Dataproc | 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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/https://cloud.google.com/images/navigation/products/billing.png" srcset="https://web.archive.org/web/20210811211756im_/https://cloud.google.com/images/navigation/products/billing_36.png 36w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/billing_48.png 48w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/billing_72.png 72w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/billing_96.png 96w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/billing_480.png 480w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/billing_720.png 720w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/billing_856.png 856w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/billing_960.png 960w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/billing_1440.png 1440w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/billing_1920.png 1920w, /web/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/https://cloud.google.com/images/navigation/products/opencue.png" srcset="https://web.archive.org/web/20210811211756im_/https://cloud.google.com/images/navigation/products/opencue_36.png 36w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/opencue_48.png 48w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/opencue_72.png 72w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/opencue_96.png 96w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/opencue_480.png 480w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/opencue_720.png 720w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/opencue_856.png 856w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/opencue_960.png 960w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/opencue_1440.png 1440w, /web/20210811211756im_/https://cloud.google.com/images/navigation/products/opencue_1920.png 1920w, /web/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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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<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/20210811211756/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/20210811211756im_/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/20210811211756/https://cloud.google.com/logging" track-type="nav" track-name="cloud logging" 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</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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/https://cloud.google.com/security-command-center" track-type="nav" track-name="security command 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src="https://web.archive.org/web/20210811211756im_/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/20210811211756/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/20210811211756im_/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/20210811211756/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/20210811211756im_/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, 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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/20210811211756/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/20210811211756/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> 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track-name="live and on demand" track-type="inline link" track-metadata-eventdetail="cloudonair.withgoogle.com/events/summit-data-cloud">Live and on demand</a> starting May 26.</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" 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<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="dataproc" data-text=" Dataproc "> Dataproc </h1> </div> <div class="cws-spacer-3--bottom"> <div class="cws-body--large cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Dataproc is a fully managed and highly scalable service for running Apache Spark, Apache Flink, Presto, and 30+ open source tools and frameworks. Use Dataproc for data lake modernization, ETL, and secure data science, at planet scale, fully integrated with Google Cloud, at a fraction of the cost.</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/20210811211756/https://console.cloud.google.com/freetrial" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try dataproc free" track-type="button" track-metadata-eventdetail="console.cloud.google.com/freetrial" track-metadata-modifier="high-emphasis"> Try Dataproc 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/20210811211756im_/https://cloud.google.com/dataproc#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>Open: Build fully managed open source clusters on demand, integrated with <a href="https://web.archive.org/web/20210811211756/https://cloud.google.com/dataproc-metastore/docs?skip_cache=true" class="cws-link" track-name="data lake metastore" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc-metastore/docs" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="dataproc">data lake metastore</a> </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/20210811211756im_/https://cloud.google.com/dataproc#path-1"></use> </mask> <g id="_c/Green/600" mask="url(#mask-2)" fill="#1E8E3E"> <rect id="swatch" width="24" height="24"> </rect> </g> </g> </g> </g> </g> </g> </svg></span> <div class="cws-body--large cws-spacer-1--top cws-spacer-1--bottom richtext"> <p>Flexible: Mix-and-match OSS and GCP-native services with tight integrations across the platform</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/20210811211756im_/https://cloud.google.com/dataproc#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>Governed: Enable scalable, secure, cost-controlled open source data science with <a href="https://web.archive.org/web/20210811211756/https://cloud.google.com/dataproc/docs/tutorials/dataproc-hub-overview?skip_cache=true" class="cws-link" track-name="dataproc hub" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/tutorials/dataproc-hub-overview" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="dataproc">Dataproc Hub</a> </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/20210811211756im_/https://cloud.google.com/dataproc#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>Secure: Configure advanced security such as Kerberos, Apache Ranger and <a href="https://web.archive.org/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/iam/personal-auth?skip_cache=true#:~:text=Dataproc%20Personal%20Cluster%20Authentication%20is,with%20a%20Credential%20Access%20Boundary." class="cws-link" track-name="personal authentication" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/iam/personal-auth" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="dataproc">Personal Authentication</a> </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/20210811211756im_/https://cloud.google.com/dataproc#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>Cost-effective: Realize <a href="https://web.archive.org/web/20210811211756/https://www.esg-global.com/analyzing-the-economic-benefits-of-google-cloud-dataproc" class="cws-link" target="_blank" rel="noopener" track-name="57 lower tco" track-type="inline link" track-metadata-eventdetail="www.esg-global.com/analyzing-the-economic-benefits-of-google-cloud-dataproc" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="dataproc">57% lower TCO</a> compared to on-prem data lakes with per-second pricing</p> </div> </li> </ul> </div> <div class="hero-module__right-rail cws-grid__col--span-4"> <div class="cloud-card cloud-card--no-hover cws-elevation--1"> <a