CINXE.COM

<!doctype html><html lang="en-US" dir="ltr"><head><base href="https://cloud.google.com/blog/"><link rel="preconnect" href="//www.gstatic.com"><meta name="referrer" content="origin"><meta name="viewport" content="initial-scale=1, width=device-width"><meta name="track-metadata-page_hosting_platform" content="blog_boq"><meta name="mobile-web-app-capable" content="yes"><meta name="apple-mobile-web-app-capable" content="yes"><meta name="application-name" content="Google Cloud Blog"><meta name="apple-mobile-web-app-title" content="Google Cloud Blog"><meta name="apple-mobile-web-app-status-bar-style" content="black"><meta name="msapplication-tap-highlight" content="no"><link rel="preconnect" href="//fonts.googleapis.com"><link rel="preconnect" href="//fonts.gstatic.com"><link rel="preconnect" href="//www.gstatic.com"><link rel="preconnect" href="//storage.googleapis.com"><link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Google+Sans+Text_old:400,500,700,400i,500i,700i"><link rel="manifest" crossorigin="use-credentials" href="_/TransformBlogUi/manifest.json"><link rel="home" href="/?lfhs=2"><link rel="msapplication-starturl" href="/?lfhs=2"><link rel="icon" href="//www.gstatic.com/cloud/images/icons/favicon.ico" sizes="32x32"><link rel="apple-touch-icon-precomposed" href="//www.gstatic.com/cloud/images/icons/favicon.ico" sizes="32x32"><link rel="msapplication-square32x32logo" href="//www.gstatic.com/cloud/images/icons/favicon.ico" sizes="32x32"><script data-id="_gd" nonce="Y09GG6oIglCWVeuA2DlFUA">window.WIZ_global_data = {"Bwo7Jf":"%.@.\"SG\",1]","CGQM5":"%.@.[[1]]]","DpimGf":false,"EP1ykd":["/_/*","/accounts/*","/transform","/transform/*"],"FdrFJe":"7801812210066415704","Im6cmf":"/blog/_/TransformBlogUi","JvMKJd":"%.@.\"GTM-5CVQBG\",[[\"en\",\"\\u202aEnglish\\u202c\",true,\"en\"],[\"de\",\"\\u202aDeutsch\\u202c\",true,\"de\"],[\"es\",\"\\u202aEspañol\\u202c\",true,\"es\"],[\"es-419\",\"\\u202aEspañol (Latinoamérica)\\u202c\",true,\"es-419\"],[\"fr\",\"\\u202aFrançais\\u202c\",true,\"fr\"],[\"id\",\"\\u202aIndonesia\\u202c\",true,\"id\"],[\"it\",\"\\u202aItaliano\\u202c\",true,\"it\"],[\"pt-BR\",\"\\u202aPortuguês (Brasil)\\u202c\",true,\"pt-BR\"],[\"zh-CN\",\"\\u202a简体中文\\u202c\",true,\"zh-Hans\"],[\"zh-TW\",\"\\u202a繁體中文\\u202c\",true,\"zh-Hant\"],[\"ja\",\"\\u202a日本語\\u202c\",true,\"ja\"],[\"ko\",\"\\u202a한국어\\u202c\",true,\"ko\"]],[\"83405\",\"AIzaSyD3LJeW4Q6gtdgJlyeFZUp-GhpIoc6EUeg\"],\"en\",null,null,[],[[\"https://cloud.google.com/innovators\",\"https://cloud.google.com/innovators/plus/activate\",\"https://cloud.google.com/innovators/innovatorsplus\"],[\"https://workspace.google.com/pricing\",\"https://www.x.com/googleworkspace\",\"https://www.facebook.com/googleworkspace\",\"https://www.youtube.com/channel/UCBmwzQnSoj9b6HzNmFrg_yw\",\"https://www.instagram.com/googleworkspace\",\"https://www.linkedin.com/showcase/googleworkspace\",\"https://about.google/?utm_source\\u003dworkspace.google.com\\u0026utm_medium\\u003dreferral\\u0026utm_campaign\\u003dgsuite-footer-en\",\"https://about.google/products/?tip\\u003dexplore\",\"https://workspace.google.com\",\"https://workspace.google.com/contact/?source\\u003dgafb-form-globalnav-en\",\"https://workspace.google.com/business/signup/welcome?hl\\u003den\\u0026source\\u003dgafb-form-globalnav-en\",\"https://workspace.google.com/blog\"],[\"https://www.cloudskillsboost.google\",\"https://www.cloudskillsboost.google?utm_source\\u003dcgc\\u0026utm_medium\\u003dwebsite\\u0026utm_campaign\\u003devergreen\",\"https://www.cloudskillsboost.google/subscriptions?utm_source\\u003dcgc\\u0026utm_medium\\u003dwebsite\\u0026utm_campaign\\u003devergreenlaunchpromo\",\"https://www.cloudskillsboost.google/subscriptions?utm_source\\u003dcgc\\u0026utm_medium\\u003dwebsite\\u0026utm_campaign\\u003devergreen\",\"https://www.cloudskillsboost.google/catalog?utm_source\\u003dcgc\\u0026utm_medium\\u003dwebsite\\u0026utm_campaign\\u003devergreen\",\"https://www.cloudskillsboost.google/paths?utm_source\\u003dcgc\\u0026utm_medium\\u003dwebsite\\u0026utm_campaign\\u003devergreen\"],[\"https://mapsplatform.google.com\"],[\"https://cloud.google.com/developers\",\"https://cloud.google.com/developers/settings?utm_source\\u003dinnovators\"],[\"https://console.cloud.google.com/freetrial\",\"https://console.cloud.google.com/\",\"https://console.cloud.google.com/freetrial?redirectPath\\u003dhttps://cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga\"],[\"https://aitestkitchen.withgoogle.com/signup\",\"https://blog.google/technology/ai/join-us-in-the-ai-test-kitchen/\",\"https://cloud.google.com/ai\"],[\"https://googlecloudplatform.blogspot.com/\",\"https://github.com/GoogleCloudPlatform\",\"https://www.linkedin.com/company/google-cloud\",\"https://twitter.com/GoogleCloud_sg\",\"https://www.facebook.com/googlecloud\",\"https://www.youtube.com/GoogleCloudAPAC\"]],[2024,11,27],[[\"en\",\"x-default\"],\"x-default\"],[null,true],null,\"/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga?hl\\u003den\",[\"6LcsrxUqAAAAAFhpR1lXsPN2j2nsTwy6JTbRKzJr\"]]","LVIXXb":1,"LoQv7e":false,"M55kSc":"%.@.]","MT7f9b":[],"MUE6Ne":"TransformBlogUi","PylxI":"%.@.\"cloudblog\",\"products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga\",[\"en\",\"de\",\"fr\",\"ko\",\"ja\"],\"en\",null,\"https://cloud.google.com/blog\",\"blog_article\",\"cloud.google.com\",[\"https://console.cloud.google.com/freetrial/\",\"https://cloud.google.com/contact/\",\"https://cloud.google.com/\",\"https://cloud.google.com/blog\",\"https://cloud.google.com/\",\"https://www.google.com/\",\"https://cloud.google.com/products/\",\"https://about.google.com/products/\",\"https://about.google/intl/en/\",\"https://support.google.com\"],[\"googlecloud\",\"googlecloud\",\"showcase/google-cloud\",\"googlecloud/\",\"googlecloud/\"],true]","QrtxK":"","S06Grb":"","S6lZl":105833389,"TSDtV":"%.@.[[null,[[45449436,null,false,null,null,null,\"NCoWOd\"],[45667527,null,false,null,null,null,\"Qzt9sd\"],[45449424,null,null,null,\"default\",null,\"PB4oCc\"],[45532645,null,true,null,null,null,\"wFnpse\"],[45643590,null,false,null,null,null,\"w7jzef\"],[45449433,null,true,null,null,null,\"BotAtd\"],[45662378,null,true,null,null,null,\"DG71uf\"],[45449442,null,true,null,null,null,\"dsKk4d\"],[45449449,null,true,null,null,null,\"b5B1L\"],[45663339,null,false,null,null,null,\"OEmSkb\"],[45664956,null,false,null,null,null,\"aeNUHe\"],[45459555,null,false,null,null,null,\"Imeoqb\"],[45646404,null,false,null,null,null,\"tfPPe\"],[45651445,null,true,null,null,null,\"XzXOC\"],[45449440,null,false,null,null,null,\"j9nUqf\"],[45631885,null,false,null,null,null,\"kG32O\"],[45449445,null,true,null,null,null,\"C4H3Td\"],[45649370,null,false,null,null,null,\"LibkZ\"],[45657332,null,true,null,null,null,\"oBUucf\"],[45449438,null,false,null,null,null,\"m0uJSe\"],[45449471,null,null,null,\"default\",null,\"Ammqqf\"],[45612748,null,false,null,null,null,\"fdXYmb\"],[45449467,null,null,null,\"control\",null,\"qL2Vf\"],[45449469,null,null,null,\"default\",null,\"mBNY1\"],[45449443,null,false,null,null,null,\"wvKxS\"],[45616194,null,false,null,null,null,\"y3jdm\"],[45449434,null,true,null,null,null,\"PvZHQ\"],[45449428,null,null,null,\"default\",null,\"cbPi4d\"],[45664077,null,false,null,null,null,\"w1axY\"],[45449423,null,null,null,\"default\",null,\"FIJFKf\"],[45449450,null,false,null,null,null,\"PTNaKe\"],[45632110,null,true,null,null,null,\"QK58Od\"],[45449435,null,false,null,null,null,\"s7Z7Ld\"],[45449446,null,true,null,null,null,\"ktxJzc\"],[45449468,null,null,null,\"control\",null,\"BUEcUe\"],[45659313,null,true,null,null,null,\"i2rGv\"],[45532646,null,true,null,null,null,\"RIvlU\"],[45449439,null,true,null,null,null,\"lsuui\"],[45650156,null,false,null,null,null,\"Pr5Lcf\"],[45449422,null,null,null,\"default\",null,\"epsxQe\"],[45628378,null,true,null,null,null,\"hRRuzd\"],[45651724,null,true,null,null,null,\"xYDLRc\"],[45662552,null,false,null,null,null,\"epuB3d\"],[45449444,null,true,null,null,null,\"HGJqie\"],[45655733,null,true,null,null,null,\"xPTOyb\"],[45663526,null,false,null,null,null,\"kG33G\"]],\"CAMSIB0Z3M2IEKL+BPTvF8K/sBKhkOMGCLWcDQjL9Q141swG\"]]]","UUFaWc":"%.@.null,1000,2]","Vvafkd":false,"Yllh3e":"%.@.1732696944413693,58923287,4129926886]","aAofAd":"%.@.[[[\"Solutions \\u0026 technology\",null,[[[\"AI \\u0026 Machine Learning\",\"/blog/products/ai-machine-learning\"],[\"API Management\",\"/blog/products/api-management\"],[\"Application Development\",\"/blog/products/application-development\"],[\"Application Modernization\",\"/blog/products/application-modernization\"],[\"Chrome Enterprise\",\"/blog/products/chrome-enterprise\"],[\"Compute\",\"/blog/products/compute\"],[\"Containers \\u0026 Kubernetes\",\"/blog/products/containers-kubernetes\"],[\"Data Analytics\",\"/blog/products/data-analytics\"],[\"Databases\",\"/blog/products/databases\"],[\"DevOps \\u0026 SRE\",\"/blog/products/devops-sre\"],[\"Maps \\u0026 Geospatial\",\"/blog/topics/maps-geospatial\"],[\"Security\",null,[[[\"Security \\u0026 Identity\",\"/blog/products/identity-security\"],[\"Threat Intelligence\",\"/blog/topics/threat-intelligence\"]]]],[\"Infrastructure\",\"/blog/products/infrastructure\"],[\"Infrastructure Modernization\",\"/blog/products/infrastructure-modernization\"],[\"Networking\",\"/blog/products/networking\"],[\"Productivity \\u0026 Collaboration\",\"/blog/products/productivity-collaboration\"],[\"SAP on Google Cloud\",\"/blog/products/sap-google-cloud\"],[\"Storage \\u0026 Data Transfer\",\"/blog/products/storage-data-transfer\"],[\"Sustainability\",\"/blog/topics/sustainability\"]]]],[\"Ecosystem\",null,[[[\"IT Leaders\",\"/transform\"],[\"Industries\",null,[[[\"Financial Services\",\"/blog/topics/financial-services\"],[\"Healthcare \\u0026 Life Sciences\",\"/blog/topics/healthcare-life-sciences\"],[\"Manufacturing\",\"/blog/topics/manufacturing\"],[\"Media \\u0026 Entertainment\",\"/blog/products/media-entertainment\"],[\"Public Sector\",\"/blog/topics/public-sector\"],[\"Retail\",\"/blog/topics/retail\"],[\"Supply Chain\",\"/blog/topics/supply-chain-logistics\"],[\"Telecommunications\",\"/blog/topics/telecommunications\"]]]],[\"Partners\",\"/blog/topics/partners\"],[\"Startups \\u0026 SMB\",\"/blog/topics/startups\"],[\"Training \\u0026 Certifications\",\"/blog/topics/training-certifications\"],[\"Inside Google Cloud\",\"/blog/topics/inside-google-cloud\"],[\"Google Cloud Next \\u0026 Events\",\"/blog/topics/google-cloud-next\"],[\"Google Maps Platform\",\"https://mapsplatform.google.com/resources/blog/\"],[\"Google Workspace\",\"https://workspace.google.com/blog\"]]]],[\"Developers \\u0026 Practitioners\",\"/blog/topics/developers-practitioners\"],[\"Transform with Google Cloud\",\"/transform\"]]],[[\"de\",[[[\"Neuigkeiten\",\"/blog/de/topics/whats-new/aktuelles-auf-dem-google-cloud-blog\"],[\"Lösungen \\u0026 Technologien\",null,[[[\"Anwendungsentwicklung\",\"/blog/de/products/application-development\"],[\"Anwendungsmodernisierung\",\"/blog/de/products/anwendungsmodernisierung\"],[\"API-Verwaltung\",\"/blog/de/products/api-management\"],[\"Chrome Enterprise\",\"/blog/de/products/chrome-enterprise\"],[\"Computing\",\"/blog/de/products/compute\"],[\"Containers \\u0026 Kubernetes\",\"/blog/de/products/containers-kubernetes\"],[\"Datenanalysen\",\"/blog/de/products/data-analytics\"],[\"Datenbanken\",\"/blog/de/products/databases\"],[\"DevOps \\u0026 SRE\",\"/blog/de/products/devops-sre\"],[\"Infrastruktur\",\"/blog/de/products/infrastructure\"],[\"KI \\u0026 Machine Learning\",\"/blog/de/products/ai-machine-learning\"],[\"Maps \\u0026 Geospatial\",\"/blog/de/topics/maps-geospatial\"],[\"Modernisierung der Infrastruktur\",\"/blog/de/products/modernisierung-der-infrastruktur\"],[\"Nachhaltigkeit\",\"/blog/de/topics/nachhaltigkeit\"],[\"Netzwerk\",\"/blog/de/products/networking\"],[\"Produktivität und Zusammenarbeit\",\"/blog/de/products/produktivitaet-und-kollaboration\"],[\"SAP in Google Cloud\",\"/blog/de/products/sap-google-cloud\"],[\"Sicherheit \\u0026 Identität\",\"/blog/de/products/identity-security\"],[\"Speicher und Datentransfer\",\"/blog/de/products/storage-data-transfer\"]]]],[\"Ökosystem\",null,[[[\"IT Leader\",\"/transform/de\"],[\"Industrien\",null,[[[\"Behörden und öffentlicher Sektor\",\"/blog/de/topics/public-sector\"],[\"Einzelhandel\",\"/blog/de/topics/retail\"],[\"Fertigung\",\"/blog/de/topics/fertigung\"],[\"Finanzdienstleistungen\",\"/blog/de/topics/financial-services\"],[\"Gesundheitswesen und Biowissenschaften\",\"/blog/de/topics/healthcare-life-sciences\"],[\"Lieferkette und Logistik\",\"/blog/de/topics/lieferkette-und-logistik\"],[\"Medien und Unterhaltung\",\"/blog/de/products/media-entertainment\"],[\"Telekommunikation\",\"/blog/de/topics/telecommunications\"]]]],[\"Entwickler*innen \\u0026 Fachkräfte\",\"/blog/de/topics/developers-practitioners\"],[\"Google Cloud Next \\u0026 Events\",\"/blog/de/topics/events\"],[\"Google Maps Platform\",\"/blog/de/products/maps-platform\"],[\"Google Workspace\",\"https://workspace.google.com/blog/de\"],[\"Inside Google Cloud\",\"/blog/de/topics/inside-google-cloud\"],[\"Kunden\",\"/blog/de/topics/kunden\"],[\"Partner\",\"/blog/de/topics/partners\"],[\"Start-ups und KMU\",\"/blog/de/topics/startups\"],[\"Training und Zertifizierung\",\"/blog/de/topics/training-certifications\"]]]],[\"Transformation mit Google Cloud\",\"/transform/de\"]]]],[\"en\",[[[\"Solutions \\u0026 technology\",null,[[[\"AI \\u0026 Machine Learning\",\"/blog/products/ai-machine-learning\"],[\"API Management\",\"/blog/products/api-management\"],[\"Application Development\",\"/blog/products/application-development\"],[\"Application Modernization\",\"/blog/products/application-modernization\"],[\"Chrome Enterprise\",\"/blog/products/chrome-enterprise\"],[\"Compute\",\"/blog/products/compute\"],[\"Containers \\u0026 Kubernetes\",\"/blog/products/containers-kubernetes\"],[\"Data Analytics\",\"/blog/products/data-analytics\"],[\"Databases\",\"/blog/products/databases\"],[\"DevOps \\u0026 SRE\",\"/blog/products/devops-sre\"],[\"Maps \\u0026 Geospatial\",\"/blog/topics/maps-geospatial\"],[\"Security\",null,[[[\"Security \\u0026 Identity\",\"/blog/products/identity-security\"],[\"Threat Intelligence\",\"/blog/topics/threat-intelligence\"]]]],[\"Infrastructure\",\"/blog/products/infrastructure\"],[\"Infrastructure