> <div class="cws-card__asset cws-card__asset--video"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/mTbCNClvWA6LWoXp9LabE5TsodA18TxP3xjAIIexmd602zZCto9uhPjuS8y5O-93NTWHMIybvGw=e14-rw-lo-sc0xffffff-h338-w600 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/mTbCNClvWA6LWoXp9LabE5TsodA18TxP3xjAIIexmd602zZCto9uhPjuS8y5O-93NTWHMIybvGw=e14-rw-lo-sc0xffffff-h676-w1200 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/mTbCNClvWA6LWoXp9LabE5TsodA18TxP3xjAIIexmd602zZCto9uhPjuS8y5O-93NTWHMIybvGw=e14-rj-sc0xffffff-h338-w600 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/mTbCNClvWA6LWoXp9LabE5TsodA18TxP3xjAIIexmd602zZCto9uhPjuS8y5O-93NTWHMIybvGw=e14-rj-sc0xffffff-h676-w1200 2x"> <img alt="Screenshot from a shopping app, displaying two rows of four shoes" class="" loading="lazy" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/mTbCNClvWA6LWoXp9LabE5TsodA18TxP3xjAIIexmd602zZCto9uhPjuS8y5O-93NTWHMIybvGw=e14-rj-sc0xffffff-h338-w600" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/mTbCNClvWA6LWoXp9LabE5TsodA18TxP3xjAIIexmd602zZCto9uhPjuS8y5O-93NTWHMIybvGw=e14-rj-sc0xffffff-h676-w1200 2x"> </picture> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="18px" viewbox="0 0 24 24" width="18px"><path d="M23.74 7.1s-.23-1.65-.95-2.37c-.91-.96-1.93-.96-2.4-1.02C17.04 3.47 12 3.5 12 3.5s-5.02-.03-8.37.21c-.46.06-1.48.06-2.39 1.02C.52 5.45.28 7.1.28 7.1S.04 9.05 0 10.98V13c.04 1.94.28 3.87.28 3.87s.24 1.65.96 2.38c.91.95 2.1.92 2.64 1.02 1.88.18 7.91.22 8.12.22 0 0 5.05.01 8.4-.23.46-.06 1.48-.06 2.39-1.02.72-.72.96-2.37.96-2.37s.24-1.94.25-3.87v-2.02c-.02-1.93-.26-3.88-.26-3.88zM9.57 15.5V8.49L16 12.13 9.57 15.5z"></path></svg> </span> </div> <div class="cws-card__content"> <p class="cws-label">VIDEO</p> <p class="cws-headline cws-headline--headline-5">Enhance online retail experiences with real-time, personalized offers: Demo</p> <p class="cws-small-text">7:18</p> </div> </div> </a> </div> </div> </div> </div> </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Customers"> <p class="cws-label" style="margin-bottom: 16px;">Customers</p> <style> .customer-module__carousel .cloud-carousel { padding: 0; } .customer-module__carousel, .customer-module__headline { margin-bottom: 36px; } @media(max-width: 768px) { .customer-module__headline { margin-bottom: 0; } } </style> <div class="customer-module" track-metadata-module="customers carousel" track-metadata-module_headline="learn from customers using dataflow"> <div class="cws-grid"> <div class="cws-grid__col--span-8"> <div class="customer-module__headline"> <h3 class="cws-headline--headline-4" id="learn-from-customers-using-dataflow" data-text="Learn from customers using Dataflow">Learn from customers using Dataflow</h3> </div> </div> </div> <div class="customer-module__carousel"> <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 cloud-carousel--margin-tight"> <div class="cloud-carousel__slide-deck-container"> <div class="cloud-carousel__slide-deck" role="group"> <div class="cloud-carousel__slide cws-cards"> <a class="cws-card" href="https://web.archive.org/web/20210815041550/https://cloud.google.com/customers/dow-jones" track-name="dow jones brings key historical events datasets to life with dataflow" track-type="card" track-metadata-eventdetail="cloud.google.com/customers/dow-jones" track-metadata-module="customers carousel" track-metadata-module_headline="learn from customers using dataflow" track-metadata-child_headline="dow jones brings key historical events datasets to life with dataflow" track-metadata-child_eyebrow="case study" track-metadata-child_index="1" track-metadata-child_total="4"> <div class="cws-card__inner"> <div class="cws-card__asset cws-card__asset--logo"> <img alt="Dow Jones logo" class="" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/IfaF3EH2uaFKSnlJPZlLyBmx18PHhT3mi51S1PHvHK6VH5uJvZwkPRaaPP54QBrHtjIAS4CEN8XDtA=e14-rj-sc0xffffff-h36" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/IfaF3EH2uaFKSnlJPZlLyBmx18PHhT3mi51S1PHvHK6VH5uJvZwkPRaaPP54QBrHtjIAS4CEN8XDtA=e14-rj-sc0xffffff-h72 2x" style=""> </div> <div class="cws-card__content"> <p class="cws-label">Case study</p> <p class="cws-headline cws-headline--headline-5">Dow Jones brings key historical events datasets to life with Dataflow.</p> <p class="cws-small-text">5-min read</p> </div> </div> </a> </div> <div class="cloud-carousel__slide cws-cards"> <a class="cws-card" href="https://web.archive.org/web/20210815041550/https://cloud.google.com/customers/sky-uk" track-name="sky updates its big data platform to meet the needs of its next-gen products" track-type="card" track-metadata-eventdetail="cloud.google.com/customers/sky-uk" track-metadata-module="customers carousel" track-metadata-module_headline="learn from customers using dataflow" track-metadata-child_headline="sky updates its big data platform to meet the needs of its next-gen products" track-metadata-child_eyebrow="case study" track-metadata-child_index="2" track-metadata-child_total="4"> <div class="cws-card__inner"> <div class="cws-card__asset cws-card__asset--logo"> <img alt="Sky logo" class="" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/HmftWuckN1a4fTt7Tv-HPscU9ixSXij5ZTQb9BQVjBCC30_Hvb_dOC6Fp3-j5LujTMTLCJZm1c4bjw=e14-rj-sc0xffffff-h36" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/HmftWuckN1a4fTt7Tv-HPscU9ixSXij5ZTQb9BQVjBCC30_Hvb_dOC6Fp3-j5LujTMTLCJZm1c4bjw=e14-rj-sc0xffffff-h72 2x" style=""> </div> <div class="cws-card__content"> <p class="cws-label">Case study</p> <p class="cws-headline cws-headline--headline-5">Sky updates its big data platform to meet the needs of its next-gen products.</p> <p class="cws-small-text">5-min read</p> </div> </div> </a> </div> <div class="cloud-carousel__slide cws-cards"> <a class="cws-card lb" href="https://web.archive.org/web/20210815041550/https://www.youtube.com/watch?v=kvOAEb7W3oA&t=1922&autoplay=1" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-name="unity uses dataflow to transform data into insights decisions and products" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-module="customers carousel" track-metadata-module_headline="learn from customers using dataflow" track-metadata-child_headline="unity uses dataflow to transform data into insights decisions and products" track-metadata-child_eyebrow="case study" track-metadata-child_index="3" track-metadata-child_total="4"> <div class="cws-card__inner"> <div class="cws-card__asset cws-card__asset--logo"> <img alt="Unity logo" class="" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/yc_BB41ZPKRKtRpGBlXPRGnCcT5DqIu6oISwGR2SSujbL542q0gpH5ArlijKh5CJaN39GgyN2jrPJQ=e14-rj-sc0xffffff-h36" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/yc_BB41ZPKRKtRpGBlXPRGnCcT5DqIu6oISwGR2SSujbL542q0gpH5ArlijKh5CJaN39GgyN2jrPJQ=e14-rj-sc0xffffff-h72 2x" style=""> </div> <div class="cws-card__content"> <p class="cws-label">Case study</p> <p class="cws-headline cws-headline--headline-5">Unity uses Dataflow to transform data into insights, decisions, and products.