href="https://web.archive.org/web/20210811211756/https://www.youtube.com/watch?v=Jj6mp7Sam10" class="lb" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-metadata-video-id="Jj6mp7Sam10" track-name="dataproc supports popular oss like apache spark presto flink and more" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="dataproc" track-metadata-child_eyebrow="video"> <div class="cloud-card__media cloud-card__video"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/Fkd7zWDgwqKe-SJaUvxGNKqqouvUHX9nAJ0-FAZ5bzXvs03l-U0ev6uQBSaOh7KdXrqMaPIXf_aXeQ=e14-rw-lo-sc0xffffff-h340-w600 1x, https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/Fkd7zWDgwqKe-SJaUvxGNKqqouvUHX9nAJ0-FAZ5bzXvs03l-U0ev6uQBSaOh7KdXrqMaPIXf_aXeQ=e14-rw-lo-sc0xffffff-h680-w1200 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/Fkd7zWDgwqKe-SJaUvxGNKqqouvUHX9nAJ0-FAZ5bzXvs03l-U0ev6uQBSaOh7KdXrqMaPIXf_aXeQ=e14-rj-sc0xffffff-h340-w600 1x, https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/Fkd7zWDgwqKe-SJaUvxGNKqqouvUHX9nAJ0-FAZ5bzXvs03l-U0ev6uQBSaOh7KdXrqMaPIXf_aXeQ=e14-rj-sc0xffffff-h680-w1200 2x"> <img alt="Dataproc icon in the center of a ring of logos: Apache Spark, Presto, Hive, Jupyter, Hadoop, Flink, Apache Pig" class="cloud-card__media--image" loading="lazy" src="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/Fkd7zWDgwqKe-SJaUvxGNKqqouvUHX9nAJ0-FAZ5bzXvs03l-U0ev6uQBSaOh7KdXrqMaPIXf_aXeQ=e14-rj-sc0xffffff-h340-w600" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/Fkd7zWDgwqKe-SJaUvxGNKqqouvUHX9nAJ0-FAZ5bzXvs03l-U0ev6uQBSaOh7KdXrqMaPIXf_aXeQ=e14-rj-sc0xffffff-h680-w1200 2x"> </picture> <div class="cloud-card__video-icon "> <div class="cloud-card__video-icon--fill"></div> <svg width="40px" height="28px" viewbox="0 0 40 28" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"> 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L15.9654106,19.7977916 Z"></path> </svg> </div> <span class="cloud-card__video-timestamp cloud-chip--overlay"> 01:23 </span> </div> </a> <a class="cloud-card__card-link cloud-card__card-link--video lb" href="https://web.archive.org/web/20210811211756/https://www.youtube.com/watch?v=Jj6mp7Sam10" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-metadata-video-id="Jj6mp7Sam10" track-name="dataproc supports popular oss like apache spark presto flink and more" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="dataproc" track-metadata-child_eyebrow="video"> <div class="cloud-card__content" style=""> <p class="cws-label cloud-card__eyebrow">VIDEO</p> <p class="cloud-card__headline cws-headline--headline-6">Dataproc supports popular OSS like Apache Spark, Presto, Flink, and more.</p> </div> </a> </div> </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="modernize-your-open-source-data-processing" data-text="Modernize your open source data processing">Modernize your open source data processing</h4> </div> <span class="cws-body richtext"> <p>Whether you need VMs or Kubernetes, extra memory for Presto, or even GPUs, Dataproc can help accelerate your data and analytics processing by spinning up purpose-built environments on-demand.</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="cost-effective-and-secure-oss-for-data-science" data-text="Cost effective and secure OSS for data science">Cost effective and secure OSS for data science</h4> </div> <span class="cws-body richtext"> <p>With autoscaling, idle cluster deletion, per-second pricing, integrated security, and more, <a href="https://web.archive.org/web/20210811211756/https://cloud.google.com/dataproc/docs/tutorials/dataproc-hub-overview" class="cws-link" track-name="dataproc hub" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/tutorials/dataproc-hub-overview" track-metadata-module="benefits">Dataproc Hub</a> can cost effectively scale open source data science while minimizing management costs and security risks.</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="advanced-security,-compliance,-and-governance" data-text="Advanced security, compliance, and governance">Advanced security, compliance, and governance</h4> </div> <span class="cws-body richtext"> <p>Manage and enforce user authorization and authentication using existing <a href="https://web.archive.org/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/components/ranger-w-kerberos" class="cws-link" track-name="kerberos" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/components/ranger-w-kerberos" track-metadata-module="benefits">Kerberos</a> and <a href="https://web.archive.org/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/components/ranger-w-kerberos" class="cws-link" track-name="apache ranger" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/components/ranger-w-kerberos" track-metadata-module="benefits">Apache Ranger</a> polices or <a href="https://web.archive.org/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/iam/personal-auth#:~:text=Dataproc%20Personal%20Cluster%20Authentication%20is,with%20a%20Credential%20Access%20Boundary." class="cws-link" track-name="personal cluster authentication" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/iam/personal-auth" track-metadata-module="benefits">Personal Cluster Authentication</a>. Define permissions without having to setup a network node. </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="fully-managed-and-automated-big-data-open-source-software" data-text=" Fully managed and automated big data open source software"> Fully managed and automated big data open source software</h5> <span class="cws-body richtext"> <p>Fully managed deployment, logging, and monitoring let you focus on your data and analytics, not on your infrastructure. Reduce TCO of Apache Spark management by <a href="https://web.archive.org/web/20210811211756/https://www.esg-global.com/analyzing-the-economic-benefits-of-google-cloud-dataproc" class="cws-link" target="_blank" rel="noopener" track-name="up to 57" track-type="inline link" track-metadata-eventdetail="www.esg-global.com/analyzing-the-economic-benefits-of-google-cloud-dataproc" track-metadata-module="key features" track-metadata-module_headline="key features">up to 57%</a>. Data scientists and engineers interact with Dataproc using familiar tools such as Jupyter and Zeppelin notebooks that can be templated in <a href="https://web.archive.org/web/20210811211756/https://cloud.google.com/dataproc/docs/tutorials/dataproc-hub-admins" class="cws-link" track-name="dataproc hub" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/tutorials/dataproc-hub-admins" track-metadata-module="key features" track-metadata-module_headline="key features">Dataproc Hub</a>. The Dataproc Jobs API makes it easy to incorporate big data processing into custom applications, while <a href="https://web.archive.org/web/20210811211756/https://cloud.google.com/dataproc-metastore/docs/overview" class="cws-link" track-name="dataproc metastore" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc-metastore/docs/overview" track-metadata-module="key features" track-metadata-module_headline="key features">Dataproc Metastore</a> eliminates the need to run your own Hive metastore or catalog service.</p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="containerize-apache-spark-jobs-with-kubernetes" data-text=" Containerize Apache Spark jobs with Kubernetes"> Containerize Apache Spark jobs with Kubernetes</h5> <span class="cws-body richtext"> <p>Build your Apache Spark jobs using <a href="https://web.archive.org/web/20210811211756/https://cloud.google.com/blog/products/data-analytics/modernize-apache-spark-with-cloud-dataproc-on-kubernetes" class="cws-link" track-name="dataproc on kubernetes" track-type="inline link" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/modernize-apache-spark-with-cloud-dataproc-on-kubernetes" track-metadata-module="key features" track-metadata-module_headline="key features">Dataproc on Kubernetes</a> so you can use Dataproc with Google Kubernetes Engine (GKE) to provide job portability and isolation.