Modernization\",\"/blog/products/infrastructure-modernization\"],[\"Networking\",\"/blog/products/networking\"],[\"Productivity \\u0026 Collaboration\",\"/blog/products/productivity-collaboration\"],[\"SAP on Google Cloud\",\"/blog/products/sap-google-cloud\"],[\"Storage \\u0026 Data Transfer\",\"/blog/products/storage-data-transfer\"],[\"Sustainability\",\"/blog/topics/sustainability\"]]]],[\"Ecosystem\",null,[[[\"IT Leaders\",\"/transform\"],[\"Industries\",null,[[[\"Financial Services\",\"/blog/topics/financial-services\"],[\"Healthcare \\u0026 Life Sciences\",\"/blog/topics/healthcare-life-sciences\"],[\"Manufacturing\",\"/blog/topics/manufacturing\"],[\"Media \\u0026 Entertainment\",\"/blog/products/media-entertainment\"],[\"Public Sector\",\"/blog/topics/public-sector\"],[\"Retail\",\"/blog/topics/retail\"],[\"Supply Chain\",\"/blog/topics/supply-chain-logistics\"],[\"Telecommunications\",\"/blog/topics/telecommunications\"]]]],[\"Partners\",\"/blog/topics/partners\"],[\"Startups \\u0026 SMB\",\"/blog/topics/startups\"],[\"Training \\u0026 Certifications\",\"/blog/topics/training-certifications\"],[\"Inside Google Cloud\",\"/blog/topics/inside-google-cloud\"],[\"Google Cloud Next \\u0026 Events\",\"/blog/topics/google-cloud-next\"],[\"Google Maps Platform\",\"https://mapsplatform.google.com/resources/blog/\"],[\"Google Workspace\",\"https://workspace.google.com/blog\"]]]],[\"Developers \\u0026 Practitioners\",\"/blog/topics/developers-practitioners\"],[\"Transform with Google Cloud\",\"/transform\"]]]],[\"fr\",[[[\"Les tendances\",\"/blog/fr/topics/les-tendances/quelles-sont-les-nouveautes-de-google-cloud\"],[\"Solutions et Technologie\",null,[[[\"Analyse de données\",\"/blog/fr/products/analyse-de-donnees/\"],[\"Bases de données\",\"/blog/fr/products/databases\"],[\"Calcul\",\"/blog/fr/products/calcul/\"],[\"Chrome Entreprise\",\"/blog/fr/products/chrome-enterprise/\"],[\"Conteneurs et Kubernetes\",\"/blog/fr/products/conteneurs-et-kubernetes/\"],[\"Développement d\u0027Applications\",\"/blog/fr/products/application-development\"],[\"Développement durable\",\"/blog/fr/topics/developpement-durable\"],[\"DevOps et ingénierie SRE\",\"/blog/fr/products/devops-sre\"],[\"Gestion des API\",\"/blog/fr/products/api-management\"],[\"IA et Machine Learning\",\"/blog/fr/products/ai-machine-learning\"],[\"Infrastructure\",\"/blog/fr/products/infrastructure\"],[\"Maps et Géospatial\",\"/blog/fr/topics/maps-geospatial\"],[\"Modernisation d\u0027Applications\",\"/blog/fr/products/modernisation-dapplications/\"],[\"Modernisation d\u0027Infrastructure\",\"/blog/fr/products/modernisation-dinfrastructure/\"],[\"Networking\",\"/blog/fr/products/networking\"],[\"Productivité et Collaboration\",\"/blog/fr/products/productivite-et-collaboration\"],[\"SAP sur Google Cloud\",\"/blog/fr/products/sap-google-cloud\"],[\"Sécurité et Identité\",\"/blog/fr/products/identity-security\"],[\"Stockage et transfert de données\",\"/blog/fr/products/storage-data-transfer\"]]]],[\"Écosystème\",null,[[[\"Responsables IT\",\"/transform/fr\"],[\"Industries\",null,[[[\"Commerce\",\"/blog/fr/topics/retail\"],[\"Manufacturing\",\"/blog/fr/topics/manufacturing\"],[\"Médias et Divertissement\",\"/blog/fr/products/media-entertainment\"],[\"Santé\",\"/blog/fr/topics/healthcare-life-sciences\"],[\"Secteur Public\",\"/blog/fr/topics/public-sector\"],[\"Services Financiers\",\"/blog/fr/topics/financial-services\"],[\"Supply Chain\",\"/blog/fr/topics/supply-chain/\"],[\"Telecommunications\",\"/blog/fr/topics/telecommunications\"]]]],[\"Clients\",\"/blog/fr/topics/clients/\"],[\"Développeurs et professionnels\",\"/blog/fr/topics/developers-practitioners\"],[\"Formations et certifications\",\"/blog/fr/topics/training-certifications\"],[\"Google Cloud Next et Événements\",\"/blog/fr/topics/evenements\"],[\"Google Maps Platform\",\"/blog/fr/products/maps-platform\"],[\"Google Workspace\",\"https://workspace.google.com/blog/fr\"],[\"Inside Google Cloud\",\"/blog/fr/topics/inside-google-cloud\"],[\"Partenaires\",\"/blog/fr/topics/partners\"],[\"Start-ups et PME\",\"/blog/fr/topics/startups\"]]]],[\"Transformer avec Google Cloud\",\"/transform/fr\"]]]],[\"ja\",[[[\"ソリューションとテクノロジー\",null,[[[\"AI \\u0026 機械学習\",\"/blog/ja/products/ai-machine-learning\"],[\"API 管理\",\"/blog/ja/products/api-management\"],[\"アプリケーション開発\",\"/blog/ja/products/application-development\"],[\"アプリケーションモダナイゼーション\",\"/blog/ja/products/application-modernization\"],[\"Chrome Enterprise\",\"/blog/ja/products/chrome-enterprise\"],[\"コンピューティング\",\"/blog/ja/products/compute\"],[\"Containers \\u0026 Kubernetes\",\"/blog/ja/products/containers-kubernetes\"],[\"データ分析\",\"/blog/ja/products/data-analytics\"],[\"データベース\",\"/blog/ja/products/databases\"],[\"DevOps \\u0026 SRE\",\"/blog/ja/products/devops-sre\"],[\"Maps \\u0026 Geospatial\",\"/blog/ja/products/maps-platform\"],[\"セキュリティ\",null,[[[\"セキュリティ \\u0026 アイデンティティ\",\"/blog/ja/products/identity-security\"],[\"脅威インテリジェンス\",\"/blog/ja/topics/threat-intelligence\"]]]],[\"インフラストラクチャ\",\"/blog/ja/products/infrastructure\"],[\"インフラモダナイゼーション\",\"/blog/ja/products/infrastructure-modernization\"],[\"ネットワーキング\",\"/blog/ja/products/networking\"],[\"生産性とコラボレーション\",\"/blog/ja/products/productivity-collaboration\"],[\"Google Cloud での SAP\",\"/blog/ja/products/sap-google-cloud\"],[\"ストレージとデータ転送\",\"/blog/ja/products/storage-data-transfer\"],[\"サステナビリティ\",\"/blog/ja/topics/sustainability\"]]]],[\"エコシステム\",null,[[[\"ITリーダー\",\"/transform/ja\"],[\"業種\",null,[[[\"金融サービス\",\"/blog/ja/topics/financial-services\"],[\"ヘルスケア、ライフサイエンス\",\"/blog/ja/topics/healthcare-life-sciences\"],[\"製造\",\"/blog/ja/topics/manufacturing\"],[\"メディア、エンターテイメント\",\"/blog/ja/products/media-entertainment\"],[\"公共部門\",\"/blog/ja/topics/public-sector\"],[\"小売業\",\"/blog/ja/topics/retail\"],[\"サプライチェーン\",\"/blog/ja/topics/supply-chain-logistics\"],[\"通信\",\"/blog/ja/topics/telecommunications\"]]]],[\"顧客事例\",\"/blog/ja/topics/customers\"],[\"パートナー\",\"/blog/ja/topics/partners\"],[\"スタートアップ \\u0026 SMB\",\"/blog/ja/topics/startups\"],[\"トレーニングと認定\",\"/blog/ja/topics/training-certifications\"],[\"Inside Google Cloud\",\"/blog/ja/topics/inside-google-cloud\"],[\"Google Cloud Next とイベント\",\"/blog/ja/topics/google-cloud-next\"],[\"Google Maps Platform\",\"/blog/ja/products/maps-platform\"],[\"Google Workspace\",\"https://workspace.google.com/blog/ja\"]]]],[\"デベロッパー\",\"/blog/ja/topics/developers-practitioners\"],[\"Transform with Google Cloud\",\"/transform/ja\"]]]],[\"ko\",[[[\"솔루션 및 기술\",null,[[[\"AI 및 머신러닝\",\"/blog/ko/products/ai-machine-learning\"],[\"API 관리\",\"/blog/ko/products/api-management\"],[\"애플리케이션 개발\",\"/blog/ko/products/application-development\"],[\"애플리케이션 현대화\",\"/blog/ko/products/application-modernization\"],[\"Chrome Enterprise\",\"/blog/products/chrome-enterprise\"],[\"컴퓨팅\",\"/blog/ko/products/compute\"],[\"컨테이너 \\u0026 Kubernetes\",\"/blog/ko/products/containers-kubernetes\"],[\"데이터 분석\",\"/blog/ko/products/data-analytics\"],[\"데이터베이스\",\"/blog/ko/products/databases\"],[\"DevOps 및 SRE\",\"/blog/ko/products/devops-sre\"],[\"Maps \\u0026 Geospatial\",\"/blog/ko/products/maps-platform\"],[\"보안\",null,[[[\"보안 \\u0026 아이덴티티\",\"/blog/ko/products/identity-security\"],[\"위협 인텔리전스\",\"/blog/ko/topics/threat-intelligence\"]]]],[\"인프라\",\"/blog/ko/products/infrastructure\"],[\"Infrastructure Modernization\",\"/blog/ko/products/infrastructure-modernization\"],[\"네트워킹\",\"/blog/ko/products/networking\"],[\"생산성 및 공동작업\",\"/blog/ko/products/productivity-collaboration\"],[\"SAP on Google Cloud\",\"/blog/ko/products/sap-google-cloud\"],[\"스토리지 및 데이터 전송\",\"/blog/ko/products/storage-data-transfer\"],[\"지속가능성\",\"/blog/ko/topics/sustainability\"]]]],[\"에코시스템\",null,[[[\"IT Leaders\",\"/transform/ko\"],[\"업종\",null,[[[\"금융 서비스\",\"/blog/ko/topics/financial-services\"],[\"의료 및 생명과학\",\"/blog/ko/topics/healthcare-life-sciences\"],[\"제조업\",\"/blog/ko/topics/manufacturing\"],[\"미디어 및 엔터테인먼트\",\"/blog/ko/products/media-entertainment\"],[\"공공부문\",\"/blog/ko/topics/public-sector\"],[\"소매업\",\"/blog/ko/topics/retail\"],[\"공급망\",\"/blog/topics/supply-chain-logistics\"],[\"통신\",\"/blog/ko/topics/telecommunications\"]]]],[\"고객 사례\",\"/blog/ko/topics/customers\"],[\"파트너\",\"/blog/ko/topics/partners\"],[\"스타트업 \\u0026 SMB\",\"/blog/ko/topics/startups\"],[\"교육 \\u0026 인증\",\"/blog/ko/topics/training-certifications\"],[\"Inside Google Cloud\",\"/blog/ko/topics/inside-google-cloud\"],[\"Google Cloud Next 및 이벤트\",\"/blog/ko/topics/google-cloud-next\"],[\"Google Maps Platform\",\"/blog/ko/products/maps-platform\"],[\"Google Workspace\",\"https://workspace.google.com/blog/ko\"]]]],[\"개발 및 IT운영\",\"/blog/ko/topics/developers-practitioners\"],[\"Google Cloud와 함께 하는 디지털 혁신\",\"/transform/ko\"]]]]]]","cfb2h":"boq_cloudx-web-blog-uiserver_20241121.08_p0","eptZe":"/blog/_/TransformBlogUi/","f8POw":"%.@.[1706538,48554497,97517170,48887080,48830069,97863042,97535270,93874002,97684533,97656897,97785986,97863170,1714249,97889236,93778619,97442197,97716267,48489819,97517154,48887064,93873986,97684517,97656881,97785970,97442181],null,null,null,null,true]","fPDxwd":[97517170,97684533,97863042,97863170,97889236],"gGcLoe":false,"iCzhFc":false,"nQyAE":{"b5B1L":"true","PTNaKe":"false","ktxJzc":"true","BUEcUe":"control","XzXOC":"true","kG32O":"false","C4H3Td":"true","w1axY":"false","Pr5Lcf":"false","kG33G":"false","OEmSkb":"false","aeNUHe":"false","j9nUqf":"false","wvKxS":"false","wFnpse":"true","tfPPe":"false","LibkZ":"false","m0uJSe":"false","PvZHQ":"true","s7Z7Ld":"false","i2rGv":"true","RIvlU":"true","lsuui":"true","HGJqie":"true","NCoWOd":"false","Qzt9sd":"false","dsKk4d":"true","fdXYmb":"false","epuB3d":"false","BotAtd":"true"},"p9hQne":"https://www.gstatic.com/_/boq-cloudx-web-blog/_/r/","qwAQke":"TransformBlogUi","rtQCxc":-480,"u4g7r":"%.@.null,1000,2]","vJ2GOe":"%.@.null,[[\"de\",[[[\"Themen\",null,[[[\"Product Announcements\",\"/blog/de/product-announcements\"],[\"KI \\u0026 Machine Learning\",\"/blog/de/ai-machine-learning\"],[\"Produktivität und Kollaboration\",\"/blog/de/productivity-collaboration\"],[\"Identität und Sicherheit\",\"/blog/de/identity-and-security\"],[\"Future of Work\",\"/blog/de/future-of-work\"],[\"Hybrides Arbeiten\",\"/blog/de/hybrid-work\"],[\"Kundenreferenzen\",\"/blog/de/customer-stories\"],[\"Entwickler*innen und Fachkräfte\",\"/blog/de/developers-practitioners\"],[\"Partner\",\"/blog/de/partners\"],[\"Events\",\"/blog/de/events\"],[\"Öffentlicher Sektor\",\"/blog/de/public-sector\"]]]],[\"Produktneuigkeiten\",null,[[[\"Gmail\",\"/blog/de/gmail\"],[\"Meet\",\"/blog/de/meet\"],[\"Chat and Spaces\",\"/blog/de/chat-spaces\"],[\"Drive\",\"/blog/de/drive\"],[\"Docs\",\"/blog/de/docs\"],[\"Sheets\",\"/blog/de/sheets\"]]]]]]],[\"en\",[[[\"Topics\",null,[[[\"Product Announcements\",\"/blog/product-announcements\"],[\"AI and Machine Learning\",\"/blog/ai-machine-learning\"],[\"Productivity and Collaboration\",\"/blog/productivity-collaboration\"],[\"Identity and Security\",\"/blog/identity-and-security\"],[\"Future of Work\",\"/blog/future-of-work\"],[\"Hybrid Work\",\"/blog/hybrid-work\"],[\"Customer Stories\",\"/blog/customer-stories\"],[\"Developers and Practitioners\",\"/blog/developers-practitioners\"],[\"Partners\",\"/blog/partners\"],[\"Events\",\"/blog/events\"],[\"Public Sector\",\"/blog/public-sector\"]]]],[\"Product News\",null,[[[\"Gmail\",\"/blog/gmail\"],[\"Meet\",\"/blog/meet\"],[\"Chat and Spaces\",\"/blog/chat-spaces\"],[\"Drive\",\"/blog/drive\"],[\"Docs\",\"/blog/docs\"],[\"Sheets\",\"/blog/sheets\"]]]]]]],[\"fr\",[[[\"Thèmes\",null,[[[\"Product Announcements\",\"/blog/fr/product-announcements\"],[\"IA et Machine Learning\",\"/blog/fr/ai-machine-learning\"],[\"Productivité et Collaboration\",\"/blog/fr/productivity-collaboration\"],[\"Identité et Sécurité\",\"/blog/fr/identity-and-security\"],[\"L\u0027avenir du travail\",\"/blog/fr/future-of-work\"],[\"Travail hybride\",\"/blog/fr/hybrid-work\"],[\"Témoignages Clients\",\"/blog/fr/customer-stories\"],[\"Développeurs et professionnels\",\"/blog/fr/developers-practitioners\"],[\"Partenaires\",\"/blog/fr/partners\"],[\"Événements\",\"/blog/fr/events\"],[\"Secteur Public\",\"/blog/fr/public-sector\"]]]],[\"Annonces sur les produits\",null,[[[\"Gmail\",\"/blog/fr/gmail\"],[\"Meet\",\"/blog/fr/meet\"],[\"Chat et Spaces\",\"/blog/fr/chat-spaces\"],[\"Drive\",\"/blog/fr/drive\"],[\"Docs\",\"/blog/fr/docs\"],[\"Sheets\",\"/blog/fr/sheets\"]]]]]]],[\"ja\",[[[\"トピック\",null,[[[\"プロダクトの発表\",\"/blog/ja/product-announcements\"],[\"AI \\u0026 機械学習\",\"/blog/ja/ai-machine-learning\"],[\"生産性とコラボレーション\",\"/blog/ja/productivity-collaboration\"],[\"アイデンティティとセキュリティ\",\"/blog/ja/identity-and-security\"],[\"未来の働き方\",\"/blog/ja/future-of-work\"],[\"ハイブリッドな働き方\",\"/blog/ja/hybrid-work\"],[\"顧客事例\",\"/blog/ja/customer-stories\"],[\"デベロッパー\",\"/blog/ja/developers-practitioners\"],[\"パートナー\",\"/blog/ja/partners\"],[\"イベント\",\"/blog/ja/events\"],[\"公共部門\",\"/blog/ja/public-sector\"]]]],[\"製品ニュース\",null,[[[\"Gmail\",\"/blog/ja/gmail\"],[\"Meet\",\"/blog/ja/meet\"],[\"Chat and Spaces\",\"/blog/ja/chat-spaces\"],[\"ドライブ\",\"/blog/ja/drive\"],[\"ドキュメント\",\"/blog/ja/docs\"],[\"スプレッドシート\",\"/blog/ja/sheets\"]]]]]]],[\"ko\",[[[\"주제\",null,[[[\"제품 업데이트\",\"/blog/ko/product-announcements\"],[\"AI 및 머신러닝\",\"/blog/ko/ai-machine-learning\"],[\"생산성 및 공동작업\",\"/blog/ko/productivity-collaboration\"],[\"인증 및 보안 \",\"/blog/ko/identity-and-security\"],[\"Future of Work\",\"/blog/ko/future-of-work\"],[\"하이브리드 업무\",\"/blog/ko/hybrid-work\"],[\"고객 사례\",\"/blog/ko/customer-stories\"],[\"개발자\",\"/blog/ko/developers-practitioners\"],[\"파트너\",\"/blog/ko/partners\"],[\"이벤트\",\"/blog/ko/events\"],[\"공공부문\",\"/blog/ko/public-sector\"]]]],[\"제품 소식\",null,[[[\"Gmail\",\"/blog/ko/gmail\"],[\"Meet\",\"/blog/ko/meet\"],[\"Chat 및 Spaces\",\"/blog/ko/chat-spaces\"],[\"Drive\",\"/blog/ko/drive\"],[\"Docs\",\"/blog/ko/docs\"],[\"Sheets\",\"/blog/ko/sheets\"]]]]]]]],null,[[\"de\",[[[[[\"Enthaltene