</p> <p class="cws-small-text">46:29</p> </div> </div> </a> </div> <div class="cloud-carousel__slide cws-cards"> <a class="cws-card" href="https://web.archive.org/web/20210815041550/https://cloud.google.com/customers/craveable-brands/" track-name="craveable brands cut data costs 75 developing real-time in-store experiences" track-type="card" track-metadata-eventdetail="cloud.google.com/customers/craveable-brands/" track-metadata-module="customers carousel" track-metadata-module_headline="learn from customers using dataflow" track-metadata-child_headline="craveable brands cut data costs 75 developing real-time in-store experiences" track-metadata-child_eyebrow="case study" track-metadata-child_index="4" track-metadata-child_total="4"> <div class="cws-card__inner"> <div class="cws-card__asset cws-card__asset--logo"> <img alt="Craveable Brands logo" class="" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/lIdp2k8VYK0MB4X9DJdlWjMUrokJDivTO0l2_9q0j03Ti9wjh0XMH6bBwUomRWX3NMlwGkBlcVM=e14-rj-sc0xffffff-h36" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/lIdp2k8VYK0MB4X9DJdlWjMUrokJDivTO0l2_9q0j03Ti9wjh0XMH6bBwUomRWX3NMlwGkBlcVM=e14-rj-sc0xffffff-h72 2x" style=""> </div> <div class="cws-card__content"> <p class="cws-label">Case study</p> <p class="cws-headline cws-headline--headline-5">Craveable Brands cut data costs 75% developing real-time in-store experiences.</p> <p class="cws-small-text">5-min read</p> </div> </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> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210815041550/https://cloud.google.com/customers#/products=Big_Data_Analytics" track-name="see all customers" track-type="button" track-metadata-eventdetail="cloud.google.com/customers" track-metadata-modifier="low-emphasis"> See all customers </a> </div> </div> </div> </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"> <p> <a href="https://web.archive.org/web/20210815041550/https://docs.google.com/forms/d/e/1FAIpQLSeeuQiFQV2MnYrRs_ThnXBzVZdxyqJQVyS4vlvAGhTWxwbGMA/viewform?resourcekey=0-zfrWMquCEhe9ilhFKFa9eQ" class="cws-link" target="_blank" rel="noopener" track-name="sign up" track-type="inline link" track-metadata-eventdetail="docs.google.com/forms/d/e/1FAIpQLSeeuQiFQV2MnYrRs_ThnXBzVZdxyqJQVyS4vlvAGhTWxwbGMA/viewform" track-metadata-module="whats new" track-metadata-module_headline="whats new">Sign up</a> for Dataflow Prime preview. </p> </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="/web/20210815041550/https://cloud.google.com/blog/products/data-analytics/dataflow-leader-forrester-wave-streaming-analytics-report-2021" track-name="read the blog" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/dataflow-leader-forrester-wave-streaming-analytics-report-2021/" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="google cloud named a leader in the forrester wave streaming analytics q2 2021" track-metadata-child_eyebrow="blog post" track-metadata-child_index="1" track-metadata-child_total="6"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/Qa_Zj6F4sLhHQjHDWdtq4_YKH7X_cmRRvqFDYgSt0YQW7DqllWqOTKxyR_99845DjzyhF-j0LTQh=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/Qa_Zj6F4sLhHQjHDWdtq4_YKH7X_cmRRvqFDYgSt0YQW7DqllWqOTKxyR_99845DjzyhF-j0LTQh=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/Qa_Zj6F4sLhHQjHDWdtq4_YKH7X_cmRRvqFDYgSt0YQW7DqllWqOTKxyR_99845DjzyhF-j0LTQh=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/Qa_Zj6F4sLhHQjHDWdtq4_YKH7X_cmRRvqFDYgSt0YQW7DqllWqOTKxyR_99845DjzyhF-j0LTQh=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Google Cloud named a Leader in The Forrester Wave™: Streaming Analytics, Q2 2021" class="" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/Qa_Zj6F4sLhHQjHDWdtq4_YKH7X_cmRRvqFDYgSt0YQW7DqllWqOTKxyR_99845DjzyhF-j0LTQh=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/Qa_Zj6F4sLhHQjHDWdtq4_YKH7X_cmRRvqFDYgSt0YQW7DqllWqOTKxyR_99845DjzyhF-j0LTQh=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>Google Cloud named a Leader in The Forrester Wave™: Streaming Analytics, Q2 2021</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="https://web.archive.org/web/20210815041550/https://cloud.google.com/blog/products/data-analytics/simplify-and-automate-data-processing-with-dataflow-prime" track-name="read the blog" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/simplify-and-automate-data-processing-with-dataflow-prime" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="dataflow prime bringing efficiency and simplicity to big data processing" track-metadata-child_eyebrow="blog post" track-metadata-child_index="2" track-metadata-child_total="6"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/oKr2e02uuYkqFbqoW0X0dED_ArWqBqZK7IDVWc5_uN6fiyJDBjnRgyOnvm438dHa0ClnzWVuGL8v=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/oKr2e02uuYkqFbqoW0X0dED_ArWqBqZK7IDVWc5_uN6fiyJDBjnRgyOnvm438dHa0ClnzWVuGL8v=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/oKr2e02uuYkqFbqoW0X0dED_ArWqBqZK7IDVWc5_uN6fiyJDBjnRgyOnvm438dHa0ClnzWVuGL8v=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/oKr2e02uuYkqFbqoW0X0dED_ArWqBqZK7IDVWc5_uN6fiyJDBjnRgyOnvm438dHa0ClnzWVuGL8v=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="" class="" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/oKr2e02uuYkqFbqoW0X0dED_ArWqBqZK7IDVWc5_uN6fiyJDBjnRgyOnvm438dHa0ClnzWVuGL8v=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/oKr2e02uuYkqFbqoW0X0dED_ArWqBqZK7IDVWc5_uN6fiyJDBjnRgyOnvm438dHa0ClnzWVuGL8v=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>Dataflow Prime, bringing efficiency and simplicity to big data processing </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="https://web.archive.org/web/20210815041550/https://cloudonair.withgoogle.com/events/summit-data-cloud?talk=breakout_stream_analytics" target="_blank" rel="noopener" track-name="watch video" track-type="card" track-metadata-eventdetail="cloudonair.withgoogle.com/events/summit-data-cloud" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="capturing real-time value with stream analytics" track-metadata-child_eyebrow="video" track-metadata-child_index="3" track-metadata-child_total="6"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/w1x_lRl4OxFlrwHuTkpt-FRwDGx0mszOZirXIuxpDyfdg6i84LRifPgU3thYBMPfpDMIHF3suRNA2Q=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/w1x_lRl4OxFlrwHuTkpt-FRwDGx0mszOZirXIuxpDyfdg6i84LRifPgU3thYBMPfpDMIHF3suRNA2Q=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/w1x_lRl4OxFlrwHuTkpt-FRwDGx0mszOZirXIuxpDyfdg6i84LRifPgU3thYBMPfpDMIHF3suRNA2Q=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/w1x_lRl4OxFlrwHuTkpt-FRwDGx0mszOZirXIuxpDyfdg6i84LRifPgU3thYBMPfpDMIHF3suRNA2Q=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="" class="" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/w1x_lRl4OxFlrwHuTkpt-FRwDGx0mszOZirXIuxpDyfdg6i84LRifPgU3thYBMPfpDMIHF3suRNA2Q=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/w1x_lRl4OxFlrwHuTkpt-FRwDGx0mszOZirXIuxpDyfdg6i84LRifPgU3thYBMPfpDMIHF3suRNA2Q=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>Capturing