</p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="enterprise-security-integrated-with-google-cloud" data-text=" Enterprise security integrated with Google Cloud"> Enterprise security integrated with Google Cloud</h5> <span class="cws-body richtext"> <p>When you create a Dataproc cluster, you can enable Hadoop Secure Mode via Kerberos by adding a <a href="/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/configuring-clusters/security" class="cws-link" track-name="security configuration" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/configuring-clusters/security" track-metadata-module="key features" track-metadata-module_headline="key features">Security Configuration</a>. Additionally, some of the most commonly used Google Cloud-specific security features used with Dataproc include default at-rest encryption, OS Login, VPC Service Controls, and customer-managed encryption keys (CMEK).</p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="the-best-of-open-source-with-the-best-of-google-cloud" data-text="The best of open source with the best of Google Cloud">The best of open source with the best of Google Cloud</h5> <span class="cws-body richtext"> <p>Dataproc lets you take the open source tools, algorithms, and programming languages that you use today but makes it easy to apply them on cloud-scale datasets. At the same time, Dataproc has out-of-the-box integration with the rest of the Google Cloud analytics, database, and AI ecosystem. Data scientists and engineers can quickly access data and build data application connecting Dataproc to <a href="https://web.archive.org/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/connectors/bigquery" class="cws-link" track-name="bigquery" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/connectors/bigquery" track-metadata-module="key features" track-metadata-module_headline="key features">BigQuery</a>, <a href="https://web.archive.org/web/20210811211756/https://cloud.google.com/solutions/extending-ai-platform-notebooks-to-dataproc-and-gke" class="cws-link" track-name="ai platform" track-type="inline link" track-metadata-eventdetail="cloud.google.com/solutions/extending-ai-platform-notebooks-to-dataproc-and-gke" track-metadata-module="key features" track-metadata-module_headline="key features">AI Platform</a>, Cloud Spanner, Pub/Sub, or Data Fusion. </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"> <div class="cloud-card cloud-card--no-hover cws-elevation--1"> <a href="https://web.archive.org/web/20210811211756/https://www.youtube.com/watch?v=RbLOi1Cgsmo" class="lb" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-metadata-video-id="RbLOi1Cgsmo" track-name="demo see how dataproc and cloud storage can help accelerate loan processing" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-module="key features" track-metadata-module_headline="key features" track-metadata-child_eyebrow="video"> <div class="cloud-card__media cloud-card__video"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/sGbMHOhrBWP9m1egM0Qf25FHfoDIuB_TBxPqvkE0x_7hAPOLBUhyl6Q3Y04CUtEYWCkXSdfMhHA=e14-rw-lo-sc0xffffff-h340-w600 1x, https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/sGbMHOhrBWP9m1egM0Qf25FHfoDIuB_TBxPqvkE0x_7hAPOLBUhyl6Q3Y04CUtEYWCkXSdfMhHA=e14-rw-lo-sc0xffffff-h680-w1200 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/sGbMHOhrBWP9m1egM0Qf25FHfoDIuB_TBxPqvkE0x_7hAPOLBUhyl6Q3Y04CUtEYWCkXSdfMhHA=e14-rj-sc0xffffff-h340-w600 1x, https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/sGbMHOhrBWP9m1egM0Qf25FHfoDIuB_TBxPqvkE0x_7hAPOLBUhyl6Q3Y04CUtEYWCkXSdfMhHA=e14-rj-sc0xffffff-h680-w1200 2x"> <img alt="Thumbnail of a bank building with a spreadsheet to the left and a mobile phone to the right" class="cloud-card__media--image" loading="lazy" 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1.37974396,2.98074396 0.923321739,4.64887095 C0.0898550725,7.67477571 0.0898550725,13.978744 0.0898550725,13.978744 C0.0898550725,13.978744 0.0898550725,20.2827122 0.923321739,23.308617 C1.37974396,24.976744 2.72916618,26.2957281 4.43578841,26.7418551 C7.53152174,27.5565217 19.9342995,27.5565217 19.9342995,27.5565217 C19.9342995,27.5565217 32.3370773,27.5565217 35.4328106,26.7418551 C37.1394329,26.2957281 38.4888551,24.976744 38.9452773,23.308617 C39.778744,20.2827122 39.778744,13.978744 39.778744,13.978744 C39.778744,13.978744 39.778744,7.67477571 38.9452773,4.64887095 Z M15.9654106,19.7977916 L15.9654106,8.15969634 L26.2845217,13.978744 L15.9654106,19.7977916 Z"></path> </svg> </div> <span class="cloud-card__video-timestamp cloud-chip--overlay"> 3:39 </span> </div> </a> <a class="cloud-card__card-link cloud-card__card-link--video lb" href="https://web.archive.org/web/20210811211756/https://www.youtube.com/watch?v=RbLOi1Cgsmo" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-metadata-video-id="RbLOi1Cgsmo" track-name="demo see how dataproc and cloud storage can help accelerate loan processing" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-module="key features" track-metadata-module_headline="key features" track-metadata-child_eyebrow="video"> <div class="cloud-card__content" style=""> <p class="cws-label cloud-card__eyebrow">VIDEO</p> <p class="cloud-card__headline cws-headline--headline-6">Demo: See how Dataproc and Cloud Storage can help accelerate loan processing</p> </div> </a> </div> </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 who moved from on-premises hadoop to google cloud"> <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-who-moved-from-on-premises-hadoop-to-google-cloud" data-text="Learn from customers who moved from on-premises Hadoop to Google Cloud">Learn from customers who moved from on-premises Hadoop to Google Cloud</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"> <a class="cloud-card-standard cloud-card-standard--customer-story" href="https://web.archive.org/web/20210811211756/https://cloud.google.com/blog/products/data-analytics/wayfair-uses-google-cloud-for-data-analytics" track-name="dataproc provides wayfair high-performance low-maintenance access to unstructured data at scale" track-type="card" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/wayfair-uses-google-cloud-for-data-analytics" track-metadata-module="customers carousel" track-metadata-module_headline="learn from customers who moved from on-premises hadoop to google cloud" track-metadata-child_headline="dataproc provides wayfair high-performance low-maintenance access to unstructured data at scale" track-metadata-child_eyebrow="case study" track-metadata-child_index="1" track-metadata-child_total="5"> <div class="cloud-card-standard__content"> <div class="cloud-card-standard__logo"> <img alt="Wayfair logo" class="" src="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/tRRSY8MGOquH5G0z8HXxLSn-_umACqQ6m9aKhDVvrz9929Fc--KNljyydqOhVxuZ2KcKlLDsT2E0=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/tRRSY8MGOquH5G0z8HXxLSn-_umACqQ6m9aKhDVvrz9929Fc--KNljyydqOhVxuZ2KcKlLDsT2E0=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">Case study</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline">Dataproc provides Wayfair high-performance, low-maintenance access to unstructured data at scale.