Anwendungen\",\"https://workspace.google.com/intl/de/features/\",[[[\"Gmail\",\"https://workspace.google.com/intl/de/products/gmail/\"],[\"Meet\",\"https://workspace.google.com/intl/de/products/meet/\"],[\"Chat\",\"https://workspace.google.com/intl/de/products/chat/\"],[\"Kalender\",\"https://workspace.google.com/intl/de/products/calendar/\"],[\"Drive\",\"https://workspace.google.com/intl/de/products/drive/\"],[\"Docs\",\"https://workspace.google.com/intl/de/products/docs/\"],[\"Tabellen\",\"https://workspace.google.com/intl/de/products/sheets/\"],[\"Präsentationen\",\"https://workspace.google.com/intl/de/products/slides/\"],[\"Formulare\",\"https://workspace.google.com/intl/de/products/forms/\"],[\"Sites\",\"https://workspace.google.com/intl/de/products/sites/\"],[\"Notizen\",\"https://workspace.google.com/intl/de/products/keep/\"],[\"Apps Script\",\"https://workspace.google.com/intl/de/products/apps-script/\"]]]]]],[[[\"Sicherheit und Verwaltung\",\"https://workspace.google.com/intl/de/security/\",[[[\"Admin\",\"https://workspace.google.com/intl/de/products/admin/\"],[\"Endpunkt\",\"https://workspace.google.com/intl/de/products/admin/endpoint/\"],[\"Vault\",\"https://workspace.google.com/intl/de/products/vault/\"],[\"Work Insights\",\"https://workspace.google.com/intl/de/products/workinsights/\"]]]],[\"Lösungen\",\"https://workspace.google.com/intl/de/solutions/\",[[[\"Neue Unternehmen\",\"https://workspace.google.com/intl/de/business/new-business/\"],[\"Kleine Unternehmen\",\"https://workspace.google.com/intl/de/business/small-business/\"],[\"Große Unternehmen\",\"https://workspace.google.com/intl/de/solutions/enterprise/\"],[\"Education\",\"https://edu.google.com/products/workspace-for-education/education-fundamentals/\"],[\"Nonprofit-Organisationen\",\"https://www.google.com/nonprofits/\"]]]]]],[[[\"Preise\",\"https://workspace.google.com/intl/de/pricing.html\",[[[\"Version auswählen\",\"https://workspace.google.com/intl/de/pricing.html\"]]]],[\"Add-ons\",null,[[[\"Gemini für Workspace\",\"https://workspace.google.com/solutions/ai/\"],[\"Google Voice\",\"https://workspace.google.com/intl/de/products/voice/\"],[\"AppSheet\",\"https://about.appsheet.com/home/\"]]]]]],[[[\"Ressourcen\",\"https://workspace.google.com/intl/de/faq/\",[[[\"Telearbeit\",\"https://workspace.google.com/intl/de/working-remotely/\"],[\"Sicherheit\",\"https://workspace.google.com/intl/de/security/\"],[\"FAQ\",\"https://workspace.google.com/intl/de/faq/\"],[\"Partner\",\"https://cloud.withgoogle.com/partners/?products\\u003dGOOGLE_WORKSPACE_PRODUCT\"],[\"Google Workspace Marketplace\",\"https://workspace.google.com/marketplace/\"],[\"Integrationen\",\"https://workspace.google.com/intl/de/integrations/\"],[\"Schulung \\u0026 Zertifizierung\",\"https://workspace.google.com/intl/de/training/\"]]]]]],[[[\"Schulung und Support\",\"https://workspace.google.com/intl/de/support/\",[[[\"Admin-Hilfe\",\"https://support.google.com/a/#topic\\u003d29157\"],[\"Einrichtungs- und Bereitstellungscenter\",\"https://workspace.google.com/setup/?hl\\u003dde\"],[\"Schulungscenter für Nutzer\",\"https://workspace.google.com/intl/de/learning-center/\"],[\"Foren für Administratoren\",\"https://productforums.google.com/forum/#!forum/apps\"],[\"Google Workspace-Dashboard\",\"https://www.google.com/appsstatus\"],[\"Presse\",\"https://cloud.google.com/press/\"]]]],[\"Mehr von Google\",null,[[[\"Google Cloud\",\"https://cloud.google.com/?hl\\u003dde\"],[\"Chrome Enterprise\",\"https://chromeenterprise.google/\"],[\"Google Lösungen für Unternehmen\",\"https://www.google.com/intl/de/services/\"],[\"Google Ads\",\"https://ads.google.com/home/?subid\\u003dde-de-xs-aw-z-a-dyn-accounts_wsft!o3\"],[\"Business Messages\",\"https://businessmessages.google/\"],[\"An Nutzerstudien teilnehmen\",\"https://userresearch.google.com/?reserved\\u003d0\\u0026utm_source\\u003dgsuite.google.com\\u0026Q_Language\\u003den\\u0026utm_medium\\u003down_srch\\u0026utm_campaign\\u003dGlobal-GSuite\\u0026utm_term\\u003d0\\u0026utm_content\\u003d0\\u0026productTag\\u003dgafw\\u0026campaignDate\\u003dnov18\\u0026pType\\u003dbprof\\u0026referral_code\\u003dug422768\"]]]]]]]]],[\"en\",[[[[[\"Included applications\",\"https://workspace.google.com/features/\",[[[\"Gmail\",\"https://workspace.google.com/products/gmail/\"],[\"Meet\",\"https://workspace.google.com/products/meet/\"],[\"Chat\",\"https://workspace.google.com/products/chat/\"],[\"Calendar\",\"https://workspace.google.com/products/calendar/\"],[\"Drive\",\"https://workspace.google.com/products/drive/\"],[\"Docs\",\"https://workspace.google.com/products/docs/\"],[\"Sheets\",\"https://workspace.google.com/products/sheets/\"],[\"Slides\",\"https://workspace.google.com/products/slides/\"],[\"Forms\",\"https://workspace.google.com/products/forms/\"],[\"Sites\",\"https://workspace.google.com/products/sites/\"],[\"Keep\",\"https://workspace.google.com/products/keep/\"],[\"Apps Script\",\"https://workspace.google.com/products/apps-script/\"]]]]]],[[[\"Security and management\",\"https://workspace.google.com/security/\",[[[\"Admin\",\"https://workspace.google.com/products/admin/\"],[\"Endpoint\",\"https://workspace.google.com/products/admin/endpoint/\"],[\"Vault\",\"https://workspace.google.com/products/vault/\"],[\"Work Insights\",\"https://workspace.google.com/products/workinsights/\"]]]],[\"Solutions\",\"https://workspace.google.com/solutions/\",[[[\"New Business\",\"https://workspace.google.com/business/new-business/\"],[\"Small Business\",\"https://workspace.google.com/business/small-business/\"],[\"Enterprise\",\"https://workspace.google.com/solutions/enterprise/\"],[\"Retail\",\"https://workspace.google.com/industries/retail/\"],[\"Manufacturing\",\"https://workspace.google.com/industries/manufacturing/\"],[\"Professional Services\",\"https://workspace.google.com/industries/professional-services/\"],[\"Technology\",\"https://workspace.google.com/industries/technology/\"],[\"Healthcare\",\"https://workspace.google.com/industries/healthcare/\"],[\"Government\",\"https://workspace.google.com/industries/government/\"],[\"Education\",\"https://edu.google.com/products/workspace-for-education/education-fundamentals/\"],[\"Nonprofits\",\"https://www.google.com/nonprofits/\"],[\"Artificial Intelligence\",\"https://workspace.google.com/solutions/ai/\"]]]]]],[[[\"Pricing\",\"https://workspace.google.com/pricing.html\",[[[\"Compare pricing plans\",\"https://workspace.google.com/pricing.html\"]]]],[\"Add-ons\",null,[[[\"Gemini for Workspace\",\"https://workspace.google.com/solutions/ai/\"],[\"Meet hardware\",\"https://workspace.google.com/products/meet-hardware/\"],[\"Google Voice\",\"https://workspace.google.com/products/voice/\"],[\"AppSheet\",\"https://about.appsheet.com/home/\"]]]]]],[[[\"Resources\",\"https://workspace.google.com/faq/\",[[[\"Working remotely\",\"https://workspace.google.com/working-remotely/\"],[\"Security\",\"https://workspace.google.com/security/\"],[\"Customer Stories\",\"https://workspace.google.com/customers/\"],[\"FAQs\",\"https://workspace.google.com/faq/\"],[\"Partners\",\"https://cloud.withgoogle.com/partners/?products\\u003dGOOGLE_WORKSPACE_PRODUCT\"],[\"Marketplace\",\"https://workspace.google.com/marketplace/\"],[\"Integrations\",\"https://workspace.google.com/integrations/\"],[\"Training \\u0026 Certification\",\"https://workspace.google.com/training/\"],[\"Refer Google Workspace\",\"https://workspace.google.com/landing/partners/referral/\"]]]]]],[[[\"Learning and support\",\"https://workspace.google.com/support/\",[[[\"Admin Help\",\"https://support.google.com/a/#topic\\u003d29157\"],[\"Setup and Deployment Center\",\"https://workspace.google.com/setup\"],[\"Learning Center for Users\",\"https://workspace.google.com/learning-center/\"],[\"Forums for Admins\",\"https://productforums.google.com/forum/#!forum/apps\"],[\"Google Workspace Dashboard\",\"https://www.google.com/appsstatus\"],[\"What\u0027s New in Google Workspace\",\"https://workspace.google.com/whatsnew/\"],[\"Find a Google Workspace Partner\",\"https://www.google.com/a/partnersearch/\"],[\"Join the community of IT Admins\",\"https://www.googlecloudcommunity.com/gc/Google-Workspace/ct-p/google-workspace\"],[\"Press\",\"https://cloud.google.com/press/\"]]]],[\"More from Google\",null,[[[\"Google Cloud\",\"https://cloud.google.com/\"],[\"Google Domains\",\"https://domains.google.com/about/?utm_source\\u003dgoogleappsforwork\\u0026utm_medium\\u003dreferral\\u0026utm_campaign\\u003dgooglepromos\"],[\"Chrome Enterprise\",\"https://chromeenterprise.google/\"],[\"Google Business Solutions\",\"https://www.google.com/services/\"],[\"Google Ads\",\"https://ads.google.com/home/?subid\\u003dus-en-xs-aw-z-a-dyn-accounts_wsft!o3\"],[\"Business Messages\",\"https://businessmessages.google/\"],[\"Join User Studies\",\"https://userresearch.google.com/?reserved\\u003d0\\u0026utm_source\\u003dgsuite.google.com\\u0026Q_Language\\u003den\\u0026utm_medium\\u003down_srch\\u0026utm_campaign\\u003dGlobal-GSuite\\u0026utm_term\\u003d0\\u0026utm_content\\u003d0\\u0026productTag\\u003dgafw\\u0026campaignDate\\u003dnov18\\u0026pType\\u003dbprof\\u0026referral_code\\u003dug422768\"]]]]]]]]],[\"fr\",[[[[[\"Enthaltene Anwendungen\",\"https://workspace.google.com/intl/fr/features/\",[[[\"Gmail\",\"https://workspace.google.com/intl/fr/products/gmail/\"],[\"Meet\",\"https://workspace.google.com/intl/fr/products/meet/\"],[\"Chat\",\"https://workspace.google.com/intl/fr/products/chat/\"],[\"Google Agenda\",\"https://workspace.google.com/intl/fr/products/calendar/\"],[\"Drive\",\"https://workspace.google.com/intl/fr/products/drive/\"],[\"Docs\",\"https://workspace.google.com/intl/fr/products/docs/\"],[\"Sheets\",\"https://workspace.google.com/intl/fr/products/sheets/\"],[\"Slides\",\"https://workspace.google.com/intl/fr/products/slides/\"],[\"Forms\",\"https://workspace.google.com/intl/fr/products/forms/\"],[\"Google Sites\",\"https://workspace.google.com/intl/fr/products/sites/\"],[\"Keep\",\"https://workspace.google.com/intl/fr/products/keep/\"],[\"Apps Script\",\"https://workspace.google.com/intl/fr/products/apps-script/\"]]]]]],[[[\"Sécurité et gestion\",\"https://workspace.google.com/intl/fr/security/\",[[[\"Console d\u0027administration\",\"https://workspace.google.com/intl/fr/products/admin/\"],[\"Point de terminaison\",\"https://workspace.google.com/intl/fr/products/admin/endpoint/\"],[\"Vault\",\"https://workspace.google.com/intl/fr/products/vault/\"],[\"Work Insights\",\"https://workspace.google.com/intl/fr/products/workinsights/\"]]]],[\"Solutions\",\"https://workspace.google.com/intl/fr/solutions/\",[[[\"Nouvelle entreprise\",\"https://workspace.google.com/intl/fr/business/new-business/\"],[\"PME\",\"https://workspace.google.com/intl/fr/business/small-business/\"],[\"Grande entreprise\",\"https://workspace.google.com/intl/fr/solutions/enterprise/\"],[\"Education\",\"https://edu.google.com/products/workspace-for-education/education-fundamentals/\"],[\"Associations\",\"https://www.google.com/nonprofits/\"]]]]]],[[[\"Tarifs\",\"https://workspace.google.com/intl/fr/pricing.html\",[[[\"Choisissez une édition\",\"https://workspace.google.com/intl/fr/pricing.html\"]]]],[\"Add-ons\",null,[[[\"Gemini pour Workspace\",\"https://workspace.google.com/solutions/ai/\"],[\"Matériel Meet\",\"https://workspace.google.com/intl/fr/products/meet-hardware/\"],[\"Google Voice\",\"https://workspace.google.com/intl/fr/products/voice/\"],[\"AppSheet\",\"https://about.appsheet.com/home/\"]]]]]],[[[\"Ressources\",\"https://workspace.google.com/intl/fr/faq/\",[[[\"Travail à distance\",\"https://workspace.google.com/intl/fr/working-remotely/\"],[\"Sécurité\",\"https://workspace.google.com/intl/fr/security/\"],[\"Questions fréquentes\",\"https://workspace.google.com/intl/fr/faq/\"],[\"Partenaires\",\"https://cloud.withgoogle.com/partners/?products\\u003dGOOGLE_WORKSPACE_PRODUCT\"],[\"Marketplace\",\"https://workspace.google.com/marketplace/\"],[\"Intégrations\",\"https://workspace.google.com/intl/fr/integrations/\"],[\"Formation et certification\",\"https://workspace.google.com/intl/fr/training/\"]]]]]],[[[\"Formation et assistance\",\"https://workspace.google.com/intl/fr/support/\",[[[\"Aide pour les administrateurs\",\"https://support.google.com/a/#topic\\u003d29157\"],[\"Centre de configuration et de déploiement\",\"https://workspace.google.com/setup/?hl\\u003dfr\"],[\"Centre de formation pour les utilisateurs\",\"https://workspace.google.com/intl/fr/learning-center/\"],[\"Forums pour les administrateurs\",\"https://productforums.google.com/forum/#!forum/apps\"],[\"Tableau de bord Google Workspace\",\"https://www.google.com/appsstatus#hl\\u003dfr\"],[\"Rechercher un partenaire Google Workspace\",\"https://www.google.com/a/partnersearch/?hl\\u003dfr#home\"],[\"Presse\",\"https://cloud.google.com/press/\"]]]],[\"Autres ressources Google\",null,[[[\"Google Cloud\",\"https://cloud.google.com/?hl\\u003dfr\"],[\"Chrome Enterprise\",\"https://chromeenterprise.google/\"],[\"Solutions d\u0027entreprise Google\",\"https://www.google.com/intl/fr/services/\"],[\"Google pour les Pros\",\"https://pourlespros.withgoogle.com/?utm_source\\u003dEngagement\\u0026utm_medium\\u003dep\\u0026utm_term\\u003dSMB\\u0026utm_content\\u003dFR%20Apps%20for%20work%20footert\\u0026utm_campaign\\u003dQ4_2015%20FR%20Apps%20for%20work%20footer\"],[\"Google Ads\",\"https://ads.google.com/home/?subid\\u003dfr-fr-xs-aw-z-a-dyn-accounts_wsft!o3\"],[\"Business Messages\",\"https://businessmessages.google/\"],[\"Participer aux études sur l\u0027expérience utilisateur\",\"https://userresearch.google.com/?reserved\\u003d0\\u0026utm_source\\u003dgsuite.google.com\\u0026Q_Language\\u003den\\u0026utm_medium\\u003down_srch\\u0026utm_campaign\\u003dGlobal-GSuite\\u0026utm_term\\u003d0\\u0026utm_content\\u003d0\\u0026productTag\\u003dgafw\\u0026campaignDate\\u003dnov18\\u0026pType\\u003dbprof\\u0026referral_code\\u003dug422768\"]]]]]]]]],[\"ja\",[[[[[\"ご利用いただけるアプリケーション\",\"https://workspace.google.com/intl/ja/features/\",[[[\"Gmail\",\"https://workspace.google.com/intl/ja/products/gmail/\"],[\"Meet\",\"https://workspace.google.com/intl/ja/products/meet/\"],[\"Chat\",\"https://workspace.google.com/intl/ja/products/chat/\"],[\"カレンダー\",\"https://workspace.google.com/intl/ja/products/calendar/\"],[\"ドライブ\",\"https://workspace.google.com/intl/ja/products/drive/\"],[\"ドキュメント\",\"https://workspace.google.com/intl/ja/products/docs/\"],[\"スプレッドシート\",\"https://workspace.google.com/intl/ja/products/sheets/\"],[\"スライド\",\"https://workspace.google.com/intl/ja/products/slides/\"],[\"フォーム\",\"https://workspace.google.com/intl/ja/products/forms/\"],[\"サイト\",\"https://workspace.google.com/intl/ja/products/sites/\"],[\"Keep\",\"https://workspace.google.com/intl/ja/products/keep/\"],[\"Apps