real-time value with Stream Analytics </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="/web/20210815041550/https://cloud.google.com/blog/products/data-analytics/how-to-move-data-from-mysql-to-bigquery" track-name="read the blog" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/how-to-move-data-from-mysql-to-bigquery" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="real-time change data capture for data replication into bigquery" track-metadata-child_eyebrow="blog post" track-metadata-child_index="4" track-metadata-child_total="6"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/bgzyoKxXaq9RvWkq7mqTlOBEtpzmRF6xgJ8hSBGpdLGtfFHU_FUIKMyXezMywOIKcUUVcMr1FgcC7A=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/bgzyoKxXaq9RvWkq7mqTlOBEtpzmRF6xgJ8hSBGpdLGtfFHU_FUIKMyXezMywOIKcUUVcMr1FgcC7A=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/bgzyoKxXaq9RvWkq7mqTlOBEtpzmRF6xgJ8hSBGpdLGtfFHU_FUIKMyXezMywOIKcUUVcMr1FgcC7A=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/bgzyoKxXaq9RvWkq7mqTlOBEtpzmRF6xgJ8hSBGpdLGtfFHU_FUIKMyXezMywOIKcUUVcMr1FgcC7A=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Blog icon" class="" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/bgzyoKxXaq9RvWkq7mqTlOBEtpzmRF6xgJ8hSBGpdLGtfFHU_FUIKMyXezMywOIKcUUVcMr1FgcC7A=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/bgzyoKxXaq9RvWkq7mqTlOBEtpzmRF6xgJ8hSBGpdLGtfFHU_FUIKMyXezMywOIKcUUVcMr1FgcC7A=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>Real-time Change Data Capture for data replication into BigQuery</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/20210815041550/https://www.youtube.com/watch?v=KalJ0VuEM7s" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-metadata-video-id="KalJ0VuEM7s" 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="what is dataflow new video explainer from the google cloud drawing board series" track-metadata-child_eyebrow="video" track-metadata-child_index="5" track-metadata-child_total="6"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/Kl4sXcdETVV03MJpvr9JI90M3bGEqGen3bcwW-qnMLWqEr8G3LZa7smzC0sofAWx_ge5XQ7WX7o=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/Kl4sXcdETVV03MJpvr9JI90M3bGEqGen3bcwW-qnMLWqEr8G3LZa7smzC0sofAWx_ge5XQ7WX7o=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/Kl4sXcdETVV03MJpvr9JI90M3bGEqGen3bcwW-qnMLWqEr8G3LZa7smzC0sofAWx_ge5XQ7WX7o=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/Kl4sXcdETVV03MJpvr9JI90M3bGEqGen3bcwW-qnMLWqEr8G3LZa7smzC0sofAWx_ge5XQ7WX7o=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Cup with pencils, pens, paintbrushes stored in it" class="" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/Kl4sXcdETVV03MJpvr9JI90M3bGEqGen3bcwW-qnMLWqEr8G3LZa7smzC0sofAWx_ge5XQ7WX7o=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/Kl4sXcdETVV03MJpvr9JI90M3bGEqGen3bcwW-qnMLWqEr8G3LZa7smzC0sofAWx_ge5XQ7WX7o=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>What is Dataflow? New video explainer from the Google Cloud drawing board series</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/20210815041550/https://cloud.google.com/blog/products/data-analytics/streaming-analytics-now-simpler-more-cost-effective-cloud-dataflow" track-name="read the blog" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/streaming-analytics-now-simpler-more-cost-effective-cloud-dataflow" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="streaming analytics now simpler more cost-effective in dataflow" track-metadata-child_eyebrow="blog post" track-metadata-child_index="6" track-metadata-child_total="6"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/dmSE6PZdXAcCx0qg-iSYVItHWzgzq-XYp1lzjuDLrmOxsX1L_NimKDVHHyTU-gKdKfYcD4TDT-Cn=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/dmSE6PZdXAcCx0qg-iSYVItHWzgzq-XYp1lzjuDLrmOxsX1L_NimKDVHHyTU-gKdKfYcD4TDT-Cn=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/dmSE6PZdXAcCx0qg-iSYVItHWzgzq-XYp1lzjuDLrmOxsX1L_NimKDVHHyTU-gKdKfYcD4TDT-Cn=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/dmSE6PZdXAcCx0qg-iSYVItHWzgzq-XYp1lzjuDLrmOxsX1L_NimKDVHHyTU-gKdKfYcD4TDT-Cn=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Thumbnail of data flowing from green checkmarks through yellow keys to a blue shield with a white padlock on it in the cloud" class="" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/dmSE6PZdXAcCx0qg-iSYVItHWzgzq-XYp1lzjuDLrmOxsX1L_NimKDVHHyTU-gKdKfYcD4TDT-Cn=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/dmSE6PZdXAcCx0qg-iSYVItHWzgzq-XYp1lzjuDLrmOxsX1L_NimKDVHHyTU-gKdKfYcD4TDT-Cn=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>Streaming analytics now simpler, more cost-effective in Dataflow</span> <span class="cloud-link cloud-carousel__slide-cta">Read the blog</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 "> Tutorial </span> </div> <h5 class="cws-headline--headline-6 cloud-list-item__headline" id="dataflow-quickstart-using-python" data-text=" Dataflow quickstart using Python "> Dataflow quickstart using Python </h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Set up your Google Cloud project and Python development environment, get the Apache Beam Python SDK and run and modify the WordCount example on the Dataflow service.</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/20210815041550/http://console.cloud.google.com/?tutorial=python_dataflow_quickstart" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="learn more" track-type="button" track-metadata-eventdetail="console.cloud.google.com/" 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="8"> 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="using-dataflow-sql" data-text=" Using Dataflow SQL"> Using Dataflow SQL</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Create a SQL query and deploy a Dataflow job to run your query from the Dataflow SQL UI.</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/20210815041550/https://cloud.google.com/dataflow/docs/guides/sql/dataflow-sql-ui-walkthrough" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/dataflow/docs/guides/sql/dataflow-sql-ui-walkthrough " 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="8"> 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-the-apache-beam-sdk" data-text=" Installing the Apache Beam SDK"> Installing the Apache Beam SDK</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Install the Apache Beam SDK so that you can run your pipelines on the Dataflow service.</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/20210815041550/https://cloud.google.com/dataflow/docs/guides/installing-beam-sdk" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/dataflow/docs/guides/installing-beam-sdk " 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="8"> 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="machine-learning-with-apache-beam-and-tensorflow" data-text=" Machine learning with Apache Beam and TensorFlow"> Machine learning with Apache Beam and TensorFlow</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Preprocess, train, and make predictions on a molecular energy machine learning model, using Apache Beam, Dataflow, and TensorFlow.