</p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__footnote"> <span class="cloud-card-standard__footnote-text cws-caption"> 8-min read </span> <span class="cloud-card-standard__footnote-arrow"> <i class="material-icons nocontent notranslate" aria-hidden="true" translate="no">arrow_forward</i> </span> </div> </div> </div> </a> </div> <div class="cloud-carousel__slide"> <a class="cloud-card-standard cloud-card-standard--customer-story lb" href="https://web.archive.org/web/20210811211756/https://www.youtube.com/watch?v=rAitKERcDPU&autoplay=1" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-metadata-video-id="rAitKERcDPU" track-name="vodafone group moves 600 on-premises apache hadoop servers to the cloud" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-module="customers carousel" track-metadata-module_headline="learn from customers who moved from on-premises hadoop to google cloud" track-metadata-child_headline="vodafone group moves 600 on-premises apache hadoop servers to the cloud" track-metadata-child_eyebrow="video" track-metadata-child_index="2" track-metadata-child_total="5"> <div class="cloud-card-standard__content"> <div class="cloud-card-standard__logo"> <img alt="Vodafone logo" class="" src="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/cItBHpz0JQXv4mIR7ZOyqLy41Z-7hly1460BuYittfqiZFG8OvsHNaqOwGT-zePGS2370Uv8ckvK=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/cItBHpz0JQXv4mIR7ZOyqLy41Z-7hly1460BuYittfqiZFG8OvsHNaqOwGT-zePGS2370Uv8ckvK=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">Video</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline"> Vodafone Group moves 600 on-premises Apache Hadoop servers to the cloud. </p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__video"> <i class="cloud-card-standard__video-icon material-icons nocontent notranslate" aria-hidden="true" translate="no">play_circle_filled</i> <span class="cloud-card-standard__video-text cws-small-text"> 47:17 </span> </div> </div> </div> </a> </div> <div class="cloud-carousel__slide"> <a class="cloud-card-standard cloud-card-standard--customer-story lb" href="https://web.archive.org/web/20210811211756/https://www.youtube.com/watch?v=6dNdqIzl_CE&autoplay=1" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-metadata-video-id="6dNdqIzl_CE" track-name="twitter moved from on-premises hadoop to google cloud to more cost-effectively store and query data" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-module="customers carousel" track-metadata-module_headline="learn from customers who moved from on-premises hadoop to google cloud" track-metadata-child_headline="twitter moved from on-premises hadoop to google cloud to more cost-effectively store and query data" track-metadata-child_eyebrow="case study" track-metadata-child_index="3" track-metadata-child_total="5"> <div class="cloud-card-standard__content"> <div class="cloud-card-standard__logo"> <img alt="Twitter logo" class="" src="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/lqcH3Z-t0lCw5cKONreA4huNv5J1lCnnL65irdmrNWd3ur3LCWZWRg9aqbl-FdPZNX-P-QU-jjc=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/lqcH3Z-t0lCw5cKONreA4huNv5J1lCnnL65irdmrNWd3ur3LCWZWRg9aqbl-FdPZNX-P-QU-jjc=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">Case study</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline"> Twitter moved from on-premises Hadoop to Google Cloud to more cost-effectively store and query data.</p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__video"> <i class="cloud-card-standard__video-icon material-icons nocontent notranslate" aria-hidden="true" translate="no">play_circle_filled</i> <span class="cloud-card-standard__video-text cws-small-text"> 49:57 </span> </div> </div> </div> </a> </div> <div class="cloud-carousel__slide"> <a class="cloud-card-standard cloud-card-standard--customer-story lb" href="https://web.archive.org/web/20210811211756/https://www.youtube.com/watch?v=c-30hsSUReg&autoplay=1" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-metadata-video-id="c-30hsSUReg" track-name="pandora migrated 7 pb of data from their on-prem hadoop to google cloud to help scale and lower costs" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-module="customers carousel" track-metadata-module_headline="learn from customers who moved from on-premises hadoop to google cloud" track-metadata-child_headline="pandora migrated 7 pb of data from their on-prem hadoop to google cloud to help scale and lower costs" track-metadata-child_eyebrow="case study" track-metadata-child_index="4" track-metadata-child_total="5"> <div class="cloud-card-standard__content"> <div class="cloud-card-standard__logo"> <img alt="Pandora logo" class="" src="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/iub26Jb0irsL8gLoho8_n8Z95JkUKswpyzzmn5ZqC030lmJUtntanzft9ptbhiL4oRC5j7k0Uyk=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/iub26Jb0irsL8gLoho8_n8Z95JkUKswpyzzmn5ZqC030lmJUtntanzft9ptbhiL4oRC5j7k0Uyk=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">Case study</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline"> Pandora migrated 7 PB+ of data from their on-prem Hadoop to Google Cloud to help scale and lower costs.</p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__video"> <i class="cloud-card-standard__video-icon material-icons nocontent notranslate" aria-hidden="true" translate="no">play_circle_filled</i> <span class="cloud-card-standard__video-text cws-small-text"> 50:51 </span> </div> </div> </div> </a> </div> <div class="cloud-carousel__slide"> <a class="cloud-card-standard cloud-card-standard--customer-story" href="https://web.archive.org/web/20210811211756/https://cloud.google.com/customers/metro" track-name="spinning up and down dataproc clusters helped metro reduce infrastructure costs by 30 to 50" track-type="card" track-metadata-eventdetail="cloud.google.com/customers/metro" track-metadata-module="customers carousel" track-metadata-module_headline="learn from customers who moved from on-premises hadoop to google cloud" track-metadata-child_headline="spinning up and down dataproc clusters helped metro reduce infrastructure costs by 30 to 50" track-metadata-child_eyebrow="case study" track-metadata-child_index="5" track-metadata-child_total="5"> <div class="cloud-card-standard__content"> <div class="cloud-card-standard__logo"> <img alt="Metro logo" class="" src="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/fhhga2DwN3BQd8LbjiwHLvlZgZa3UD6Q_VQ0PWMl-8JWnwf6_fAdB1sYSKKbX3e3AXkYX2cCeM_n=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/fhhga2DwN3BQd8LbjiwHLvlZgZa3UD6Q_VQ0PWMl-8JWnwf6_fAdB1sYSKKbX3e3AXkYX2cCeM_n=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">Case study</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline"> Spinning up and down Dataproc clusters helped METRO reduce infrastructure costs by 30% to 50%.</p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__footnote"> <span class="cloud-card-standard__footnote-text cws-caption"> 5-min read </span> <span class="cloud-card-standard__footnote-arrow"> <i class="material-icons nocontent notranslate" aria-hidden="true" translate="no">arrow_forward</i> </span> </div> </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/20210811211756/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"><a href="https://web.archive.org/web/20210811211756/https://cloud.google.com/newsletter" class="cws-link" track-name="sign up" track-type="inline link" track-metadata-eventdetail="cloud.google.com/newsletter" track-metadata-module="whats new" track-metadata-module_headline="whats new">Sign up</a> for Google Cloud newsletters to receive product updates, event information, special offers, and more.