Script\",\"https://workspace.google.com/intl/ja/products/apps-script/\"]]]]]],[[[\"セキュリティと管理\",\"https://workspace.google.com/intl/ja/security/\",[[[\"管理コンソール\",\"https://workspace.google.com/intl/ja/products/admin/\"],[\"エンドポイント\",\"https://workspace.google.com/intl/ja/products/admin/endpoint/\"],[\"Vault\",\"https://workspace.google.com/intl/ja/products/vault/\"],[\"Work Insights\",\"https://workspace.google.com/intl/ja/products/workinsights/\"]]]],[\"ソリューション\",\"https://workspace.google.com/intl/ja/solutions/\",[[[\"新規ビジネス\",\"https://workspace.google.com/intl/ja/business/new-business/\"],[\"小規模ビジネス\",\"https://workspace.google.com/intl/ja/business/small-business/\"],[\"大規模ビジネス\",\"https://workspace.google.com/intl/ja/solutions/enterprise/\"],[\"Education\",\"https://edu.google.com/intl/ja/products/workspace-for-education/education-fundamentals/\"],[\"非営利団体\",\"https://www.google.com/intl/ja/nonprofits/\"]]]]]],[[[\"料金\",\"https://workspace.google.com/intl/ja/pricing.html\",[[[\"エディションを選ぶ\",\"https://workspace.google.com/intl/ja/pricing.html\"]]]],[\"Add-ons\",null,[[[\"Gemini for Workspace\",\"https://workspace.google.com/solutions/ai/\"],[\"Meet ハードウェア\",\"https://workspace.google.com/intl/ja/products/meet-hardware/\"],[\"AppSheet\",\"https://about.appsheet.com/home/\"]]]]]],[[[\"関連情報\",\"https://workspace.google.com/intl/ja/faq/\",[[[\"リモートワーク\",\"https://workspace.google.com/intl/ja/working-remotely/\"],[\"セキュリティ\",\"https://workspace.google.com/intl/ja/security/\"],[\"事例紹介\",\"https://workspace.google.com/intl/ja/customers/\"],[\"よくある質問\",\"https://workspace.google.com/intl/ja/faq/\"],[\"パートナー\",\"https://cloud.withgoogle.com/partners/?products\\u003dGOOGLE_WORKSPACE_PRODUCT\"],[\"Marketplace\",\"https://workspace.google.com/intl/ja/marketplace/\"],[\"統合\",\"https://workspace.google.com/intl/ja/integrations/\"],[\"トレーニングと認定資格\",\"https://workspace.google.com/intl/ja/training/\"]]]]]],[[[\"学習とサポート\",\"https://workspace.google.com/intl/ja/support/\",[[[\"管理者用ヘルプ\",\"https://support.google.com/a/#topic\\u003d29157\"],[\"設定と導入のガイド\",\"https://workspace.google.com/setup/?hl\\u003dja\"],[\"ユーザー向けラーニングセンター\",\"https://workspace.google.com/intl/ja/learning-center/\"],[\"管理者向けフォーラム\",\"https://productforums.google.com/forum/#!forum/apps\"],[\"Google Workspace ステータスダッシュボード\",\"https://www.google.com/appsstatus#hl\\u003dja\"],[\"Google Workspace パートナーを探す\",\"https://www.google.com/a/partnersearch/?hl\\u003dja#home\"],[\"プレスリリース\",\"https://cloud.google.com/press/?hl\\u003dja\"]]]],[\"その他の Google サービス\",null,[[[\"Google Cloud\",\"https://cloud.google.com/?hl\\u003dja\"],[\"Chrome Enterprise\",\"https://chromeenterprise.google/\"],[\"Google ビジネスソリューション\",\"https://www.google.com/intl/ja/services/\"],[\"Google 広告\",\"https://ads.google.com/home/?subid\\u003dja-ja-xs-aw-z-a-dyn-accounts_wsft!o3\"],[\"Business Messages\",\"https://businessmessages.google/\"],[\"ユーザー調査に参加する\",\"https://userresearch.google.com/?reserved\\u003d0\\u0026utm_source\\u003dgsuite.google.com\\u0026Q_Language\\u003den\\u0026utm_medium\\u003down_srch\\u0026utm_campaign\\u003dGlobal-GSuite\\u0026utm_term\\u003d0\\u0026utm_content\\u003d0\\u0026productTag\\u003dgafw\\u0026campaignDate\\u003dnov18\\u0026pType\\u003dbprof\\u0026referral_code\\u003dug422768\"]]]]]]]]],[\"ko\",[[[[[\"포함된 애플리케이션\",\"https://workspace.google.com/intl/ko/features/\",[[[\"Gmail\",\"https://workspace.google.com/intl/ko/products/gmail/\"],[\"Meet\",\"https://workspace.google.com/intl/ko/products/meet/\"],[\"Chat\",\"https://workspace.google.com/intl/ko/products/chat/\"],[\"Calendar\",\"https://workspace.google.com/intl/ko/products/calendar/\"],[\"Drive\",\"https://workspace.google.com/intl/ko/products/drive/\"],[\"Docs\",\"https://workspace.google.com/intl/ko/products/docs/\"],[\"Sheets\",\"https://workspace.google.com/intl/ko/products/sheets/\"],[\"Slides\",\"https://workspace.google.com/intl/ko/products/slides/\"],[\"설문지\",\"https://workspace.google.com/intl/ko/products/forms/\"],[\"사이트 도구\",\"https://workspace.google.com/intl/ko/products/sites/\"],[\"Keep\",\"https://workspace.google.com/intl/ko/products/keep/\"],[\"Apps Script\",\"https://workspace.google.com/intl/ko/products/apps-script/\"]]]]]],[[[\"보안 및 관리\",\"https://workspace.google.com/intl/ko/security/\",[[[\"관리\",\"https://workspace.google.com/intl/ko/products/admin/\"],[\"엔드포인트\",\"https://workspace.google.com/intl/ko/products/admin/endpoint/\"],[\"Vault\",\"https://workspace.google.com/intl/ko/products/vault/\"],[\"Work Insights\",\"https://workspace.google.com/intl/ko/products/workinsights/\"]]]],[\"솔루션\",\"https://workspace.google.com/intl/ko/solutions/\",[[[\"신규 업체\",\"https://workspace.google.com/intl/ko/business/new-business/\"],[\"중소기업\",\"https://workspace.google.com/intl/ko/business/small-business/\"],[\"엔터프라이즈\",\"https://workspace.google.com/intl/ko/solutions/enterprise/\"],[\"Education\",\"https://edu.google.com/products/workspace-for-education/education-fundamentals/\"],[\"비영리단체\",\"https://www.google.com/nonprofits/\"]]]]]],[[[\"가격\",\"https://workspace.google.com/intl/ko/pricing.html\",[[[\"버전 선택\",\"https://workspace.google.com/intl/ko/pricing.html\"]]]],[\"Add-ons\",null,[[[\"Workspace를 위한 Gemini\",\"https://workspace.google.com/solutions/ai/\"],[\"AppSheet\",\"https://about.appsheet.com/home/\"]]]]]],[[[\"리소스\",\"https://workspace.google.com/intl/ko/faq/\",[[[\"원격 근무\",\"https://workspace.google.com/intl/ko/working-remotely/\"],[\"보안\",\"https://workspace.google.com/intl/ko/security/\"],[\"FAQ\",\"https://workspace.google.com/intl/ko/faq/\"],[\"파트너\",\"https://cloud.withgoogle.com/partners/?products\\u003dGOOGLE_WORKSPACE_PRODUCT\"],[\"Marketplace\",\"https://workspace.google.com/intl/ko/marketplace/\"],[\"통합\",\"https://workspace.google.com/intl/ko/integrations/\"],[\"교육 및 인증\",\"https://workspace.google.com/intl/ko/training/\"]]]]]],[[[\"학습 및 지원\",\"https://workspace.google.com/intl/ko/support/\",[[[\"관리자 도움말\",\"https://support.google.com/a/#topic\\u003d29157\"],[\"설치 및 배포 센터\",\"https://workspace.google.com/setup/?hl\\u003dko\"],[\"사용자를 위한 학습 센터\",\"https://workspace.google.com/intl/ko/learning-center/\"],[\"관리자 포럼\",\"https://productforums.google.com/forum/#!forum/apps\"],[\"Google Workspace 대시보드\",\"https://www.google.com/appsstatus#hl\\u003dko\"],[\"Google Workspace 파트너 찾기\",\"https://www.google.com/a/partnersearch/?hl\\u003dko#home\"],[\"보도자료\",\"https://cloud.google.com/press/\"]]]],[\"Google의 다른 제품\",null,[[[\"Google Cloud\",\"https://cloud.google.com/?hl\\u003dko\"],[\"Chrome Enterprise\",\"https://chromeenterprise.google/\"],[\"Google 비즈니스 솔루션\",\"https://www.google.com/intl/ko_kr/business/\"],[\"Google Ads\",\"https://ads.google.com/home/?subid\\u003dkr-ko-xs-aw-z-a-dyn-accounts_wsft!o3\"],[\"Business Messages\",\"https://businessmessages.google/\"],[\"사용자 연구 참여\",\"https://userresearch.google.com/?reserved\\u003d0\\u0026utm_source\\u003dgsuite.google.com\\u0026Q_Language\\u003den\\u0026utm_medium\\u003down_srch\\u0026utm_campaign\\u003dGlobal-GSuite\\u0026utm_term\\u003d0\\u0026utm_content\\u003d0\\u0026productTag\\u003dgafw\\u0026campaignDate\\u003dnov18\\u0026pType\\u003dbprof\\u0026referral_code\\u003dug422768\"]]]]]]]]]]]","w2btAe":"%.@.null,null,\"\",false,null,null,true,false]","xn5OId":false,"xnI9P":true,"xwAfE":true,"y2FhP":"prod","yFnxrf":1884,"zChJod":"%.@.]"};</script><script nonce="Y09GG6oIglCWVeuA2DlFUA">(function(){'use strict';var a=window,d=a.performance,l=k();a.cc_latency_start_time=d&&d.now?0:d&&d.timing&&d.timing.navigationStart?d.timing.navigationStart:l;function k(){return d&&d.now?d.now():(new Date).getTime()}function n(e){if(d&&d.now&&d.mark){var g=d.mark(e);if(g)return g.startTime;if(d.getEntriesByName&&(e=d.getEntriesByName(e).pop()))return e.startTime}return k()}a.onaft=function(){n("aft")};a._isLazyImage=function(e){return e.hasAttribute("data-src")||e.hasAttribute("data-ils")||e.getAttribute("loading")==="lazy"}; a.l=function(e){function g(b){var c={};c[b]=k();a.cc_latency.push(c)}function m(b){var c=n("iml");b.setAttribute("data-iml",c);return c}a.cc_aid=e;a.iml_start=a.cc_latency_start_time;a.css_size=0;a.cc_latency=[];a.ccTick=g;a.onJsLoad=function(){g("jsl")};a.onCssLoad=function(){g("cssl")};a._isVisible=function(b,c){if(!c||c.style.display=="none")return!1;var f=b.defaultView;if(f&&f.getComputedStyle&&(f=f.getComputedStyle(c),f.height=="0px"||f.width=="0px"||f.visibility=="hidden"))return!1;if(!c.getBoundingClientRect)return!0; var h=c.getBoundingClientRect();c=h.left+a.pageXOffset;f=h.top+a.pageYOffset;if(f+h.height<0||c+h.width<0||h.height<=0||h.width<=0)return!1;b=b.documentElement;return f<=(a.innerHeight||b.clientHeight)&&c<=(a.innerWidth||b.clientWidth)};a._recordImlEl=m;document.documentElement.addEventListener("load",function(b){b=b.target;var c;b.tagName!="IMG"||b.hasAttribute("data-iid")||a._isLazyImage(b)||b.hasAttribute("data-noaft")||(c=m(b));if(a.aft_counter&&(b=a.aft_counter.indexOf(b),b!==-1&&(b=a.aft_counter.splice(b, 1).length===1,a.aft_counter.length===0&&b&&c)))a.onaft(c)},!0);a.prt=-1;a.wiz_tick=function(){var b=n("prt");a.prt=b}};}).call(this); l('DK1zsb')</script><script nonce="Y09GG6oIglCWVeuA2DlFUA">var _F_cssRowKey = 'boq-cloudx-web-blog.TransformBlogUi.kBvWwdAt86U.L.X.O';var _F_combinedSignature = 'AHrnUqUMne414GLMZipCdLurIRsd0ykfYQ';function _DumpException(e) {throw e;}</script><link rel="stylesheet" href="https://www.gstatic.com/_/mss/boq-cloudx-web-blog/_/ss/k=boq-cloudx-web-blog.TransformBlogUi.kBvWwdAt86U.L.X.O/am=OBgwCw/d=1/ed=1/rs=AHrnUqUdHr1ILLldbe8xmK4BOgod6WRp4g/m=articleview,_b,_tp" data-id="_cl" nonce="KV0SeZZvtPm_ThPYcNkgXA"><script nonce="Y09GG6oIglCWVeuA2DlFUA">onCssLoad();</script><style nonce="KV0SeZZvtPm_ThPYcNkgXA">@font-face{font-family:'Product Sans';font-style:normal;font-weight:400;src:url(https://fonts.gstatic.com/s/productsans/v9/pxiDypQkot1TnFhsFMOfGShVF9eK.eot);}@font-face{font-family:'Google Sans';font-style:normal;font-weight:400;src:url(https://fonts.gstatic.com/s/googlesans/v58/4Ua_rENHsxJlGDuGo1OIlJfC6l_24rlCK1Yo_Iqcsih3SAyH6cAwhX9RFD48TE63OOYKtrwEIJllpy0.eot);}@font-face{font-family:'Google Sans';font-style:normal;font-weight:500;src:url(https://fonts.gstatic.com/s/googlesans/v58/4Ua_rENHsxJlGDuGo1OIlJfC6l_24rlCK1Yo_Iqcsih3SAyH6cAwhX9RFD48TE63OOYKtrw2IJllpy0.eot);}@font-face{font-family:'Google Sans';font-style:normal;font-weight:700;src:url(https://fonts.gstatic.com/s/googlesans/v58/4Ua_rENHsxJlGDuGo1OIlJfC6l_24rlCK1Yo_Iqcsih3SAyH6cAwhX9RFD48TE63OOYKtrzjJ5llpy0.eot);}@font-face{font-family:'Google Sans Display';font-style:normal;font-weight:400;src:url(https://fonts.gstatic.com/s/googlesansdisplay/v13/ea8FacM9Wef3EJPWRrHjgE4B6CnlZxHVDv79pQ.eot);}@font-face{font-family:'Google Sans Display';font-style:normal;font-weight:500;src:url(https://fonts.gstatic.com/s/googlesansdisplay/v13/ea8IacM9Wef3EJPWRrHjgE4B6CnlZxHVBg3etBD7SA.eot);}@font-face{font-family:'Google Sans Display';font-style:normal;font-weight:700;src:url(https://fonts.gstatic.com/s/googlesansdisplay/v13/ea8IacM9Wef3EJPWRrHjgE4B6CnlZxHVBkXYtBD7SA.eot);}</style><script nonce="Y09GG6oIglCWVeuA2DlFUA">(function(){'use strict';function e(){var a=g,b=0;return function(){return b<a.length?{done:!1,value:a[b++]}:{done:!0}}};/* Copyright The Closure Library Authors. SPDX-License-Identifier: Apache-2.0 */ var l=this||self;/* Copyright 2024 Google, Inc SPDX-License-Identifier: MIT */ var m=["focus","blur","error","load","toggle"];function n(a){return a==="mouseenter"?"mouseover":a==="mouseleave"?"mouseout":a==="pointerenter"?"pointerover":a==="pointerleave"?"pointerout":a};function p(a){this.l={};this.m={};this.i=null;this.g=[];this.o=a}p.prototype.handleEvent=function(a,b,c){q(this,{eventType:a,event:b,targetElement:b.target,eic:c,timeStamp:Date.now(),eia:void 0,eirp:void 0,eiack:void 0})};function q(a,b){if(a.i)a.i(b);else{b.eirp=!0;var c;(c=a.g)==null||c.push(b)}} function r(a,b,c){if(!(b in a.l)&&a.o){var d=function(h,f,B){a.handleEvent(h,f,B)};a.l[b]=d;c=n(c||b);if(c!==b){var k=a.m[c]||[];k.push(b);a.m[c]=k}a.o.addEventListener(c,function(h){return function(f){d(b,f,h)}},void 0)}}p.prototype.j=function(a){return this.l[a]};p.prototype.ecrd=function(a){this.i=a;var b;if((b=this.g)==null?0:b.length){for(a=0;a<this.g.length;a++)q(this,this.g[a]);this.g=null}};var t=typeof navigator!=="undefined"&&/iPhone|iPad|iPod/.test(navigator.userAgent);function u(a){this.g=a;this.i=[]}u.prototype.addEventListener=function(a,b,c){t&&(this.g.style.cursor="pointer");var d=this.i,k=d.push,h=this.g;b=b(this.g);var f=!1;m.indexOf(a)>=0&&(f=!0);h.addEventListener(a,b,typeof c==="boolean"?{capture:f,passive:c}:f);k.call(d,{eventType:a,j:b,capture:f,passive:c})};var g="click dblclick focus focusin blur error focusout keydown keyup keypress load mouseover mouseout mouseenter mouseleave submit toggle touchstart touchend touchmove touchcancel auxclick change compositionstart compositionupdate compositionend beforeinput input select textinput copy cut paste mousedown mouseup wheel contextmenu dragover dragenter dragleave drop dragstart dragend pointerdown pointermove pointerup pointercancel pointerenter pointerleave pointerover pointerout gotpointercapture lostpointercapture ended loadedmetadata pagehide pageshow visibilitychange beforematch".split(" "); if(!(g instanceof Array)){var v;var w=typeof Symbol!="undefined"&&Symbol.iterator&&g[Symbol.iterator];if(w)v=w.call(g);else if(typeof g.length=="number")v={next:e()};else throw Error(String(g)+" is not an iterable or ArrayLike");for(var x,y=[];!(x=v.next()).done;)y.push(x.value)};var z=function(a){return{trigger:function(b){var c=a.j(b.type);c||(r(a,b.type),c=a.j(b.type));var d=b.target||b.srcElement;c&&c(b.type,b,d.ownerDocument.documentElement)},configure:function(b){b(a)}}}(function(){var a=window,b=new u(a.document.documentElement),c=new p(b);g.forEach(function(h){return r(c,h)});var d,k;"onwebkitanimationend"in a&&(d="webkitAnimationEnd");r(c,"animationend",d);"onwebkittransitionend"in a&&(k="webkitTransitionEnd");r(c,"transitionend",k);return{s:c,u:b}}().s),A=["BOQ_wizbind"], C=window||l;A[0]in C||typeof C.execScript=="undefined"||C.execScript("var "+A[0]);for(var D;A.length&&(D=A.shift());)A.length||z===void 0?C[D]&&C[D]!