</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/20210815041550/https://cloud.google.com/dataflow/docs/samples/molecules-walkthrough" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/dataflow/docs/samples/molecules-walkthrough " 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="8"> 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="dataflow-word-count-tutorial-using-java" data-text=" Dataflow Word Count Tutorial using Java"> Dataflow Word Count Tutorial using Java</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">In this tutorial, you'll learn the basics of the Cloud Dataflow service by running a simple example pipeline using the Apache Beam Java SDK.</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/20210815041550/https://console.cloud.google.com/?tutorial=java_dataflow_quickstart" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="learn more" track-type="button" track-metadata-eventdetail="console.cloud.google.com/" 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="8"> 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="qwiklab:-processing-data-with-google-cloud-dataflow" data-text=" Qwiklab: Processing Data with Google Cloud Dataflow"> Qwiklab: Processing Data with Google Cloud Dataflow</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Learn how to process a real-time, text-based dataset using Python and Dataflow, then store it in BigQuery.</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/20210815041550/https://www.qwiklabs.com/focuses/1159?parent=catalog" target="_blank" rel="noopener" track-name="learn more" track-type="button" track-metadata-eventdetail="www.qwiklabs.com/focuses/1159" 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="8"> 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="qwiklab:-stream-processing-with-cloud-pubsub-and-dataflow" data-text=" Qwiklab: Stream Processing with Cloud Pub/Sub and Dataflow"> Qwiklab: Stream Processing with Cloud Pub/Sub and Dataflow</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Learn how to use Dataflow to read messages published to a Pub/Sub topic, window the messages by timestamp, and write the messages to Cloud Storage.</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/20210815041550/https://www.qwiklabs.com/focuses/18457?parent=catalog" track-name="learn more" track-type="button" track-metadata-eventdetail=" https://www.qwiklabs.com/focuses/18457" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-parent_type="list item" track-metadata-child_index="7" track-metadata-child_total="8"> 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="dataflow-resources" data-text=" Dataflow resources"> Dataflow resources</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Find information on pricing, resource quotas, FAQs, and more.</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/20210815041550/https://cloud.google.com/dataflow/docs/resources" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/dataflow/docs/resources" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-parent_type="list item" track-metadata-child_index="8" track-metadata-child_total="8"> 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/20210815041550/https://cloud.google.com/dataflow/docs" track-name="view all product documentation" track-type="button" track-metadata-eventdetail="cloud.google.com/dataflow/docs" 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="cws-link-aside" role="complementary" aria-label="Explore more docs 1"> <div class="cws-link-aside__header"> <h2 class="cws-link-aside__headline cws-headline--headline-6" id="explore-more-docs" data-text=" Explore more docs "> Explore more docs </h2> </div> <ul class="cws-link-aside__items"> <li class="cws-link-aside__item"> <a class="cws-link-aside__link" href="/web/20210815041550/https://cloud.google.com/dataflow/docs/quickstarts" track-name="get a quick intro to using this product" track-type="link aside" track-metadata-eventdetail="cloud.google.com/dataflow/docs/quickstarts "> <div class="cws-link-aside__link-content"> <p class="cws-link-aside__link-text cws-cta">Get a quick intro to using this product.</p> </div> </a> </li> <li class="cws-link-aside__item"> <a class="cws-link-aside__link" href="/web/20210815041550/https://cloud.google.com/dataflow/docs/how-to" track-name="learn to complete specific tasks with this product" track-type="link aside" track-metadata-eventdetail="cloud.google.com/dataflow/docs/how-to "> <div class="cws-link-aside__link-content"> <p class="cws-link-aside__link-text cws-cta">Learn to complete specific tasks with this product.</p> </div> </a> </li> <li class="cws-link-aside__item"> <a class="cws-link-aside__link" href="/web/20210815041550/https://cloud.google.com/dataflow/docs/samples" track-name="browse walkthroughs of common uses and scenarios for this product" track-type="link aside" track-metadata-eventdetail="cloud.google.com/dataflow/docs/samples "> <div class="cws-link-aside__link-content"> <p class="cws-link-aside__link-text cws-cta">Browse walkthroughs of common uses and scenarios for this product.</p> </div> </a> </li> <li class="cws-link-aside__item"> <a class="cws-link-aside__link" href="/web/20210815041550/https://cloud.google.com/dataflow/docs/apis" track-name="view apis references and other resources for this product" track-type="link aside" track-metadata-eventdetail="cloud.google.com/dataflow/docs/apis "> <div class="cws-link-aside__link-content"> <p class="cws-link-aside__link-text cws-cta">View APIs, references, and other resources for this product.</p> </div> </a> </li> </ul> </div> </div> <a class="cws-card cws-card--list" href="/web/20210815041550/https://cloud.google.com/dataflow/docs/resources/release-notes-service" track-name="release notes" track-type="card" track-metadata-eventdetail="cloud.google.com/dataflow/docs/resources/release-notes-service" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-child_headline="release notes"> <div class="cws-card__inner"> <div class="cws-card__content"> <p class="cws-headline cws-headline--headline-6">Release notes</p> <div class="cws-body">Read about the latest releases for Dataflow</div> </div> </div> </a> </div> </div> </div> </div> </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Use cases" data-cloud-is-subtitle-linked="true"> <p class="cws-label" style="margin-bottom: 16px;">Use cases</p> <style> /* [1] Override chip bottom margin to match design spec */ .use-case-module .cloud-chip { margin-bottom: 8px; /* [1] */ } .use-case-module__headline { margin-bottom: 40px; } .use-case-module__use-case { margin-bottom: 36px; } .use-case-module__use-case:last-child { margin-bottom: 0; } .use-case-module__use-case-diagram { display: flex; justify-content: left; overflow-x: auto; margin: 24px 0; } .use-case-module__cta { margin-top: 24px; } </style> <div class="use-case-module" track-metadata-module="use