</span> </p> </div> </div> </div> <style> @media (max-width: 480px) { .cloud-carousel--bleed-right { margin-right: 0; } .cloud-carousel__slide { margin-right: 16px; } } </style> <div class="cloud-carousel cloud-carousel--3up"> <div class="cloud-carousel__slide-deck-container"> <div class="cloud-carousel__slide-deck" role="group"> <div class="cloud-carousel__slide cloud-carousel__slide--story"> <a class="cloud-carousel__slide-link" href="https://web.archive.org/web/20210811211756/https://cloud.google.com/blog/products/data-analytics/cloud-data-science-and-ml-with-open-source-tools" track-name="learn more" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/cloud-data-science-and-ml-with-open-source-tools" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="new ga dataproc features extend data science and ml capabilities" track-metadata-child_eyebrow="blog post" track-metadata-child_index="1" track-metadata-child_total="3"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/-7JB_l6rxPgG2bE-iCNQxy5r0gPwSUIE2mJ38m0AUnmVgTWYl41vrmPmwzWd3Da22QN42KRaOXvA=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/-7JB_l6rxPgG2bE-iCNQxy5r0gPwSUIE2mJ38m0AUnmVgTWYl41vrmPmwzWd3Da22QN42KRaOXvA=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/-7JB_l6rxPgG2bE-iCNQxy5r0gPwSUIE2mJ38m0AUnmVgTWYl41vrmPmwzWd3Da22QN42KRaOXvA=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/-7JB_l6rxPgG2bE-iCNQxy5r0gPwSUIE2mJ38m0AUnmVgTWYl41vrmPmwzWd3Da22QN42KRaOXvA=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Jupyter logo" class="" src="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/-7JB_l6rxPgG2bE-iCNQxy5r0gPwSUIE2mJ38m0AUnmVgTWYl41vrmPmwzWd3Da22QN42KRaOXvA=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/-7JB_l6rxPgG2bE-iCNQxy5r0gPwSUIE2mJ38m0AUnmVgTWYl41vrmPmwzWd3Da22QN42KRaOXvA=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">Blog post</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <span>New GA Dataproc features extend data science and ML capabilities</span> <span class="cloud-link cloud-carousel__slide-cta">Learn more</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/20210811211756/https://cloud.google.com/blog/products/data-analytics/getting-started-with-new-table-formats-on-dataproc" track-name="read the blog" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/getting-started-with-new-table-formats-on-dataproc" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="getting started with iceberg and delta lake table formats on dataproc" track-metadata-child_eyebrow="blog post" track-metadata-child_index="2" track-metadata-child_total="3"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/9xHto0STtyNVbns4L0kiIcMoxkrxqicGBSFB2KG3CbsvB7anr21H2ObzxcEGe7a67jL4hNN_9Tlk=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/9xHto0STtyNVbns4L0kiIcMoxkrxqicGBSFB2KG3CbsvB7anr21H2ObzxcEGe7a67jL4hNN_9Tlk=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/9xHto0STtyNVbns4L0kiIcMoxkrxqicGBSFB2KG3CbsvB7anr21H2ObzxcEGe7a67jL4hNN_9Tlk=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/9xHto0STtyNVbns4L0kiIcMoxkrxqicGBSFB2KG3CbsvB7anr21H2ObzxcEGe7a67jL4hNN_9Tlk=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Delta lake logo" class="" src="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/9xHto0STtyNVbns4L0kiIcMoxkrxqicGBSFB2KG3CbsvB7anr21H2ObzxcEGe7a67jL4hNN_9Tlk=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/9xHto0STtyNVbns4L0kiIcMoxkrxqicGBSFB2KG3CbsvB7anr21H2ObzxcEGe7a67jL4hNN_9Tlk=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>Getting started with Iceberg and Delta Lake table formats on Dataproc</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/20210811211756/https://cloud.google.com/blog/products/data-analytics/modernize-apache-spark-with-cloud-dataproc-on-kubernetes" track-name="learn more" track-type="carousel slide item" track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/modernize-apache-spark-with-cloud-dataproc-on-kubernetes" track-metadata-module="whats new" track-metadata-module_headline="whats new" track-metadata-child_headline="modernize apache spark with dataproc on kubernetes" track-metadata-child_eyebrow="blog post" track-metadata-child_index="3" track-metadata-child_total="3"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/t4vLEor5UxhTggmoTD2LdR1V2SfjLag7ozeK_fEz7rVDryiNDHYN7eL-us_q9C8VQqVWfJUBRUDP=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/t4vLEor5UxhTggmoTD2LdR1V2SfjLag7ozeK_fEz7rVDryiNDHYN7eL-us_q9C8VQqVWfJUBRUDP=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/t4vLEor5UxhTggmoTD2LdR1V2SfjLag7ozeK_fEz7rVDryiNDHYN7eL-us_q9C8VQqVWfJUBRUDP=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/t4vLEor5UxhTggmoTD2LdR1V2SfjLag7ozeK_fEz7rVDryiNDHYN7eL-us_q9C8VQqVWfJUBRUDP=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Kubernetes logo" class="" src="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/t4vLEor5UxhTggmoTD2LdR1V2SfjLag7ozeK_fEz7rVDryiNDHYN7eL-us_q9C8VQqVWfJUBRUDP=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/t4vLEor5UxhTggmoTD2LdR1V2SfjLag7ozeK_fEz7rVDryiNDHYN7eL-us_q9C8VQqVWfJUBRUDP=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>Modernize Apache Spark with Dataproc on Kubernetes</span> <span class="cloud-link cloud-carousel__slide-cta">Learn more</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 "> APIs & Libraries </span> </div> <h5 class="cws-headline--headline-6 cloud-list-item__headline" id="dataproc-initialization-actions" data-text=" Dataproc initialization actions"> Dataproc initialization actions</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext"> Add other OSS projects to your Dataproc clusters with pre-built initialization actions. </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/20210811211756/https://github.com/GoogleCloudDataproc/initialization-actions" target="_blank" rel="noopener" track-name="learn more" track-type="button" track-metadata-eventdetail="github.com/GoogleCloudDataproc/initialization-actions" 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="2"> 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 "> APIs & Libraries </span> </div> <h5 class="cws-headline--headline-6 cloud-list-item__headline" id="open-source-connectors" data-text=" Open source connectors"> Open source connectors</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext"> Libraries and tools for Apache Hadoop interoperability. </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/20210811211756/https://github.com/GoogleCloudDataproc/hadoop-connectors" target="_blank" rel="noopener" track-name="learn more" track-type="button" track-metadata-eventdetail="github.com/GoogleCloudDataproc/hadoop-connectors" 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="2"> 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/20210811211756/https://cloud.google.com/dataproc/docs" track-name="view all product documentation" track-type="button" track-metadata-eventdetail="cloud.google.com/dataproc/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="cloud-list-card cws-elevation--1 "> <div class="cloud-list-card__content"> <div class="cloud-list-card__header-border"> <h4 class="cloud-list-card__subhead cws-body" id="explore-more-docs" data-text="Explore more docs">Explore more docs</h4> </div> <ul class="cloud-list-card__list"> <li class="cloud-list-card__list-item"> <a class="cloud-list-card__link" href="/web/20210811211756/https://cloud.google.com/dataproc/docs/quickstarts" track-name="quickstarts" track-type="list card item" track-metadata-eventdetail="cloud.google.com/dataproc/docs/quickstarts" track-metadata-child_headline="quickstarts" track-metadata-child_total="4"> <div> <p class="cws-headline--headline-6">Quickstarts</p> <p class="cws-caption">Get a quick intro to using this product.