==Object.prototype[D]?C=C[D]:C=C[D]={}:C[D]=z;}).call(this); </script><script noCollect src="https://www.gstatic.com/_/mss/boq-cloudx-web-blog/_/js/k=boq-cloudx-web-blog.TransformBlogUi.en_US.gC3IVRdc-js.es5.O/am=OBgwCw/d=1/excm=_b,_tp,articleview/ed=1/dg=0/wt=2/ujg=1/rs=AHrnUqUC0U47L_N8kMcLkQijaVUP_3FZOw/m=_b,_tp" defer id="base-js" fetchpriority="high" nonce="Y09GG6oIglCWVeuA2DlFUA"></script><script nonce="Y09GG6oIglCWVeuA2DlFUA">if (window.BOQ_loadedInitialJS) {onJsLoad();} else {document.getElementById('base-js').addEventListener('load', onJsLoad, false);}</script><script nonce="Y09GG6oIglCWVeuA2DlFUA"> window['_wjdc'] = function (d) {window['_wjdd'] = d}; </script><title>Parallelstore high-performance file service for HPC and AI is GA | Google Cloud Blog</title><meta name="description" content="Parallelstore combines a distributed metadata and key-value architecture to deliver high-performance throughput and IOPS for HPC and AI workloads."><meta name="robots" content="max-image-preview:large"><meta property="og:title" content="Parallelstore high-performance file service for HPC and AI is GA | Google Cloud Blog"><meta property="og:type" content="website"><meta property="og:url" content="https://cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga"><meta property="og:image" content="https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-2600x2600.jpg"><meta property="og:description" content="Parallelstore combines a distributed metadata and key-value architecture to deliver high-performance throughput and IOPS for HPC and AI workloads."><meta property="og:site_name" content="Google Cloud Blog"><meta name="twitter:card" content="summary_large_image"><meta name="twitter:url" content="https://cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga"><meta name="twitter:title" content="Parallelstore high-performance file service for HPC and AI is GA | Google Cloud Blog"><meta name="twitter:description" content="Parallelstore combines a distributed metadata and key-value architecture to deliver high-performance throughput and IOPS for HPC and AI workloads."><meta name="twitter:image" content="https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-2600x2600.jpg"><meta name="twitter:site" content="@googlecloud"><script type="application/ld+json">{"@context":"https://schema.org","@type":"BlogPosting","@id":"https://cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga","headline":"Parallelstore high-performance file service for HPC and AI is GA","description":"Parallelstore combines a distributed metadata and key-value architecture to deliver high-performance throughput and IOPS for HPC and AI workloads.","image":"https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-2600x2600.jpg","author":[{"@type":"Person","name":"Barak Epstein","url":""},{"@type":"Person","name":"Chinmayee Rathi","url":""}],"datePublished":"2024-10-05","publisher":{"@type":"Organization","name":"Google Cloud","logo":{"@type":"ImageObject","url":"https://www.gstatic.com/devrel-devsite/prod/v8bb8fa0afe9a8c3a776ebeb25d421bb443344d789b3607754dfabea418b8c4be/cloud/images/cloud-logo.svg"}},"url":"https://cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga","keywords":["Storage \u0026 Data Transfer","AI \u0026 Machine Learning","HPC"],"timeRequired":"PT4M"}</script><link rel="canonical" href="https://cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga"><meta name="track-metadata-page_post_title" content="Parallelstore high-performance file service for HPC and AI is GA"><meta name="track-metadata-page_post_labels" content="Storage & Data Transfer"><meta name="track-metadata-page_first_published" content="2024-10-05 08:10:00"><meta name="track-metadata-page_last_published" content="2024-10-05 08:10:00"><meta name="track-metadata-page_post_author" content="Barak Epstein"><meta name="track-metadata-page_post_author_role" content="Product Manager"><header jsaction="rcuQ6b:npT2md" jscontroller="o60eef" class="glue-header nRhiJb-tJHJj-OWXEXe-kFx1Ae" id="kO001e"><a href="./#content" class="glue-header__link glue-header__skip-content">Jump to Content</a><div class="glue-header__bar glue-header__bar--mobile DFb9Jf" track-metadata-module="header"><div class="nRhiJb-mb9u9d"><div class="glue-header__container JF2WI"><div class="nRhiJb-o2XRw-yHKmmc lUwpmd"><div class="nRhiJb-rSCjMe"><a class="nRhiJb-rSCjMe-hSRGPd" href="https://cloud.google.com/" title="Google Cloud" track-name="google cloud"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/"track-metadata-module="header"><div class="nRhiJb-rSCjMe-haAclf"><svg class="glue-header__logo-svg" viewBox="0 0 74 24" role="presentation" aria-hidden="true"><path fill="#4285F4" d="M9.24 8.19v2.46h5.88c-.18 1.38-.64 2.39-1.34 3.1-.86.86-2.2 1.8-4.54 1.8-3.62 0-6.45-2.92-6.45-6.54s2.83-6.54 6.45-6.54c1.95 0 3.38.77 4.43 1.76L15.4 2.5C13.94 1.08 11.98 0 9.24 0 4.28 0 .11 4.04.11 9s4.17 9 9.13 9c2.68 0 4.7-.88 6.28-2.52 1.62-1.62 2.13-3.91 2.13-5.75 0-.57-.04-1.1-.13-1.54H9.24z"></path><path fill="#EA4335" d="M25 6.19c-3.21 0-5.83 2.44-5.83 5.81 0 3.34 2.62 5.81 5.83 5.81s5.83-2.46 5.83-5.81c0-3.37-2.62-5.81-5.83-5.81zm0 9.33c-1.76 0-3.28-1.45-3.28-3.52 0-2.09 1.52-3.52 3.28-3.52s3.28 1.43 3.28 3.52c0 2.07-1.52 3.52-3.28 3.52z"></path><path fill="#4285F4" d="M53.58 7.49h-.09c-.57-.68-1.67-1.3-3.06-1.3C47.53 6.19 45 8.72 45 12c0 3.26 2.53 5.81 5.43 5.81 1.39 0 2.49-.62 3.06-1.32h.09v.81c0 2.22-1.19 3.41-3.1 3.41-1.56 0-2.53-1.12-2.93-2.07l-2.22.92c.64 1.54 2.33 3.43 5.15 3.43 2.99 0 5.52-1.76 5.52-6.05V6.49h-2.42v1zm-2.93 8.03c-1.76 0-3.1-1.5-3.1-3.52 0-2.05 1.34-3.52 3.1-3.52 1.74 0 3.1 1.5 3.1 3.54.01 2.03-1.36 3.5-3.1 3.5z"></path><path fill="#FBBC05" d="M38 6.19c-3.21 0-5.83 2.44-5.83 5.81 0 3.34 2.62 5.81 5.83 5.81s5.83-2.46 5.83-5.81c0-3.37-2.62-5.81-5.83-5.81zm0 9.33c-1.76 0-3.28-1.45-3.28-3.52 0-2.09 1.52-3.52 3.28-3.52s3.28 1.43 3.28 3.52c0 2.07-1.52 3.52-3.28 3.52z"></path><path fill="#34A853" d="M58 .24h2.51v17.57H58z"></path><path fill="#EA4335" d="M68.26 15.52c-1.3 0-2.22-.59-2.82-1.76l7.77-3.21-.26-.66c-.48-1.3-1.96-3.7-4.97-3.7-2.99 0-5.48 2.35-5.48 5.81 0 3.26 2.46 5.81 5.76 5.81 2.66 0 4.2-1.63 4.84-2.57l-1.98-1.32c-.66.96-1.56 1.6-2.86 1.6zm-.18-7.15c1.03 0 1.91.53 2.2 1.28l-5.25 2.17c0-2.44 1.73-3.45 3.05-3.45z"></path></svg></div><span class="nRhiJb-rSCjMe-OWXEXe-UBMNlb khBwGd">Cloud</span></a></div></div><div class="glue-header__hamburger s6BfRd"><button class="glue-header__drawer-toggle-btn" aria-label="Open the navigation drawer"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M3 18h18v-2H3v2zm0-5h18v-2H3v2zm0-7v2h18V6H3z"></path></svg></button></div><div class="nRhiJb-o2XRw-yHKmmc UrjqX"><div class="nRhiJb-rSCjMe"><a class="nRhiJb-rSCjMe-hSRGPd" href="https://cloud.google.com/blog" title="Google Cloud Blog" track-name="blog"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog"track-metadata-module="header"><span class="nRhiJb-rSCjMe-OWXEXe-UBMNlb khBwGd">Blog</span></a></div></div></div><div class="glue-header__container ca6rub"><div class="nRhiJb-GUI8l"><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-pSzOP-o6Shpd " href="https://cloud.google.com/contact/" track-name="contact sales"track-type="blog nav"track-metadata-eventdetail="cloud.google.com/contact/"track-metadata-module="header" track-name="contact sales"track-type="button"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/contact/">Contact sales </a><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-CNusmb-o6Shpd " href="https://console.cloud.google.com/freetrial/" track-name="get started for free"track-type="blog nav"track-metadata-eventdetail="console.cloud.google.com/freetrial/"track-metadata-module="header" track-name="get started for free"track-type="button"track-metadata-position="nav"track-metadata-eventdetail="console.cloud.google.com/freetrial/">Get started for free </a></div><div class="GKI4ub"><div class="Jhiezd"><form action="/blog/search/" class="A2C6Ob"><input class="BAhdXd" jsname="oJAbI" name="query" type="text" placeholder="Find an article..."><input type="hidden" name="language" value=en hidden><input type="hidden" name="category" value=article hidden><input type="hidden" name="paginate" value="25" hidden><input type="hidden" name="order" value="newest" hidden><input type="hidden" name="hl" value=en hidden><span class="A0lwXc" jsname="D8MWrd" aria-label="Show the search input field." role="button" jsaction="click:jUF4E"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c" viewBox="0 0 24 24" role="presentation" aria-hidden="true" width="40" height="22"><path d="M20.49 19l-5.73-5.73C15.53 12.2 16 10.91 16 9.5A6.5 6.5 0 1 0 9.5 16c1.41 0 2.7-.47 3.77-1.24L19 20.49 20.49 19zM5 9.5C5 7.01 7.01 5 9.5 5S14 7.01 14 9.5 11.99 14 9.5 14 5 11.99 5 9.5z"></path></svg></span></form></div></div></div></div></div><div class="glue-header__bar glue-header__bar--desktop glue-header__drawer YcctDe" track-metadata-module="header"><div class="nRhiJb-mb9u9d M7RUq"><div class="glue-header__container JF2WI"><div class="nRhiJb-o2XRw-yHKmmc lUwpmd"><div class="nRhiJb-rSCjMe"><a class="nRhiJb-rSCjMe-hSRGPd" href="https://cloud.google.com/" title="Google Cloud" track-name="google cloud"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/"track-metadata-module="header"><div class="nRhiJb-rSCjMe-haAclf"><svg class="glue-header__logo-svg" viewBox="0 0 74 24" role="presentation" aria-hidden="true"><path fill="#4285F4" d="M9.24 8.19v2.46h5.88c-.18 1.38-.64 2.39-1.34 3.1-.86.86-2.2 1.8-4.54 1.8-3.62 0-6.45-2.92-6.45-6.54s2.83-6.54 6.45-6.54c1.95 0 3.38.77 4.43 1.76L15.4 2.5C13.94 1.08 11.98 0 9.24 0 4.28 0 .11 4.04.11 9s4.17 9 9.13 9c2.68 0 4.7-.88 6.28-2.52 1.62-1.62 2.13-3.91 2.13-5.75 0-.57-.04-1.1-.13-1.54H9.24z"></path><path fill="#EA4335" d="M25 6.19c-3.21 0-5.83 2.44-5.83 5.81 0 3.34 2.62 5.81 5.83 5.81s5.83-2.46 5.83-5.81c0-3.37-2.62-5.81-5.83-5.81zm0 9.33c-1.76 0-3.28-1.45-3.28-3.52 0-2.09 1.52-3.52 3.28-3.52s3.28 1.43 3.28 3.52c0 2.07-1.52 3.52-3.28 3.52z"></path><path fill="#4285F4" d="M53.58 7.49h-.09c-.57-.68-1.67-1.3-3.06-1.3C47.53 6.19 45 8.72 45 12c0 3.26 2.53 5.81 5.43 5.81 1.39 0 2.49-.62 3.06-1.32h.09v.81c0 2.22-1.19 3.41-3.1 3.41-1.56 0-2.53-1.12-2.93-2.07l-2.22.92c.64 1.54 2.33 3.43 5.15 3.43 2.99 0 5.52-1.76 5.52-6.05V6.49h-2.42v1zm-2.93 8.03c-1.76 0-3.1-1.5-3.1-3.52 0-2.05 1.34-3.52 3.1-3.52 1.74 0 3.1 1.5 3.1 3.54.01 2.03-1.36 3.5-3.1 3.5z"></path><path fill="#FBBC05" d="M38 6.19c-3.21 0-5.83 2.44-5.83 5.81 0 3.34 2.62 5.81 5.83 5.81s5.83-2.46 5.83-5.81c0-3.37-2.62-5.81-5.83-5.81zm0 9.33c-1.76 0-3.28-1.45-3.28-3.52 0-2.09 1.52-3.52 3.28-3.52s3.28 1.43 3.28 3.52c0 2.07-1.52 3.52-3.28 3.52z"></path><path fill="#34A853" d="M58 .24h2.51v17.57H58z"></path><path fill="#EA4335" d="M68.26 15.52c-1.3 0-2.22-.59-2.82-1.76l7.77-3.21-.26-.66c-.48-1.3-1.96-3.7-4.97-3.7-2.99 0-5.48 2.35-5.48 5.81 0 3.26 2.46 5.81 5.76 5.81 2.66 0 4.2-1.63 4.84-2.57l-1.98-1.32c-.66.96-1.56 1.6-2.86 1.6zm-.18-7.15c1.03 0 1.91.53 2.2 1.28l-5.25 2.17c0-2.44 1.73-3.45 3.05-3.45z"></path></svg></div><span class="nRhiJb-rSCjMe-OWXEXe-UBMNlb khBwGd">Cloud</span></a></div></div><div class="nRhiJb-o2XRw-yHKmmc UrjqX"><div class="nRhiJb-rSCjMe"><a class="nRhiJb-rSCjMe-hSRGPd" href="https://cloud.google.com/blog" title="Google Cloud Blog" track-name="blog"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog"track-metadata-module="header"><span class="nRhiJb-rSCjMe-OWXEXe-UBMNlb khBwGd">Blog</span></a></div></div></div><div class="glue-header__container glue-header__stepped-nav LKvi8b" role="navigation"><div class="glue-header__stepped-nav-controls-container"><div class="glue-header__stepped-nav-controls"><div class="glue-header__stepped-nav-controls-arrow"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M16.41 5.41L15 4l-8 8 8 8 1.41-1.41L9.83 12"></path></svg><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G glue-header__stepped-nav-subnav-icon" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M7.59 18.59L9 20l8-8-8-8-1.41 1.41L14.17 12"></path></svg></div><div class="glue-header__stepped-nav-controls-title glue-header__link"></div></div></div><div class="glue-header__stepped-nav-menus"></div></div><div class="glue-header__container nRhiJb-J6KYL-OWXEXe-Q4irje"><nav class="glue-header__link-bar"><ul class="glue-header__list glue-header__list--nested glue-header__deep-nav URiJfb"><li class="glue-header__item "><a class="glue-header__link">Solutions & technology<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M5.41 7.59L4 9l8 8 8-8-1.41-1.41L12 14.17"></path></svg></a><ul class="glue-header__list NDdrcc"><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/ai-machine-learning" track-name="ai & machine learning"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning"track-metadata-module="header"><span>AI & Machine Learning</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/api-management" track-name="api management"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/api-management"track-metadata-module="header"><span>API Management</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/application-development" track-name="application development"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/application-development"track-metadata-module="header"><span>Application Development</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/application-modernization" track-name="application modernization"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/application-modernization"track-metadata-module="header"><span>Application Modernization</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/chrome-enterprise" track-name="chrome enterprise"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/chrome-enterprise"track-metadata-module="header"><span>Chrome Enterprise</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/compute" track-name="compute"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/compute"track-metadata-module="header"><span>Compute</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/containers-kubernetes" track-name="containers & kubernetes"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/containers-kubernetes"track-metadata-module="header"><span>Containers & Kubernetes</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/data-analytics" track-name="data analytics"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics"track-metadata-module="header"><span>Data Analytics</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/databases" track-name="databases"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/databases"track-metadata-module="header"><span>Databases</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/devops-sre" track-name="devops & sre"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/devops-sre"track-metadata-module="header"><span>DevOps & SRE</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/maps-geospatial" track-name="maps & geospatial"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/maps-geospatial"track-metadata-module="header"><span>Maps & Geospatial</span></a></li><li class="glue-header__item "><a class="glue-header__link janap">Security<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M7.59 18.59L9 20l8-8-8-8-1.41 1.41L14.17 12"></path></svg></a><ul class="glue-header__list NDdrcc"><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/identity-security" track-name="security & identity"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/identity-security"track-metadata-module="header"><span>Security & Identity</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/threat-intelligence" track-name="threat intelligence"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/threat-intelligence"track-metadata-module="header"><span>Threat Intelligence</span></a></li></ul></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/infrastructure" track-name="infrastructure"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/infrastructure"track-metadata-module="header"><span>Infrastructure</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/infrastructure-modernization" track-name="infrastructure modernization"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/infrastructure-modernization"track-metadata-module="header"><span>Infrastructure Modernization</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/networking" track-name="networking"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/networking"track-metadata-module="header"><span>Networking</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/productivity-collaboration" track-name="productivity & collaboration"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/productivity-collaboration"track-metadata-module="header"><span>Productivity & Collaboration</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/sap-google-cloud" track-name="sap on google cloud"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/sap-google-cloud"track-metadata-module="header"><span>SAP on Google Cloud</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/storage-data-transfer" track-name="storage & data transfer"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/storage-data-transfer"track-metadata-module="header"><span>Storage & Data Transfer</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/sustainability" track-name="sustainability"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/sustainability"track-metadata-module="header"><span>Sustainability</span></a></li></ul></li><li class="glue-header__item "><a class="glue-header__link">Ecosystem<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M5.41 7.59L4 9l8 8 8-8-1.41-1.41L12 14.17"></path></svg></a><ul class="glue-header__list NDdrcc"><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/transform" track-name="it leaders"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/transform"track-metadata-module="header"><span>IT Leaders</span></a></li><li class="glue-header__item "><a class="glue-header__link janap">Industries<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M7.59 18.59L9 20l8-8-8-8-1.41 1.41L14.17 12"></path></svg></a><ul class="glue-header__list NDdrcc"><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/financial-services" track-name="financial services"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/financial-services"track-metadata-module="header"><span>Financial Services</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/healthcare-life-sciences" track-name="healthcare & life sciences"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/healthcare-life-sciences"track-metadata-module="header"><span>Healthcare & Life Sciences</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/manufacturing" track-name="manufacturing"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/manufacturing"track-metadata-module="header"><span>Manufacturing</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/media-entertainment" track-name="media & entertainment"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/media-entertainment"track-metadata-module="header"><span>Media & Entertainment</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/public-sector" track-name="public sector"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/public-sector"track-metadata-module="header"><span>Public Sector</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/retail" track-name="retail"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/retail"track-metadata-module="header"><span>Retail</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/supply-chain-logistics" track-name="supply chain"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/supply-chain-logistics"track-metadata-module="header"><span>Supply Chain</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/telecommunications" track-name="telecommunications"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/telecommunications"track-metadata-module="header"><span>Telecommunications</span></a></li></ul></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/partners" track-name="partners"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/partners"track-metadata-module="header"><span>Partners</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/startups" track-name="startups & smb"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/startups"track-metadata-module="header"><span>Startups & SMB</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/training-certifications" track-name="training & certifications"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/training-certifications"track-metadata-module="header"><span>Training & Certifications</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/inside-google-cloud" track-name="inside google cloud"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/inside-google-cloud"track-metadata-module="header"><span>Inside Google Cloud</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/google-cloud-next" track-name="google cloud next & events"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/google-cloud-next"track-metadata-module="header"><span>Google Cloud Next & Events</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://mapsplatform.google.com/resources/blog/" track-name="google maps platform"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="mapsplatform.google.com/resources/blog/"track-metadata-module="header" target="_blank"><span>Google Maps Platform<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G FsOzib nRhiJb-tHaKme-AipIyc" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="m8.9 16.075 5.4-5.4v2.675h1.4V8.3h-5.05v1.4h2.65l-5.375 5.375ZM12 21.3q-1.925 0-3.625-.738-1.7-.737-2.95-1.987-1.25-1.25-1.987-2.95Q2.7 13.925 2.7 12t.738-3.625q.737-1.7 1.987-2.95 1.25-1.25 2.95-1.988Q10.075 2.7 12 2.7t3.625.737q1.7.738 2.95 1.988 1.25 1.25 1.987 2.95.738 1.7.738 3.625t-.738 3.625q-.737 1.7-1.987 2.95-1.25 1.25-2.95 1.987-1.7.738-3.625.738Z"></path></svg></span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://workspace.google.com/blog" track-name="google workspace"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="workspace.google.com/blog"track-metadata-module="header" target="_blank"><span>Google Workspace<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G FsOzib nRhiJb-tHaKme-AipIyc" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="m8.9 16.075 5.4-5.4v2.675h1.4V8.3h-5.05v1.4h2.65l-5.375 5.375ZM12 21.3q-1.925 0-3.625-.738-1.7-.737-2.95-1.987-1.25-1.25-1.987-2.95Q2.7 13.925 2.7 12t.738-3.625q.737-1.7 1.987-2.95 1.25-1.25 2.95-1.988Q10.075 2.7 12 2.7t3.625.737q1.7.738 2.95 1.988 1.25 1.25 1.987 2.95.738 1.7.738 3.625t-.738 3.625q-.737 1.7-1.987 2.95-1.25 1.25-2.95 1.987-1.7.738-3.625.738Z"></path></svg></span></a></li></ul></li><li class="glue-header__item "><a class="glue-header__link " href="https://cloud.google.com/blog/topics/developers-practitioners" track-name="developers & practitioners"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/developers-practitioners"track-metadata-module="header"><span>Developers & Practitioners</span></a></li><li class="glue-header__item "><a class="glue-header__link " href="https://cloud.google.com/transform" track-name="transform with google cloud"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/transform"track-metadata-module="header"><span>Transform with Google Cloud</span></a></li></ul></nav></div><div class="glue-header__container ca6rub nRhiJb-J6KYL-OWXEXe-SU0ZEf"><div class="nRhiJb-GUI8l"><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-pSzOP-o6Shpd " href="https://cloud.google.com/contact/" track-name="contact sales"track-type="blog nav"track-metadata-eventdetail="cloud.google.com/contact/"track-metadata-module="header" track-name="contact sales"track-type="button"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/contact/">Contact sales </a><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-CNusmb-o6Shpd " href="https://console.cloud.google.com/freetrial/" track-name="get started for free"track-type="blog nav"track-metadata-eventdetail="console.cloud.google.com/freetrial/"track-metadata-module="header" track-name="get started for free"track-type="button"track-metadata-position="nav"track-metadata-eventdetail="console.cloud.google.com/freetrial/">Get started for free </a></div><div class="GKI4ub"><div class="Jhiezd"><form action="/blog/search/" class="A2C6Ob"><input class="BAhdXd" jsname="oJAbI" name="query" type="text" placeholder="Find an article..."><input type="hidden" name="language" value=en hidden><input type="hidden" name="category" value=article hidden><input type="hidden" name="paginate" value="25" hidden><input type="hidden" name="order" value="newest" hidden><input type="hidden" name="hl" value=en hidden><span class="A0lwXc" jsname="D8MWrd" aria-label="Show the search input field." role="button" jsaction="click:jUF4E"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c" viewBox="0 0 24 24" role="presentation" aria-hidden="true" width="40" height="22"><path d="M20.49 19l-5.73-5.73C15.53 12.2 16 10.91 16 9.5A6.5 6.5 0 1 0 9.5 16c1.41 0 2.7-.47 3.77-1.24L19 20.49 20.49 19zM5 9.5C5 7.01 7.01 5 9.5 5S14 7.01 14 9.5 11.99 14 9.5 14 5 11.99 5 9.5z"></path></svg></span></form></div></div></div></div></div><div class="glue-header__drawer-backdrop"></div></header><script nonce="Y09GG6oIglCWVeuA2DlFUA">var AF_initDataKeys = ["ds:0"]; var AF_dataServiceRequests = {'ds:0' : {id:'nInjGe',request:["cloudblog","products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga","en"]}}; var AF_initDataChunkQueue = []; var AF_initDataCallback; var AF_initDataInitializeCallback; if (AF_initDataInitializeCallback) {AF_initDataInitializeCallback(AF_initDataKeys, AF_initDataChunkQueue, AF_dataServiceRequests);}if (!AF_initDataCallback) {AF_initDataCallback = function(chunk) {AF_initDataChunkQueue.push(chunk);};}</script></head><body id="yDmH0d" jscontroller="pjICDe" jsaction="rcuQ6b:npT2md; click:FAbpgf; auxclick:FAbpgf" class="tQj5Y ghyPEc IqBfM ecJEib EWZcud nRhiJb-qJTHM" data-has-header="true" data-has-footer="true"><script aria-hidden="true" nonce="Y09GG6oIglCWVeuA2DlFUA">window.wiz_progress&&window.wiz_progress();</script><div class="VUoKZ" aria-hidden="true"><div class="TRHLAc"></div></div><c-wiz jsrenderer="zPZHOe" class="SSPGKf" jsdata="deferred-i1" data-p="%.@."cloudblog","products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga","en"]" data-node-index="0;0" jsmodel="hc6Ubd" view c-wiz data-ogpc><div class="T4LgNb " jsname="a9kxte"><div jsname="qJTHM" class="kFwPee"><article class="nRhiJb-qJTHM" jsaction="rcuQ6b:npT2md" jscontroller="kxO7ab"><section class="nRhiJb-DARUcf"><div class="Wdmc0c nRhiJb-DbgRPb-wNfPc-cGMI2b"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c nRhiJb-BFbNVe-r8s4j-bMElCd dIsJJe" track-name="storage & data transfer"track-type="tag">Storage & Data Transfer</div><div class="nRhiJb-ObfsIf"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-R6PoUb"></div><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-EehZO nRhiJb-fmcmS-oXtfBe"><h1 class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-ibL1re"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-ibL1re"><span class="FewWi"></span>Parallelstore is now GA, fueling the next generation of AI and HPC workloads</div></h1></div></div><div class="nRhiJb-fmcmS-oXtfBe dEogG">October 5, 2024</div></div></section><div class="EKklye"><div class="nRhiJb-DARUcf ZWw7T"><div class="npzWPc"><div class="dzoHJ"><div class="nRhiJb-DX2B6 nRhiJb-DX2B6-OWXEXe-h30Snd"><div class="nRhiJb-j5y3u"><ul class="nRhiJb-Qijihe phRaUe" role="list"><li class="hpHPGf"><a class="nRhiJb-ARYxNe" href="https://x.com/intent/tweet?text=Parallelstore%20is%20now%20GA,%20fueling%20the%20next%20generation%20of%20AI%20and%20HPC%20workloads%20@googlecloud&url=https://cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga" track-name="x"track-type="social share"track-metadata-eventdetail="x.com/intent/tweet?text=Parallelstore is now GA, fueling the next generation of AI and HPC workloads%20@googlecloud&url=cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga"track-metadata-module="social icons" target="_blank" rel="noopener"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-DX2B6 nRhiJb-Bz112c-OWXEXe-nSuQf" viewBox="0 0 24 24" role="presentation" aria-hidden="true" role="presentation" aria-hidden="true"><path d="M13.9,10.5L21.1,2h-1.7l-6.3,7.4L8,2H2.2l7.6,11.1L2.2,22h1.7l6.7-7.8L16,22h5.8L13.9,10.5L13.9,10.5z M11.5,13.2l-0.8-1.1 