cases" track-metadata-module_headline="use cases"> <div class="use-case-module__headline"> <h3 class="cws-headline--headline-4" id="use-cases" data-text=" Use cases "> Use cases </h3> </div> <div> <div class="use-case-module__use-case"> <div> <span class="cloud-chip cloud-chip--yellow-bg "> Use case </span> </div> <div> <span class="cws-headline--headline-6 cloud-jump-section">Stream analytics</span> </div> <span class="cws-body richtext"> <p>Google’s <a href="/web/20210815041550/https://cloud.google.com/solutions/stream-analytics" class="cws-link" track-name="stream analytics" track-type="inline link" track-metadata-eventdetail="cloud.google.com/solutions/stream-analytics" track-metadata-module="use cases" track-metadata-module_headline="use cases">stream analytics</a> makes data more organized, useful, and accessible from the instant it’s generated. Built on Dataflow along with Pub/Sub and BigQuery, our streaming solution provisions the resources you need to ingest, process, and analyze fluctuating volumes of real-time data for real-time business insights. This abstracted provisioning reduces complexity and makes stream analytics accessible to both data analysts and data engineers.</p> </span> <div class="use-case-module__use-case-diagram"> <img alt="Flow across 5 columns, from Trigger, to Ingest, Enrich, Analyze, & Activate. Each column has top and bottom section. In top of Trigger column are edge devices (mobile, web, Data Store, and IoT) which flow to Pub/Sub in Ingest column, and on to Enrich column and Apache Beam / Dataflow Streaming, then down to Analyze and then Activate boxes where it flows back to edge devices in Col 1. From Apache Beam in col 3, flows back and forth to Analyze column, into BigQuery, AI Platform, and Bigtable: all 3 are flowed into by Backfill/ Reprocess - Dataflow Batch. Flow moves from BigQuery to Activate column, into Data Studio, Third-party BI, and Cloud Functions, which flows back to edge devices in column 1. In bottom section of columns, it says Creation Flow: Trigger says “Configure source to push event message to Pub/Sub topic.” Flows to Ingest “Create Pub/Sub Topic and subscription.” To Enrich “Deploy streaming or batch Dataflow job using templates, CLI, or notebooks.” To Analyze “Create dataset, tables, and models to receive stream.” To Activate “Build real-time dashboards and call external APIs.”" class="" loading="lazy" src="https://web.archive.org/web/20210815041550im_/https://www.gstatic.com/bricks/image/f4f99d139d05057c917bb62406d1c36ab2f297d945f9c7d340208211dc217d19.svg" style="max-width: 953px; max-height: 400px;"> </div> <div class="cws-grid cws-cards cws-cards--compact use-case-module__technical-content cws-spacer-3--top"> </div> </div> <div class="use-case-module__use-case"> <div> <span class="cloud-chip cloud-chip--yellow-bg "> Use case </span> </div> <div> <span class="cws-headline--headline-6 cloud-jump-section">Real-time AI</span> </div> <span class="cws-body richtext"> <p>Dataflow brings streaming events to Google Cloud’s <a href="/web/20210815041550/https://cloud.google.com/vertex-ai" class="cws-link" track-name="vertex ai" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/" track-metadata-module="use cases" track-metadata-module_headline="use cases">Vertex AI</a> and <a href="https://web.archive.org/web/20210815041550/https://www.tensorflow.org/tfx" target="_blank" rel="noopener" class="cws-link" track-name="tensorflow extended tfx" track-type="inline link" track-metadata-eventdetail="www.tensorflow.org/tfx" track-metadata-module="use cases" track-metadata-module_headline="use cases">TensorFlow Extended (TFX)</a> to enable predictive analytics, fraud detection, real-time personalization, and other advanced analytics use cases. TFX uses Dataflow and Apache Beam as the distributed data processing engine to enable several aspects of the ML life cycle, all supported with <a href="/web/20210815041550/https://cloud.google.com/solutions/machine-learning/architecture-for-mlops-using-tfx-kubeflow-pipelines-and-cloud-build#setting-up-ci-cd-for-ml-on-google-cloud" class="cws-link" track-name="ci/cd for ml" track-type="inline link" track-metadata-eventdetail="cloud.google.com/solutions/machine-learning/architecture-for-mlops-using-tfx-kubeflow-pipelines-and-cloud-build" track-metadata-module="use cases" track-metadata-module_headline="use cases">CI/CD for ML</a> through Kubeflow pipelines.</p> </span> <div class="cws-grid cws-cards cws-cards--compact use-case-module__technical-content cws-spacer-3--top"> <div class="cws-grid__col--span-4"> <a class="cws-card" href="https://web.archive.org/web/20210815041550/https://cloud.google.com/solutions/smart-analytics/reference-patterns/overview#anomaly_detection" track-name="anomaly detection" track-type="card" track-metadata-eventdetail="cloud.google.com/solutions/smart-analytics/reference-patterns/overview" track-metadata-module="use cases" track-metadata-module_headline="real-time ai" track-metadata-child_headline="anomaly detection" track-metadata-child_eyebrow="pattern" track-metadata-child_index="1" track-metadata-child_total="3"> <div class="cws-card__inner"> <div class="cws-card__content"> <p class="cws-label">Pattern</p> <p class="cws-headline cws-headline--headline-5"> Anomaly detection</p> <div class="cws-body">Identify and resolve problems in real time with outlier detection for malware, account activity, financial transactions, and more.</div> </div> <div class="cws-card__cta"> <span class="cws-button cws-button--low-emphasis"> Learn more </span> </div> </div> </a> </div> <div class="cws-grid__col--span-4"> <a class="cws-card" href="https://web.archive.org/web/20210815041550/https://cloud.google.com/solutions/smart-analytics/reference-patterns/overview#pattern_recognition" track-name="pattern recognition" track-type="card" track-metadata-eventdetail="cloud.google.com/solutions/smart-analytics/reference-patterns/overview" track-metadata-module="use cases" track-metadata-module_headline="real-time ai" track-metadata-child_headline="pattern recognition" track-metadata-child_eyebrow="pattern" track-metadata-child_index="2" track-metadata-child_total="3"> <div class="cws-card__inner"> <div class="cws-card__content"> <p class="cws-label">Pattern</p> <p class="cws-headline cws-headline--headline-5">Pattern recognition</p> <div class="cws-body">Streamline operations and customer experiences with pattern detection on images, videos, and data.</div> </div> <div class="cws-card__cta"> <span class="cws-button cws-button--low-emphasis"> Learn more </span> </div> </div> </a> </div> <div class="cws-grid__col--span-4"> <a class="cws-card" href="https://web.archive.org/web/20210815041550/https://cloud.google.com/solutions/smart-analytics/reference-patterns/overview#predictive_forecasting" track-name="predictive forecasting" track-type="card" track-metadata-eventdetail="cloud.google.com/solutions/smart-analytics/reference-patterns/overview" track-metadata-module="use cases" track-metadata-module_headline="real-time ai" track-metadata-child_headline="predictive forecasting" track-metadata-child_eyebrow="pattern" track-metadata-child_index="3" track-metadata-child_total="3"> <div class="cws-card__inner"> <div class="cws-card__content"> <p class="cws-label">Pattern</p> <p class="cws-headline cws-headline--headline-5">Predictive forecasting</p> <div class="cws-body">Forecast time series data streams ranging from user activity to equipment health in order to proactively solve problems.