</p> </div> </a> </li> <li class="cloud-list-card__list-item"> <a class="cloud-list-card__link" href="/web/20210811211756/https://cloud.google.com/dataproc/docs/how-to" track-name="how-to guides" track-type="list card item" track-metadata-eventdetail="cloud.google.com/dataproc/docs/how-to" track-metadata-child_headline="how-to guides" track-metadata-child_index="1" track-metadata-child_total="4"> <div> <p class="cws-headline--headline-6">How-to guides</p> <p class="cws-caption">Learn to complete specific tasks with this product.</p> </div> </a> </li> <li class="cloud-list-card__list-item"> <a class="cloud-list-card__link" href="/web/20210811211756/https://cloud.google.com/dataproc/docs/tutorials" track-name="tutorials" track-type="list card item" track-metadata-eventdetail="cloud.google.com/dataproc/docs/tutorials" track-metadata-child_headline="tutorials" track-metadata-child_index="2" track-metadata-child_total="4"> <div> <p class="cws-headline--headline-6">Tutorials</p> <p class="cws-caption">Browse walkthroughs of common uses and scenarios for this product.</p> </div> </a> </li> <li class="cloud-list-card__list-item"> <a class="cloud-list-card__link" href="/web/20210811211756/https://cloud.google.com/dataproc/docs/reference" track-name="apis references" track-type="list card item" track-metadata-eventdetail="cloud.google.com/dataproc/docs/reference" track-metadata-child_headline="apis references" track-metadata-child_index="3" track-metadata-child_total="4"> <div> <p class="cws-headline--headline-6">APIs & references</p> <p class="cws-caption">View APIs, references, and other resources for this product.</p> </div> </a> </li> </ul> </div> </div> </div> <div class="cloud-block cws-elevation--1 cloud-block--responsive "> <a class="cloud-block__link" href="/web/20210811211756/https://cloud.google.com/dataproc/docs/release-notes" track-name="read about the latest releases for dataproc" track-type="block" track-metadata-eventdetail="cloud.google.com/dataproc/docs/release-notes" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-child_headline="read about the latest releases for dataproc" track-metadata-child_eyebrow="release notes"> <div class="cloud-block__container"> <div class="cloud-block__content"> <p class="cloud-block__eyebrow cws-label"> Release notes </p> <p class="cws-headline--headline-6"> Read about the latest releases for Dataproc</p> </div> </div> </a> </div> </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__technical-content .cloud-card { height: 100%; } .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"> Move your Hadoop and Spark clusters to the cloud</span> </div> <span class="cws-body richtext"> <p>Enterprises are migrating their existing on-premises Apache Hadoop and Spark clusters over to Dataproc to manage costs and unlock the power of elastic scale. With Dataproc, enterprises get a fully managed, purpose-built cluster that can autoscale to support any data or analytics processing job. </p> </span> <div class="cws-grid use-case-module__technical-content cws-spacer-3--top"> <div class="cws-grid__col--span-4"> <div class="cloud-card cws-elevation--1"> <div class="cloud-card__content--has-footer" style=""> <span class="cloud-chip cloud-chip--green-bg "> Best practice </span> <p class="cloud-card__headline cws-headline--headline-6"> Apache Spark migration guide</p> <div class="cws-caption cws-spacer-2--top cws-spacer-2--bottom richtext"> Don’t rewrite your Spark code in Google Cloud.  </div> </div> <div class="cloud-card__footer"> <a class="cloud-button cloud-button--flat" href="/web/20210811211756/https://cloud.google.com/solutions/migration/hadoop/migrating-apache-spark-jobs-to-cloud-dataproc" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/solutions/migration/hadoop/migrating-apache-spark-jobs-to-cloud-dataproc" track-metadata-modifier="flat" track-metadata-module="use cases" track-metadata-module_headline="move your hadoop and spark clusters to the cloud" track-metadata-parent_type="card" track-metadata-child_index="1" track-metadata-child_total="3"> Learn more </a> </div> </div> </div> <div class="cws-grid__col--span-4"> <div class="cloud-card cws-elevation--1"> <div class="cloud-card__content--has-footer" style=""> <span class="cloud-chip cloud-chip--green-bg "> Best practice </span> <p class="cloud-card__headline cws-headline--headline-6"> Migrate HDFS data to Google Cloud</p> <div class="cws-caption cws-spacer-2--top cws-spacer-2--bottom richtext"> Learn when and how you should migrate your on-premises HDFS data to Google Cloud Storage. </div> </div> <div class="cloud-card__footer"> <a class="cloud-button cloud-button--flat" href="/web/20210811211756/https://cloud.google.com/blog/products/storage-data-transfer/hdfs-vs-cloud-storage-pros-cons-and-migration-tips" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/blog/products/storage-data-transfer/hdfs-vs-cloud-storage-pros-cons-and-migration-tips" track-metadata-modifier="flat" track-metadata-module="use cases" track-metadata-module_headline="move your hadoop and spark clusters to the cloud" track-metadata-parent_type="card" track-metadata-child_index="2" track-metadata-child_total="3"> Learn more </a> </div> </div> </div> <div class="cws-grid__col--span-4"> <div class="cloud-card cws-elevation--1"> <div class="cloud-card__content--has-footer" style=""> <span class="cloud-chip cloud-chip--green-bg "> Best practice </span> <p class="cloud-card__headline cws-headline--headline-6"> Moving security controls from on-premises to Dataproc </p> <div class="cws-caption cws-spacer-2--top cws-spacer-2--bottom richtext"> Migrate existing security controls to Dataproc to help achieve enterprise and industry compliance.  </div> </div> <div class="cloud-card__footer"> <a class="cloud-button cloud-button--flat" href="/web/20210811211756/https://cloud.google.com/solutions/migration/hadoop/hadoop-migration-security-guide" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/solutions/migration/hadoop/hadoop-migration-security-guide" track-metadata-modifier="flat" track-metadata-module="use cases" track-metadata-module_headline="move your hadoop and spark clusters to the cloud" track-metadata-parent_type="card" track-metadata-child_index="3" track-metadata-child_total="3"> Learn more </a> </div> </div> </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"> Data science on Dataproc</span> </div> <span class="cws-body richtext"> <p>Create your ideal data science environment by spinning up a purpose-built Dataproc cluster. Integrate open source software like Apache Spark, NVIDIA RAPIDS, and Jupyter notebooks with Google Cloud AI services and GPUs to help accelerate your machine learning and AI development.  </p> </span> <div class="cws-grid use-case-module__technical-content cws-spacer-3--top"> <div class="cws-grid__col--span-4"> <div class="cloud-card cws-elevation--1"> <div class="cloud-card__content--has-footer" style=""> <span class="cloud-chip cloud-chip--green-bg "> Tutorial </span> <p class="cloud-card__headline cws-headline--headline-6"> Use Dataproc and Apache Spark ML for machine learning </p> <div class="cws-caption cws-spacer-2--top cws-spacer-2--bottom richtext"> Integrate Dataproc with other Google Cloud services to build an end-to-end data science experience.  </div> </div> <div class="cloud-card__footer"> <a class="cloud-button cloud-button--flat" href="/web/20210811211756/https://cloud.google.com/dataproc/docs/tutorials/bigquery-sparkml" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/dataproc/docs/tutorials/bigquery-sparkml" track-metadata-modifier="flat" track-metadata-module="use cases" track-metadata-module_headline="data science on dataproc" track-metadata-parent_type="card" track-metadata-child_index="1" track-metadata-child_total="3"> Learn more </a> </div> </div> </div> <div class="cws-grid__col--span-4"> <div class="cloud-card cws-elevation--1"> <div class="cloud-card__content--has-footer" style=""> <span class="cloud-chip cloud-chip--green-bg "> Best practice </span> <p class="cloud-card__headline cws-headline--headline-6"> IT governed open source data science with Dataproc Hub </p> <div class="cws-caption cws-spacer-2--top cws-spacer-2--bottom richtext"> Learn how Dataproc Hub can provide your data scientist all the open source tools they need in an IT governed and cost control way. </div> </div> <div class="cloud-card__footer"> <a class="cloud-button cloud-button--flat" href="https://web.archive.org/web/20210811211756/https://cloud.google.com/dataproc/docs/tutorials/dataproc-hub-overview" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/dataproc/docs/tutorials/dataproc-hub-overview" track-metadata-modifier="flat" track-metadata-module="use cases" track-metadata-module_headline="data science on dataproc" track-metadata-parent_type="card" track-metadata-child_index="2" track-metadata-child_total="3"> Learn more </a> </div> </div> </div> <div class="cws-grid__col--span-4"> <div class="cloud-card cws-elevation--1"> <div class="cloud-card__content--has-footer" style=""> <span class="cloud-chip cloud-chip--green-bg "> Tutorial </span> <p class="cloud-card__headline cws-headline--headline-6"> Dataproc meets TensorFlow on YARN</p> <div class="cws-caption cws-spacer-2--top cws-spacer-2--bottom richtext"> Learn how to orchestrate distributed TensorFlow with TonY. </div> </div> <div class="cloud-card__footer"> <a class="cloud-button cloud-button--flat" href="https://web.archive.org/web/20210811211756/https://cloud.google.com/blog/products/ai-machine-learning/ai-in-depth-cloud-dataproc-meets-tensorflow-on-yarn-let-tony-help-you-train-right-in-your-cluster" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning/ai-in-depth-cloud-dataproc-meets-tensorflow-on-yarn-let-tony-help-you-train-right-in-your-cluster" track-metadata-modifier="flat" track-metadata-module="use cases" track-metadata-module_headline="data science on dataproc" track-metadata-parent_type="card" track-metadata-child_index="3" track-metadata-child_total="3"> Learn more </a> </div> </div> </div> </div> </div> </div> <div class="use-case-module__cta"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="/web/20210811211756/https://cloud.google.com/docs/tutorials#dataproc" 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"> Resizable clusters </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Create and <a href="/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/configuring-clusters/scaling-clusters" class="cws-link" track-name="scale" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/configuring-clusters/scaling-clusters" track-metadata-module="all features" track-metadata-module_headline="all features">scale</a> clusters quickly with various virtual machine types, disk sizes, number of nodes, and networking options.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Autoscaling clusters </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Dataproc <a href="/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/configuring-clusters/autoscaling" class="cws-link" track-name="autoscaling" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/configuring-clusters/autoscaling" track-metadata-module="all features" track-metadata-module_headline="all features">autoscaling</a> provides a mechanism for automating cluster resource management and enables automatic addition and subtraction of cluster workers (nodes).</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Cloud integrated </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Built-in integration with Cloud Storage, BigQuery, Cloud Bigtable, Cloud Logging, Cloud Monitoring, and AI Hub, giving you a more complete and robust data platform.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Versioning </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext"><a href="/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/versioning/overview" class="cws-link" track-name="image versioning" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/versioning/overview" track-metadata-module="all features" track-metadata-module_headline="all features">Image versioning</a> allows you to switch between different versions of Apache Spark, Apache Hadoop, and other tools.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Highly available </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Run clusters in <a href="/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/configuring-clusters/high-availability" class="cws-link" track-name="high availability mode" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/configuring-clusters/high-availability" track-metadata-module="all features" track-metadata-module_headline="all features">high availability mode</a> with multiple master nodes and set jobs to restart on failure to help ensure your clusters and jobs are highly available.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Cluster scheduled deletion </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">To help avoid incurring charges for an inactive cluster, you can use Dataproc's <a href="/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/configuring-clusters/scheduled-deletion" class="cws-link" track-name="scheduled deletion" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/configuring-clusters/scheduled-deletion" track-metadata-module="all features" track-metadata-module_headline="all features">scheduled deletion</a>, which provides options to delete a cluster after a specified cluster idle period, at a specified future time, or after a specified time period.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Automatic or manual configuration </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Dataproc automatically configures hardware and software but also gives you <a href="/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/configuring-clusters/cluster-properties" class="cws-link" track-name="manual control" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/configuring-clusters/cluster-properties" track-metadata-module="all features" track-metadata-module_headline="all features">manual control</a>.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Developer tools </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Multiple ways to manage a cluster, including an easy-to-use web UI, the <a href="/web/20210811211756/https://cloud.google.com/sdk" class="cws-link" track-name="cloud sdk" track-type="inline link" track-metadata-eventdetail="cloud.google.com/sdk" track-metadata-module="all features" track-metadata-module_headline="all features">Cloud SDK</a>, RESTful APIs, and SSH access.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Initialization actions </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Run <a href="/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/configuring-clusters/init-actions" class="cws-link" track-name="initialization actions" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/configuring-clusters/init-actions" track-metadata-module="all features" track-metadata-module_headline="all features">initialization actions</a> to install or customize the settings and libraries you need when your cluster is created.