L4.6,3.3h2.7l5,7.1l0.8,1.1l6.5,9.2h-2.7L11.5,13.2L11.5,13.2z"></path></svg></a></li><li class="hpHPGf"><a class="nRhiJb-ARYxNe" href="https://www.linkedin.com/shareArticle?mini=true&url=https://cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga&title=Parallelstore%20is%20now%20GA,%20fueling%20the%20next%20generation%20of%20AI%20and%20HPC%20workloads" track-name="linkedin"track-type="social share"track-metadata-eventdetail="www.linkedin.com/shareArticle?mini=true&url=cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga&title=Parallelstore is now GA, fueling the next generation of AI and HPC workloads"track-metadata-module="social icons" target="_blank" rel="noopener"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-DX2B6 nRhiJb-Bz112c-OWXEXe-nSuQf" viewBox="0 0 24 24" role="presentation" aria-hidden="true" role="presentation" aria-hidden="true"><path d="M20 2H4c-1.1 0-1.99.9-1.99 2L2 20c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V4c0-1.1-.9-2-2-2zM8 19H5v-9h3v9zM6.5 8.31c-1 0-1.81-.81-1.81-1.81S5.5 4.69 6.5 4.69s1.81.81 1.81 1.81S7.5 8.31 6.5 8.31zM19 19h-3v-5.3c0-.83-.67-1.5-1.5-1.5s-1.5.67-1.5 1.5V19h-3v-9h3v1.2c.52-.84 1.59-1.4 2.5-1.4 1.93 0 3.5 1.57 3.5 3.5V19z"></path></svg></a></li><li class="hpHPGf"><a class="nRhiJb-ARYxNe" href="https://www.facebook.com/sharer/sharer.php?caption=Parallelstore%20is%20now%20GA,%20fueling%20the%20next%20generation%20of%20AI%20and%20HPC%20workloads&u=https://cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga" track-name="facebook"track-type="social share"track-metadata-eventdetail="www.facebook.com/sharer/sharer.php?caption=Parallelstore is now GA, fueling the next generation of AI and HPC workloads&u=cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga"track-metadata-module="social icons" target="_blank" rel="noopener"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-DX2B6 nRhiJb-Bz112c-OWXEXe-nSuQf" viewBox="0 0 24 24" role="presentation" aria-hidden="true" role="presentation" aria-hidden="true"><path d="M20 2H4c-1.1 0-1.99.9-1.99 2L2 20c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V4c0-1.1-.9-2-2-2zm-1 2v3h-2c-.55 0-1 .45-1 1v2h3v3h-3v7h-3v-7h-2v-3h2V7.5C13 5.57 14.57 4 16.5 4H19z"></path></svg></a></li><li class="hpHPGf"><a class="nRhiJb-ARYxNe" href="mailto:?subject=Parallelstore%20is%20now%20GA,%20fueling%20the%20next%20generation%20of%20AI%20and%20HPC%20workloads&body=Check%20out%20this%20article%20on%20the%20Cloud%20Blog:%0A%0AParallelstore%20is%20now%20GA,%20fueling%20the%20next%20generation%20of%20AI%20and%20HPC%20workloads%0A%0AParallelstore%20combines%20a%20distributed%20metadata%20and%20key-value%20architecture%20to%20deliver%20high-performance%20throughput%20and%20IOPS%20for%20HPC%20and%20AI%20workloads.%0A%0Ahttps://cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga" track-name="email"track-type="social share"track-metadata-eventdetail="mailto:?subject=Parallelstore is now GA, fueling the next generation of AI and HPC workloads&body=Check%20out%20this%20article%20on%20the%20Cloud%20Blog:%0A%0AParallelstore is now GA, fueling the next generation of AI and HPC workloads%0A%0AParallelstore combines a distributed metadata and key-value architecture to deliver high-performance throughput and IOPS for HPC and AI workloads.%0A%0Acloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga"track-metadata-module="social icons" target="_blank" rel="noopener"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-DX2B6 nRhiJb-Bz112c-OWXEXe-nSuQf" viewBox="0 0 24 24" role="presentation" aria-hidden="true" role="presentation" aria-hidden="true"><path d="M20 4H4c-1.1 0-2 .9-2 2v12c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V6c0-1.1-.9-2-2-2zm-.8 2L12 10.8 4.8 6h14.4zM4 18V7.87l8 5.33 8-5.33V18H4z"></path></svg></a></li></ul></div></div></div></div></div><div><section class="nRhiJb-DARUcf"><div class="nRhiJb-DbgRPb-wNfPc-ma6Yeb nRhiJb-DbgRPb-wNfPc-cGMI2b"><section class="DA9Qj nRhiJb-ObfsIf nRhiJb-fmcmS-oXtfBe"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-ibL1re"></div><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-II5mzb kWSSdd"><h5 class="cHE8Ub Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c">Barak Epstein</h5><p class="nRhiJb-qJTHM khCp7b">Product Manager</p></div><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-II5mzb kWSSdd"><h5 class="cHE8Ub Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c">Chinmayee Rathi</h5><p class="nRhiJb-qJTHM khCp7b">Product Manager</p></div></section></div></section><div class="nRhiJb-DARUcf"><div class="nRhiJb-ObfsIf nRhiJb-DbgRPb-wNfPc-ma6Yeb nRhiJb-DbgRPb-qWD73c-cGMI2b"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-ibL1re dzoHJ"><div class="aLW4J" track-metadata-module="left rail"><h5 class="qZDXV Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Google Cloud Summit Series</h5><p class="nRhiJb-cHYyed Mrfygc nRhiJb-BP2Omd-ma6Yeb-KE6vqe nRhiJb-DbgRPb-R6PoUb-cGMI2b">Discover the latest in AI, Security, Workspace, App Dev, & more.</p><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-CNusmb-o6Shpd " href="https://cloudonair.withgoogle.com/summit_series_24?utm_source=cgc-blog&utm_medium=blog&utm_campaign=summit-series-2024&utm_content=summit-series-left-hand-rail-cta&utm_term=-" track-metadata-module="left rail"track-metadata-module_headline="google cloud summit series" track-name="register"track-type="button"track-metadata-position="cta"track-metadata-eventdetail="cloudonair.withgoogle.com/summit_series_24?utm_source=cgc-blog&utm_medium=blog&utm_campaign=summit-series-2024&utm_content=summit-series-left-hand-rail-cta&utm_term=-">Register </a></div></div><div class="OYL9D nRhiJb-kR0ZEf-OWXEXe-GV1x9e-OiUrBf" jsname="tx2NYc"><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><p><span style="vertical-align:baseline">Organizations use artificial intelligence (AI) and high-performance computing (HPC) applications to process massive datasets, run complex simulations, and train generative models with billions of parameters for diverse use cases such as LLMs, genomic analysis, quantitative analysis, or real-time sports analytics. These workloads place big performance demands on their storage systems, requiring high throughput and I/O performance that scales and that maintains sub-millisecond latencies, even when thousands of clients are concurrently reading and writing the same shared files.</span></p> <p><span style="vertical-align:baseline">To power these next-generation AI and HPC workloads, we </span><a href="https://cloud.google.com/blog/products/storage-data-transfer/storage-announcements-at-next24"><span style="text-decoration:underline;vertical-align:baseline">announced</span></a><span style="vertical-align:baseline"> Parallelstore at Google Cloud Next 2024, and today, we are excited to announce that it is now generally available. Built on the </span><a href="https://docs.daos.io/v2.6/" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">Distributed Asynchronous Object Storage (DAOS) architecture</span></a><span style="vertical-align:baseline">, </span><a href="https://cloud.google.com/parallelstore"><span style="text-decoration:underline;vertical-align:baseline">Parallelstore</span></a><span style="vertical-align:baseline"> combines a fully distributed metadata and key-value architecture to deliver high-performance throughput and IOPS.</span></p> <p><span style="vertical-align:baseline">Read on to learn how Parallelstore serves the needs of complex AI and HPC workloads, allowing you to maximize </span><a href="https://cloud.google.com/blog/products/ai-machine-learning/goodput-metric-as-measure-of-ml-productivity"><span style="text-decoration:underline;vertical-align:baseline">goodput</span></a><span style="vertical-align:baseline"> and GPU/TPU utilization, programmatically move data in and out of Parallelstore, and provision </span><a href="https://cloud.google.com/kubernetes-engine"><span style="text-decoration:underline;vertical-align:baseline">Google Kubernetes Engine</span></a><span style="vertical-align:baseline"> and </span><a href="https://cloud.google.com/products/compute"><span style="text-decoration:underline;vertical-align:baseline">Compute Engine</span></a><span style="vertical-align:baseline"> resources.</span></p> <h3><strong style="vertical-align:baseline">Maximize goodput and GPU/TPU utilization</strong></h3> <p><span style="vertical-align:baseline">To overcome the performance limitations of traditional parallel file systems, Parallelstore uses a distributed metadata management system and a key-value store architecture. Parallelstore’s high-throughput parallel data access minimizes latency and I/O bottlenecks, and allows it to saturate the network bandwidth of individual compute clients. This efficient data delivery maximizes goodput to GPUs and TPUs, a critical factor for optimizing AI workload costs. Parallelstore can also provide continuous read/write access to thousands of VMs, GPUs and TPUs, satisfying modest-to-massive AI and HPC workload requirements. </span></p> <p><span style="vertical-align:baseline">For a 100 TiB deployment, the maximum Parallelstore deployment, throughput scales to ~115 GiB/s, ~3 million read IOPS, ~1 million write IOPS, and a low-latency of ~0.3 ms. This means that Parallelstore is also a good platform for small files and random, distributed access across a large number of clients. For AI use cases, Parallelstore’s performance with small files and metadata operations enables up to 3.9x faster training times and up to 3.7x higher training throughput compared to native ML framework data loaders, as measured by Google Cloud benchmarking.</span></p> <h3><strong style="vertical-align:baseline">Programmatically move data in and out of Parallelstore </strong></h3> <p><span style="vertical-align:baseline">Many AI and HPC workloads store data in </span><a href="https://cloud.google.com/storage"><span style="text-decoration:underline;vertical-align:baseline">Cloud Storage</span></a><span style="vertical-align:baseline"> for data preparation or archiving. You can use Parallelstore’s integrated import/export API to automate movement of the data you’d like to import to Parallelstore for processing. With the API, you can ingest massive datasets from Cloud Storage into Parallelstore at ~20GB/s for files larger than 32MB, and at ~5,000 files per second for files under 32MB.</span></p></span></section><section class="nRhiJb-DbgRPb-II5mzb-cGMI2b"><section><div class="kg99be" jscontroller="vkZm2d" jsaction="rcuQ6b:npT2md" data-text-to-copy="gcloud alpha parallelstore instances import-data $INSTANCE_ID --location=$LOCATION --source-gcs-bucket-uri=gs://$BUCKET_NAME [--destination-parallelstore-path="/"] --project= $PROJECT_ID"><div jsaction="click:VTVhdd" class="GaRnv"><svg class="" viewBox="0 0 20 20" role="presentation" aria-hidden="true" height=20 widdht=20><path d="M7.979 14.667c-.458 0-.84-.153-1.146-.459a1.53 1.53 0 0 1-.458-1.125V3.938c0-.459.153-.84.458-1.146.306-.306.688-.459 1.146-.459h6.625c.445 0 .823.156 1.136.469.312.313.468.691.468 1.136v9.145c0 .445-.156.82-.468 1.125a1.564 1.564 0 0 1-1.136.459H7.979Zm0-1.334h6.625c.083 0 .15-.024.198-.073a.239.239 0 0 0 .073-.177V3.938a.265.265 0 0 0-.073-.198.268.268 0 0 0-.198-.073H7.979a.268.268 0 0 0-.198.073.266.266 0 0 0-.073.198v9.145c0 .07.024.129.073.177a.267.267 0 0 0 .198.073ZM4.875 17.75a1.53 1.53 0 0 1-1.125-.458 1.532 1.532 0 0 1-.458-1.125V5.729h1.333v10.438c0 .07.024.128.073.177a.24.24 0 0 0 .177.073h7.937v1.333H4.875ZM7.708 3.667v9.666-9.666Z" fill="#1a73e8"/></svg></div><div jscontroller="M2lJBf" jsaction="rcuQ6b:npT2md" data-enable-content-editable-input-style="false" data-enable-line-wrapping data-read-only><div class="hg3Lgc qs41qe BEXrzd" data-loadingmessage="Loading..." jscontroller="GFartf" jsaction="animationend:kWijWc;dyRcpb:dyRcpb" data-active="true" jsname="aZ2wEe"><div class="eBrXtc" aria-live="polite" jsname="vyyg5">Loading...</div><div jsname="Hxlbvc" class="JdM54e"><div class="aopPX ZqnFk co39ub"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX fxjES Cn087"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX ZHXbZe hfsr6b"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX fDBOYb EjXFBf"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div></div></div><div dir="ltr"><textarea jsname="bqeLof" class="Fdco1c">gcloud alpha parallelstore instances import-data $INSTANCE_ID --location=$LOCATION --source-gcs-bucket-uri=gs://$BUCKET_NAME [--destination-parallelstore-path="/"] --project= $PROJECT_ID</textarea></div></div></div><p class="nRhiJb-cHYyed nRhiJb-DbgRPb-R6PoUb-ma6Yeb TxA6Xc"><p>Figure 1: Parallelstore Import gCloud API</p></p></section></section><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><p><span style="vertical-align:baseline">When an AI training job or HPC workload is complete, you can export results programmatically to Cloud Storage for further assessment or longer-term storage. You can also automate data transfers via the API, minimizing manual intervention and streamlining data pipelines.</span></p></span></section><section class="nRhiJb-DbgRPb-II5mzb-cGMI2b"><section><div class="kg99be" jscontroller="vkZm2d" jsaction="rcuQ6b:npT2md" data-text-to-copy="gcloud alpha parallelstore instances export-data $INSTANCE_ID --location=$LOCATION --destination-gcs-bucket-uri=gs://$BUCKET_NAME [--source-parallelstore-path="/"]"><div jsaction="click:VTVhdd" class="GaRnv"><svg class="" viewBox="0 0 20 20" role="presentation" aria-hidden="true" height=20 widdht=20><path d="M7.979 14.667c-.458 0-.84-.153-1.146-.459a1.53 1.53 0 0 1-.458-1.125V3.938c0-.459.153-.84.458-1.146.306-.306.688-.459 1.146-.459h6.625c.445 0 .823.156 1.136.469.312.313.468.691.468 1.136v9.145c0 .445-.156.82-.468 1.125a1.564 1.564 0 0 1-1.136.459H7.979Zm0-1.334h6.625c.083 0 .15-.024.198-.073a.239.239 0 0 0 .073-.177V3.938a.265.265 0 0 0-.073-.198.268.268 0 0 0-.198-.073H7.979a.268.268 0 0 0-.198.073.266.266 0 0 0-.073.198v9.145c0 .07.024.129.073.177a.267.267 0 0 0 .198.073ZM4.875 17.75a1.53 1.53 0 0 1-1.125-.458 1.532 1.532 0 0 1-.458-1.125V5.729h1.333v10.438c0 .07.024.128.073.177a.24.24 0 0 0 .177.073h7.937v1.333H4.875ZM7.708 3.667v9.666-9.666Z" fill="#1a73e8"/></svg></div><div jscontroller="M2lJBf" jsaction="rcuQ6b:npT2md" data-enable-content-editable-input-style="false" data-enable-line-wrapping data-read-only><div class="hg3Lgc qs41qe BEXrzd" data-loadingmessage="Loading..." jscontroller="GFartf" jsaction="animationend:kWijWc;dyRcpb:dyRcpb" data-active="true" jsname="aZ2wEe"><div class="eBrXtc" aria-live="polite" jsname="vyyg5">Loading...