</div> </div> <div class="cws-card__cta"> <span class="cws-button cws-button--low-emphasis"> Learn more </span> </div> </div> </a> </div> </div> </div> <div class="use-case-module__use-case"> <div> <span class="cloud-chip cloud-chip--yellow-bg "> Use case </span> </div> <div> <span class="cws-headline--headline-6 cloud-jump-section"> Sensor and log data processing</span> </div> <span class="cws-body richtext"> <p>Unlock business insights from your global device network with an intelligent <a href="/web/20210815041550/https://cloud.google.com/solutions/iot" class="cws-link" track-name="iot platform" track-type="inline link" track-metadata-eventdetail="cloud.google.com/solutions/iot" track-metadata-module="use cases" track-metadata-module_headline="use cases">IoT platform</a>. </p> </span> <div class="cws-grid cws-cards cws-cards--compact use-case-module__technical-content cws-spacer-3--top"> </div> </div> </div> <div class="use-case-module__cta"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="/web/20210815041550/https://cloud.google.com/docs/tutorials#%22dataflow%22" track-name="view all technical guides" track-type="button" track-metadata-eventdetail="cloud.google.com/docs/tutorials" track-metadata-modifier="low-emphasis"> View all technical guides </a> </div> </div> </div> </section> <section class="module-section" id="all-features">  </section> <section class="module-section" id="all-features"> <div class="cloud-jump-section" data-cloud-main-text="All features" data-cloud-is-subtitle-linked="true"> <p class="cws-label" style="margin-bottom: 16px;">All features</p> <style> .feature-module__body-text__large { font-family: Google Sans, sans-serif; } .feature-module__table-header { color: #202124; } .feature-module__table-cell p { font: inherit; margin-top: 0; } .feature-module__table-cell { line-height: 30px; } .feature-module__headline { margin-bottom: 36px; } </style> <div class="feature-module" track-metadata-module="all features" track-metadata-module_headline="all features"> <div> <div class="feature-module__headline"> <h3 class="cws-headline--headline-4" id="all-features" data-text=" All features "> All features </h3> </div> <div class="feature-module__feature-table"> <div class="cloud-table-wrapper devsite-table-wrapper"> <table class="cloud-table"> <tbody> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Vertical autoscaling - new in Dataflow Prime </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Dynamically adjusts the compute capacity allocated to each worker based on utilization. Vertical autoscaling works hand in hand with horizontal autoscaling to seamlessly scale workers to best fit the needs of the pipeline.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Right fitting - new in Dataflow Prime </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Right fitting creates stage-specific pools of resources that are optimized for each stage to reduce resource wastage.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Smart diagnostics - new in Dataflow Prime </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">A suite of features including 1) SLO-based data pipeline management, 2) Job visualization capabilities that provide users a visual way to inspect their job graph and identify bottlenecks, 3) Automatic recommendations to identify and tune performance and availability problems. </span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Streaming Engine </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Streaming Engine separates compute from state storage and moves parts of pipeline execution out of the worker VMs and into the Dataflow service back end, significantly improving autoscaling and data latency.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Horizontal autoscaling </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Horizontal autoscaling lets the Dataflow service automatically choose the appropriate number of worker instances required to run your job. The Dataflow service may also dynamically reallocate more workers or fewer workers during runtime to account for the characteristics of your job.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Dataflow Shuffle </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Service-based Dataflow Shuffle moves the shuffle operation, used for grouping and joining data, out of the worker VMs and into the Dataflow service back end for batch pipelines. Batch pipelines scale seamlessly, without any tuning required, into hundreds of terabytes.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Dataflow SQL </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Dataflow SQL lets you use your SQL skills to develop streaming Dataflow pipelines right from the BigQuery web UI. You can join streaming data from Pub/Sub with files in Cloud Storage or tables in BigQuery, write results into BigQuery, and build real-time dashboards using Google Sheets or other BI tools.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Flexible Resource Scheduling (FlexRS) </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Dataflow FlexRS reduces batch processing costs by using advanced scheduling techniques, the Dataflow Shuffle service, and a combination of preemptible virtual machine (VM) instances and regular VMs. </span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Dataflow templates </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext"><a href="https://web.archive.org/web/20210815041550/https://cloud.google.com/dataflow/docs/concepts/dataflow-templates" class="cws-link" track-name="dataflow templates" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataflow/docs/concepts/dataflow-templates" track-metadata-module="all features" track-metadata-module_headline="all features">Dataflow templates</a> allow you to easily share your pipelines with team members and across your organization or take advantage of many Google-provided templates to implement simple but useful data processing tasks. This includes Change Data Capture templates for streaming analytics use cases. With Flex Templates, you can create a template out of any Dataflow pipeline.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Notebooks integration </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Iteratively build pipelines from the ground up with Vertex AI Notebooks and deploy with the Dataflow runner. Author Apache Beam pipelines step by step by inspecting pipeline graphs in a read-eval-print-loop (REPL) workflow. Available through Google’s Vertex AI, Notebooks allows you to write pipelines in an intuitive environment with the latest data science and machine learning frameworks.