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Optional components </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Use <a href="/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/components/overview" class="cws-link" track-name="optional components" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/components/overview" track-metadata-module="all features" track-metadata-module_headline="all features">optional components</a> to install and configure additional components on the cluster. Optional components are integrated with Dataproc components and offer fully configured environments for Zeppelin, Druid, Presto, and other open source software components related to the Apache Hadoop and Apache Spark ecosystem.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Custom images </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Dataproc clusters can be provisioned with a <a href="/web/20210811211756/https://cloud.google.com/dataproc/docs/guides/dataproc-images" class="cws-link" track-name="custom image" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/guides/dataproc-images" track-metadata-module="all features" track-metadata-module_headline="all features">custom image</a> that includes your pre-installed Linux operating system packages.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Flexible virtual machines </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Clusters can use <a href="/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/compute/custom-machine-types" class="cws-link" track-name="custom machine types" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/compute/custom-machine-types" track-metadata-module="all features" track-metadata-module_headline="all features">custom machine types</a> and <a href="/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/compute/preemptible-vms" class="cws-link" track-name="preemptible virtual machines" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/compute/preemptible-vms" track-metadata-module="all features" track-metadata-module_headline="all features">preemptible virtual machines</a> to make them the perfect size for your needs.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Component Gateway and notebook access </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Dataproc <a href="/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/accessing/dataproc-gateways" class="cws-link" track-name="component gateway" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/accessing/dataproc-gateways" track-metadata-module="all features" track-metadata-module_headline="all features">Component Gateway</a> enables secure, one-click access to Dataproc default and optional component web interfaces running on the cluster.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Workflow templates </span> </td> <td class="feature-module__table-cell"> <span class="cws-body richtext">Dataproc <a href="/web/20210811211756/https://cloud.google.com/dataproc/docs/concepts/workflows/overview" class="cws-link" track-name="workflow templates" track-type="inline link" track-metadata-eventdetail="cloud.google.com/dataproc/docs/concepts/workflows/overview" track-metadata-module="all features" track-metadata-module_headline="all features">workflow templates</a> provide a flexible and easy-to-use mechanism for managing and executing workflows. A workflow template is a reusable workflow configuration that defines a graph of jobs with information on where to run those jobs.</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>Dataproc pricing is based on the number of vCPU and the duration of time that they run. While pricing shows hourly rate, we charge down to the second, so you only pay for what you use.</p> <p>Ex: 6 clusters (1 master + 5 workers) of 4 CPUs each ran for 2 hours would cost $.48.  Dataproc charge = # of vCPUs * hours * Dataproc price = 24 * 2 * $0.01 = $0.48</p> <p>Please see pricing page for details.</p> </span> </p> </div> <div class="pricing-module__pricing-cta"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210811211756/https://cloud.google.com/dataproc/pricing" track-name="view pricing details" track-type="button" track-metadata-eventdetail="cloud.google.com/dataproc/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>Dataproc integrates with key partners to complement your existing investments and skill sets. </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/20210811211756/https://www.collibra.com/blog/a-growing-relationship-with-google" target="_blank" rel="noopener" track-name="collibra logo" track-type="block" track-metadata-eventdetail="www.collibra.com/blog/a-growing-relationship-with-google" track-metadata-module="partners" track-metadata-module_headline="partners" track-metadata-child_index="1" track-metadata-child_total="3"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Collibra logo" class="" src="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/xqIWtCndl5HemFkiSCuSSYLM_gKM1V5CpMuJAj9ovJCcAblIpZGUP7X11A-IN3hc5S5FA9QOup9R=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/xqIWtCndl5HemFkiSCuSSYLM_gKM1V5CpMuJAj9ovJCcAblIpZGUP7X11A-IN3hc5S5FA9QOup9R=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/20210811211756/https://console.cloud.google.com/marketplace/details/qubole-public/qubole-data-service" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="qubole logo" track-type="block" track-metadata-eventdetail="console.cloud.google.com/marketplace/details/qubole-public/qubole-data-service" track-metadata-module="partners" track-metadata-module_headline="partners" track-metadata-child_index="2" track-metadata-child_total="3"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Qubole logo" class="" src="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/NNHdxFb2u1wO-PGLs_qWgjc5unJNSvJ2fDGZVcr9c3lwayCwz5exoS9Vn1xbQk7OUKgf4yiPpb4=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/NNHdxFb2u1wO-PGLs_qWgjc5unJNSvJ2fDGZVcr9c3lwayCwz5exoS9Vn1xbQk7OUKgf4yiPpb4=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/20210811211756/https://www.starburstdata.com/presto-on-gcp/" target="_blank" rel="noopener" track-name="starbust logo" track-type="block" track-metadata-eventdetail="www.starburstdata.com/presto-on-gcp/" track-metadata-module="partners" track-metadata-module_headline="partners" track-metadata-child_index="3" track-metadata-child_total="3"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--logo"> <img alt="Starbust logo" class="" src="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/-x5pPJQEdDYbYNZFdtT12GKX7drwwNNPISuskUJMY58a0mBYEmb2iEC4mk3tXpjamGEkjjgx47g=e14-rj-sc0xffffff-h40-w144" srcset="https://web.archive.org/web/20210811211756im_/https://lh3.googleusercontent.com/-x5pPJQEdDYbYNZFdtT12GKX7drwwNNPISuskUJMY58a0mBYEmb2iEC4mk3tXpjamGEkjjgx47g=e14-rj-sc0xffffff-h80-w288 2x" style=""> </div> </div> </a> </div> </div> </div> <div class="cws-spacer-4--top"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210811211756/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">  </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; } } 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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/20210811211756/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/20210811211756/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/20210811211756/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> 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