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Real-time change data capture </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Synchronize or replicate data reliably and with minimal latency across heterogeneous data sources to power streaming analytics. Extensible <a href="https://web.archive.org/web/20210815041550/https://cloud.google.com/dataflow/docs/guides/templates/provided-streaming#datastream-to-bigquery" class="cws-link" track-name="dataflow templates" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataflow/docs/guides/templates/provided-streaming" track-metadata-module="all features" track-metadata-module_headline="all features">Dataflow templates</a> integrate with <a href="https://web.archive.org/web/20210815041550/https://cloud.google.com/datastream" class="cws-link" track-name="datastream" track-type="inline link" track-metadata-eventdetail="cloud.google.com/datastream" track-metadata-module="all features" track-metadata-module_headline="all features">Datastream</a> to replicate data from Cloud Storage into BigQuery, PostgreSQL, or Cloud Spanner. Apache Beam’s <a href="https://web.archive.org/web/20210815041550/https://beam.apache.org/releases/javadoc/2.29.0/org/apache/beam/io/debezium/DebeziumIO.ConnectorConfiguration.html" class="cws-link" target="_blank" rel="noopener" track-name="debezium connector" track-type="inline link" track-metadata-eventdetail="beam.apache.org/releases/javadoc/2.29.0/org/apache/beam/io/debezium/DebeziumIO.ConnectorConfiguration.html" track-metadata-module="all features" track-metadata-module_headline="all features">Debezium connector</a> gives an open source option to ingest data changes from MySQL, PostgreSQL, SQL Server, and Db2.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Inline monitoring </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Dataflow inline monitoring lets you directly access job metrics to help with troubleshooting batch and streaming pipelines. You can access monitoring charts at both the step and worker level visibility and set alerts for conditions such as stale data and high system latency.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Customer-managed encryption keys </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">You can create a batch or streaming pipeline that is protected with a customer-managed encryption key (CMEK) or access CMEK-protected data in sources and sinks.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Dataflow VPC Service Controls </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Dataflow’s integration with VPC Service Controls provides additional security for your data processing environment by improving your ability to mitigate the risk of data exfiltration.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Private IPs </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Turning off public IPs allows you to better secure your data processing infrastructure. By not using public IP addresses for your Dataflow workers, you also lower the number of public IP addresses you consume against your Google Cloud project quota.</span> </td> </tr> </tbody> </table> </div> </div> </div> </div> </div> </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>Dataflow jobs are billed per second, based on the actual use of Dataflow batch or streaming workers. Additional resources, such as Cloud Storage or Pub/Sub, are each billed per that service’s pricing.</p> </span> </p> </div> <div class="pricing-module__pricing-cta"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="/web/20210815041550/https://cloud.google.com/dataflow/pricing" track-name="view pricing details" track-type="button" track-metadata-eventdetail="cloud.google.com/dataflow/pricing" track-metadata-modifier="low-emphasis"> View pricing details </a> </div> </div> </div> </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Partners" data-cloud-is-subtitle-linked="true"> <p class="cws-label" style="margin-bottom: 16px;">Partners</p> <style> .partners-module .cloud-collapse__panel .cloud-module__description { margin-top: 0; } </style> <div class="partners-module" track-metadata-module="partners" track-metadata-module_headline="partners"> <div class="cws-grid"> <div class="cws-grid__col--span-8"> <div class="cws-spacer-4--bottom"> <h3 class="cws-headline--headline-4" id="partners" data-text=" Partners "> Partners </h3> <p class="cloud-module__description"> <span class="richtext"> <p>Google Cloud partners have developed integrations with Dataflow to quickly and easily enable powerful data processing tasks of any size.</p> </span> </p> </div> </div> </div> <div class="cws-grid"> <div class="cws-grid__col--span-12"> <div class="cws-grid cws-grid--compact cws-spacer-2--top"> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210815041550/https://cloud.withgoogle.com/partners/detail/?id=confluent-inc" target="_blank" rel="noopener" track-name="confluent logo" track-type="block" track-metadata-eventdetail="cloud.withgoogle.com/partners/detail/" track-metadata-module="partners" track-metadata-module_headline="partners" track-metadata-child_index="1" track-metadata-child_total="4"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Confluent logo" class="" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/CMuhGcxCBqAZJQKhuLmgdSvzjvFtXA9glKva_umUCh-ckzN8rMdl2Jy0-jjYFpgtPZ8XtaXMGhfe=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/CMuhGcxCBqAZJQKhuLmgdSvzjvFtXA9glKva_umUCh-ckzN8rMdl2Jy0-jjYFpgtPZ8XtaXMGhfe=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210815041550/https://cloud.withgoogle.com/partners/detail/?id=snowplow-analytics" target="_blank" rel="noopener" track-name="snowplow logo" track-type="block" track-metadata-eventdetail="cloud.withgoogle.com/partners/detail/" track-metadata-module="partners" track-metadata-module_headline="partners" track-metadata-child_index="2" track-metadata-child_total="4"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Snowplow logo" class="" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/3jl362R3gFujkdYRpatx-fgaf2zOHikzFClg_W--sniYz5cZmBMSrkrbSAZPw28LQABU9ImSUuY=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/3jl362R3gFujkdYRpatx-fgaf2zOHikzFClg_W--sniYz5cZmBMSrkrbSAZPw28LQABU9ImSUuY=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210815041550/https://cloud.withgoogle.com/partners/detail/?id=talend-inc" target="_blank" rel="noopener" track-name="talend logo" track-type="block" track-metadata-eventdetail="cloud.withgoogle.com/partners/detail/" track-metadata-module="partners" track-metadata-module_headline="partners" track-metadata-child_index="3" track-metadata-child_total="4"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Talend logo" class="" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/UVUgXMC-Sdxbsj4Xlp0MiDUJrqWgCU2vctJhVE01r4GXU7TFm8NCUrXptT4AWKYFhpXYU-3WWtnR=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/UVUgXMC-Sdxbsj4Xlp0MiDUJrqWgCU2vctJhVE01r4GXU7TFm8NCUrXptT4AWKYFhpXYU-3WWtnR=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--span-3-lg"> <div class="cloud-block cws-elevation--0 "> <a class="cloud-block__link" href="https://web.archive.org/web/20210815041550/https://cloud.withgoogle.com/partners/detail/?id=trifacta" target="_blank" rel="noopener" track-name="trifacta l" track-type="block" track-metadata-eventdetail="cloud.withgoogle.com/partners/detail/" track-metadata-module="partners" track-metadata-module_headline="partners" track-metadata-child_index="4" track-metadata-child_total="4"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Trifacta l" class="" src="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/cKY_ipp5j74YAoAwdw2zKNb_e2fvHpaiL3ZFfm_lH2jNzl15Lng6dHus6yI6UDqzXeF9keG92OI=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210815041550im_/https://lh3.googleusercontent.com/cKY_ipp5j74YAoAwdw2zKNb_e2fvHpaiL3ZFfm_lH2jNzl15Lng6dHus6yI6UDqzXeF9keG92OI=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> </div> <div class="cws-spacer-4--top cws-button__set"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210815041550/https://cloud.withgoogle.com/partners/" target="_blank" rel="noopener" track-name="see all partners" track-type="button" track-metadata-eventdetail="cloud.withgoogle.com/partners/" track-metadata-modifier="low-emphasis"> See all partners </a> </div> </div> </div> </div> </div> </section> <section class="module-section"> <style> .legal-module__disclaimer { border-top: 1px solid #dadce0; } .legal-module__disclaimer-footnote { margin-top: 24px; } </style> <div class="legal-module cws-grid" track-metadata-module="legal"> <div class="legal-module__disclaimer cws-grid__col--span-8 "> <div class="legal-module__disclaimer-footnote"> <span class="cws-small-text richtext"> <p>Cloud AI products comply with our <a href="https://web.archive.org/web/20210815041550/https://cloud.google.com/terms/sla" class="cws-link" track-name="sla policies" track-type="inline link" track-metadata-eventdetail="cloud.google.com/terms/sla" track-metadata-module="legal">SLA policies</a>. They may offer different latency or availability guarantees from other Google Cloud services.</p> </span> </div> </div> </div> </section> </div> <section class="cloud-content-footer"> <div class="cloud-jump-section" data-cloud-main-text="Take the next step" data-cloud-is-subtitle-linked="true"> <style> .ankle-module__headline { margin-bottom: 28px; } .ankle-module__description { margin-bottom: 48px; } .ankle-module__buttons-wrap { display: flex; flex-wrap: wrap; gap: 32px; } .ankle-module__buttons { display: inline-block; } .ankle-module__richtext-cta { align-self: center; display: inline-block; } .ankle-module__richtext-cta p { margin-top: 0; } .ankle-module__content { padding: 60px 0; } .ankle-module__link-list { list-style: none; padding: 0; } .ankle-module__link-list-item:first-child { margin: 0; } .ankle-module__link-list-item { margin: 24px 0 0; } .ankle-module__link-list-item-label { margin-bottom: 8px; } @media (min-width: 767px) { .ankle-module__links { border-left: 1px solid #dadce0; } .ankle-module__link-list { padding: 4px 24px; } } @media (min-width: 1280px) { .ankle-module__link-list-item { margin: 36px 0 0; } } @media (max-width: 600px) { .ankle-module__links { margin-top: 24px; } } </style> <div class="ankle-module cws-fullbleed cloud-background-color-grey-50" track-metadata-module="take the next step"> <div class="cws-page"> <div class="ankle-module__content cloud-jump-content cws-grid"> <div class="cws-grid__col--span-6"> <h3 class="cws-headline--headline-4 ankle-module__headline" id="take-the-next-step" data-text=" Take the next step "> Take the next step </h3> <p class="cws-body--large ankle-module__description"> Start building on Google Cloud with $300 in free credits and 20+ always free products. </p> <div class="ankle-module__buttons-wrap"> <div class="ankle-module__buttons"> <a class="cws-button cws-button--high-emphasis" href="https://web.archive.org/web/20210815041550/https://console.cloud.google.com/freetrial" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try dataflow free" track-type="button" track-metadata-eventdetail="console.cloud.google.com/freetrial" track-metadata-modifier="high-emphasis"> Try Dataflow free </a> </div> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--offset-7 ankle-module__links"> <ul class="ankle-module__link-list"> <li class="ankle-module__link-list-item"> <div class="cws-headline--headline-6 ankle-module__link-list-item-label"> Need help getting started? </div> <a href="https://web.archive.org/web/20210815041550/https://cloud.google.com/contact/" track-name="contact sales" track-type="ankle link" track-metadata-eventdetail="cloud.google.com/contact/" track-metadata-module="take the next step" track-metadata-child_index="1" track-metadata-child_total="3" class="cws-link-independent cws-link-independent"> Contact sales </a> </li> <li class="ankle-module__link-list-item"> <div class="cws-headline--headline-6 ankle-module__link-list-item-label"> Work with a trusted partner </div> <a href="https://web.archive.org/web/20210815041550/https://cloud.withgoogle.com/partners/" target="_blank" rel="noopener" track-name="find a partner" track-type="ankle link" track-metadata-eventdetail="cloud.withgoogle.com/partners/" track-metadata-module="take the next step" track-metadata-child_index="2" track-metadata-child_total="3" class="cws-link-independent cws-link-independent"> Find a partner </a> </li> <li class="ankle-module__link-list-item"> <div class="cws-headline--headline-6 ankle-module__link-list-item-label"> Continue browsing </div> <a href="https://web.archive.org/web/20210815041550/https://cloud.google.com/products/" track-name="see all products" track-type="ankle link" track-metadata-eventdetail="cloud.google.com/products/" track-metadata-module="take the next step" track-metadata-child_index="3" track-metadata-child_total="3" class="cws-link-independent cws-link-independent"> See all products </a> </li> </ul> </div> </div> </div> </div> </div> </section> </article>  <devsite-hats-survey class="nocontent" hats-id="mwETRvWii0eU5NUYprb0Y9z5GVbc" listnr-id="83405"></devsite-hats-survey> </div> </article> </devsite-content> </main> <devsite-footer-promos class="devsite-footer"> </devsite-footer-promos> <devsite-footer-linkboxes class="devsite-footer"> <nav class="devsite-footer-linkboxes nocontent" aria-label="Footer links"> <ul class="devsite-footer-linkboxes-list"> <li class="devsite-footer-linkbox "> <h3 class="devsite-footer-linkbox-heading no-link">Why Google</h3> <ul class="devsite-footer-linkbox-list"> <li class="devsite-footer-linkbox-item"> <a href="/web/20210815041550/https://cloud.google.com/why-google-cloud/" class="devsite-footer-linkbox-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Footer Link (index 1)" track-metadata-module="footer" track-name="choosing google cloud" track-type="footer link" 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