</div><div jsname="Hxlbvc" class="JdM54e"><div class="aopPX ZqnFk co39ub"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX fxjES Cn087"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX ZHXbZe hfsr6b"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX fDBOYb EjXFBf"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div></div></div><div dir="ltr"><textarea jsname="bqeLof" class="Fdco1c">gcloud alpha parallelstore instances export-data $INSTANCE_ID --location=$LOCATION --destination-gcs-bucket-uri=gs://$BUCKET_NAME [--source-parallelstore-path="/"]</textarea></div></div></div><p class="nRhiJb-cHYyed nRhiJb-DbgRPb-R6PoUb-ma6Yeb TxA6Xc"><p>Figure 2: Parallelstore Export gCloud API</p></p></section></section><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><h3><strong style="vertical-align:baseline">Programmatically provision GKE resources through the CSI driver</strong></h3> <p><span style="vertical-align:baseline">It’s easy to efficiently manage high-performance storage for containerized workloads through Parallelstores’ GKE CSI driver. You can dynamically provision and manage Parallelstore file systems as persistent volumes or access existing Parallelstore instances in Kubernetes workloads, directly within your GKE clusters using familiar Kubernetes APIs. This reduces the need to learn and manage a separate storage system, so you can focus on optimizing resources and lowering TCO. </span></p></span></section><section class="nRhiJb-DbgRPb-II5mzb-cGMI2b"><section><div class="kg99be" jscontroller="vkZm2d" jsaction="rcuQ6b:npT2md" data-text-to-copy="apiVersion: storage.k8s.io/v1 kind: StorageClass metadata: name: parallelstore-class provisioner: parallelstore.csi.storage.gke.io volumeBindingMode: Immediate reclaimPolicy: Delete allowedTopologies: - matchLabelExpressions: - key: topology.gke.io/zone values: - us-central1-a"><div jsaction="click:VTVhdd" class="GaRnv"><svg class="" viewBox="0 0 20 20" role="presentation" aria-hidden="true" height=20 widdht=20><path d="M7.979 14.667c-.458 0-.84-.153-1.146-.459a1.53 1.53 0 0 1-.458-1.125V3.938c0-.459.153-.84.458-1.146.306-.306.688-.459 1.146-.459h6.625c.445 0 .823.156 1.136.469.312.313.468.691.468 1.136v9.145c0 .445-.156.82-.468 1.125a1.564 1.564 0 0 1-1.136.459H7.979Zm0-1.334h6.625c.083 0 .15-.024.198-.073a.239.239 0 0 0 .073-.177V3.938a.265.265 0 0 0-.073-.198.268.268 0 0 0-.198-.073H7.979a.268.268 0 0 0-.198.073.266.266 0 0 0-.073.198v9.145c0 .07.024.129.073.177a.267.267 0 0 0 .198.073ZM4.875 17.75a1.53 1.53 0 0 1-1.125-.458 1.532 1.532 0 0 1-.458-1.125V5.729h1.333v10.438c0 .07.024.128.073.177a.24.24 0 0 0 .177.073h7.937v1.333H4.875ZM7.708 3.667v9.666-9.666Z" fill="#1a73e8"/></svg></div><div jscontroller="M2lJBf" jsaction="rcuQ6b:npT2md" data-enable-content-editable-input-style="false" data-enable-line-wrapping data-read-only><div class="hg3Lgc qs41qe BEXrzd" data-loadingmessage="Loading..." jscontroller="GFartf" jsaction="animationend:kWijWc;dyRcpb:dyRcpb" data-active="true" jsname="aZ2wEe"><div class="eBrXtc" aria-live="polite" jsname="vyyg5">Loading...</div><div jsname="Hxlbvc" class="JdM54e"><div class="aopPX ZqnFk co39ub"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX fxjES Cn087"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX ZHXbZe hfsr6b"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX fDBOYb EjXFBf"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div></div></div><div dir="ltr"><textarea jsname="bqeLof" class="Fdco1c">apiVersion: storage.k8s.io/v1 kind: StorageClass metadata: name: parallelstore-class provisioner: parallelstore.csi.storage.gke.io volumeBindingMode: Immediate reclaimPolicy: Delete allowedTopologies: - matchLabelExpressions: - key: topology.gke.io/zone values: - us-central1-a</textarea></div></div></div><p class="nRhiJb-cHYyed nRhiJb-DbgRPb-R6PoUb-ma6Yeb TxA6Xc"><p>Figure 3: Example of the Parallelstore CSI Driver creating a Storage Class</p></p></section></section><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><p><span style="vertical-align:baseline">In the coming months, you’ll be able to preload data from Cloud Storage via the fully managed GKE Volume Populator, which automates the preloading of data from Cloud Storage directly into Parallelstore during the PersistentVolumeClaim provisioning process. This helps ensure your training data is readily available, so you can minimize idle compute-resource time and maximize GPU and TPU utilization.</span></p> <h3><strong style="vertical-align:baseline">Programmatically provision Compute Engine resources with the Cluster Toolkit</strong></h3> <p><span style="vertical-align:baseline">It’s easy to deploy Parallelstore instances for Compute Engine with the support of the </span><a href="https://cloud.google.com/cluster-toolkit/docs/overview"><span style="text-decoration:underline;vertical-align:baseline">Cluster Toolkit</span></a><span style="vertical-align:baseline">. Formerly known as Cloud HPC Toolkit, Cluster Toolkit is open-source software for deploying HPC and AI workloads. Cluster Toolkit provisions compute, network, and storage resources for your cluster/workload following best practices. You can get started with Cluster Toolkit today by incorporating the</span><a href="https://github.com/GoogleCloudPlatform/cluster-toolkit/tree/main/modules/file-system/parallelstore" rel="noopener" target="_blank"><span style="vertical-align:baseline"> </span><span style="text-decoration:underline;vertical-align:baseline">Parallelstore</span></a><span style="vertical-align:baseline"> module into your blueprint with only a four-line change in your blueprint; we also provide </span><a href="https://github.com/GoogleCloudPlatform/cluster-toolkit/blob/main/examples/ps-slurm.yaml" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">starter blueprints</span></a><span style="vertical-align:baseline"> for your convenience. In addition to the Cluster Toolkit, there are also </span><a href="https://registry.terraform.io/providers/hashicorp/google/latest/docs/resources/parallelstore_instance" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">Terraform templates</span></a><span style="vertical-align:baseline"> for deploying Parallelstore, supporting operations and provisioning processes through code and minimizing manual operational overhead. </span></p></span></section><section class="nRhiJb-DbgRPb-II5mzb-cGMI2b"><section><div class="kg99be" jscontroller="vkZm2d" jsaction="rcuQ6b:npT2md" data-text-to-copy="resource "google_parallelstore_instance" "instance" { instance_id = "instance" location = "us-central1-a" description = "test instance" capacity_gib = 12000 network = google_compute_network.network.name file_stripe_level = "FILE_STRIPE_LEVEL_MIN" directory_stripe_level = "DIRECTORY_STRIPE_LEVEL_MIN" labels = { test = "value" } provider = google-beta depends_on = [google_service_networking_connection.default] } resource "google_compute_network" "network" { name = "network" auto_create_subnetworks = true mtu = 8896 provider = google-beta } # Create an IP address resource "google_compute_global_address" "private_ip_alloc" { name = "address" purpose = "VPC_PEERING" address_type = "INTERNAL" prefix_length = 24 network = google_compute_network.network.id provider = google-beta } # Create a private connection resource "google_service_networking_connection" "default" { network = google_compute_network.network.id service = "servicenetworking.googleapis.com" reserved_peering_ranges = [google_compute_global_address.private_ip_alloc.name] provider = google-beta }"><div jsaction="click:VTVhdd" class="GaRnv"><svg class="" viewBox="0 0 20 20" role="presentation" aria-hidden="true" height=20 widdht=20><path d="M7.979 14.667c-.458 0-.84-.153-1.146-.459a1.53 1.53 0 0 1-.458-1.125V3.938c0-.459.153-.84.458-1.146.306-.306.688-.459 1.146-.459h6.625c.445 0 .823.156 1.136.469.312.313.468.691.468 1.136v9.145c0 .445-.156.82-.468 1.125a1.564 1.564 0 0 1-1.136.459H7.979Zm0-1.334h6.625c.083 0 .15-.024.198-.073a.239.239 0 0 0 .073-.177V3.938a.265.265 0 0 0-.073-.198.268.268 0 0 0-.198-.073H7.979a.268.268 0 0 0-.198.073.266.266 0 0 0-.073.198v9.145c0 .07.024.129.073.177a.267.267 0 0 0 .198.073ZM4.875 17.75a1.53 1.53 0 0 1-1.125-.458 1.532 1.532 0 0 1-.458-1.125V5.729h1.333v10.438c0 .07.024.128.073.177a.24.24 0 0 0 .177.073h7.937v1.333H4.875ZM7.708 3.667v9.666-9.666Z" fill="#1a73e8"/></svg></div><div jscontroller="M2lJBf" jsaction="rcuQ6b:npT2md" data-enable-content-editable-input-style="false" data-enable-line-wrapping data-read-only><div class="hg3Lgc qs41qe BEXrzd" data-loadingmessage="Loading..." jscontroller="GFartf" jsaction="animationend:kWijWc;dyRcpb:dyRcpb" data-active="true" jsname="aZ2wEe"><div class="eBrXtc" aria-live="polite" jsname="vyyg5">Loading...</div><div jsname="Hxlbvc" class="JdM54e"><div class="aopPX ZqnFk co39ub"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX fxjES Cn087"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX ZHXbZe hfsr6b"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div><div class="aopPX fDBOYb EjXFBf"><div class="e2XBBf uEtL3"><div class="kPEoYc GOJTSe"></div></div><div class="LqC3Y"><div class="kPEoYc GOJTSe"></div></div><div class="e2XBBf QR7YS"><div class="kPEoYc GOJTSe"></div></div></div></div></div><div dir="ltr"><textarea jsname="bqeLof" class="Fdco1c">resource "google_parallelstore_instance" "instance" { instance_id = "instance" location = "us-central1-a" description = "test instance" capacity_gib = 12000 network = google_compute_network.network.name file_stripe_level = "FILE_STRIPE_LEVEL_MIN" directory_stripe_level = "DIRECTORY_STRIPE_LEVEL_MIN" labels = { test = "value" } provider = google-beta depends_on = [google_service_networking_connection.default] } resource "google_compute_network" "network" { name = "network" auto_create_subnetworks = true mtu = 8896 provider = google-beta } # Create an IP address resource "google_compute_global_address" "private_ip_alloc" { name = "address" purpose = "VPC_PEERING" address_type = "INTERNAL" prefix_length = 24 network = google_compute_network.network.id provider = google-beta } # Create a private connection resource "google_service_networking_connection" "default" { network = google_compute_network.network.id service = "servicenetworking.googleapis.com" reserved_peering_ranges = [google_compute_global_address.private_ip_alloc.name] provider = google-beta }</textarea></div></div></div><p class="nRhiJb-cHYyed nRhiJb-DbgRPb-R6PoUb-ma6Yeb TxA6Xc"><p>Figure 4: Configure and manage Parallelstore using Terraform</p></p></section></section><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><h3><strong style="vertical-align:baseline">Real-world impact: Respo.vision sees more with Parallelstore</strong></h3> <p><span style="vertical-align:baseline">Respo.Vision, a leader in sports video analytics, is leveraging Parallelstore to accelerate an upgrade from 4K to 8K videos for their real-time system. By using Parallelstore as the transport layer, Respo.vision helps capture and label granular data markers, delivering actionable insights to coaches, scouts, and fans. With Parallelstore, Respo.vision avoided pricey infrastructure investments to manage surges of high-performance video processing, all while maintaining low compute latency. </span></p> <p style="padding-left:40px"><span style="font-style:italic;vertical-align:baseline">“Our goal was to process 8K video streams at 25 frames per second to deliver richer quality sports analytical data to our customers, and Parallelstore exceeded expectations by effortlessly handling the required volume and delivering an impressive read latency of 0.3 ms. The integration into our system was remarkably smooth and thanks to its distributed nature, Parallelstore has significantly enhanced our system's scalability and resilience.”</span><span style="vertical-align:baseline"> - Wojtek Rosinski, CTO, Respo.vision </span></p> <p><span style="vertical-align:baseline">HPC and AI usage is growing rapidly. With its combination of innovative architecture, performance, and integration with Cloud Storage, GKE, and Compute Engine, Parallelstore is the storage solution you need to keep the demanding GPU/TPUs and workloads satisfied. To learn more about Parallelstore, check out the </span><a href="https://cloud.google.com/parallelstore/docs/overview"><span style="text-decoration:underline;vertical-align:baseline">documentation</span></a><span style="vertical-align:baseline">, and reach out to your sales team for more information.</span></p></span></section><section class="kcBhad"><section class="Fabbec"><span class="WrMNjb">Posted in</span><ul class="FzXI4e"><li class="I4B51b"><a href="https://cloud.google.com/blog/products/storage-data-transfer" track-metadata-position="body"track-metadata-eventdetail="cloud.google.com/blog/products/storage-data-transfer"track-metadata-module="tag list"track-metadata-module_headline="posted in">Storage & Data Transfer</a></li><li class="I4B51b"><a href="https://cloud.google.com/blog/products/ai-machine-learning" track-metadata-position="body"track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning"track-metadata-module="tag list"track-metadata-module_headline="posted in">AI & Machine Learning</a></li><li class="I4B51b"><a href="https://cloud.google.com/blog/topics/hpc" track-metadata-position="body"track-metadata-eventdetail="cloud.google.com/blog/topics/hpc"track-metadata-module="tag list"track-metadata-module_headline="posted in">HPC</a></li></ul></section></section></div></div></div></div></div><section class="nRhiJb-DARUcf " track-metadata-module="related articles" track-metadata-module_headline="related articles"><div class="nRhiJb-DbgRPb-c5RTEf-ma6Yeb nRhiJb-DbgRPb-wNfPc-cGMI2b"><h5 class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc nRhiJb-DbgRPb-II5mzb-cGMI2b">Related articles</h5><section class="m9cUGf HGev3 nJD2Qe nRhiJb-ObfsIf"><div class=" QaGyvd nRhiJb-kR0ZEf-OWXEXe-GV1x9e-c5RTEf nRhiJb-kR0ZEf-OWXEXe-GV1x9e-qWD73c-V2iZpe"><div class="mA0uBe"><a href="https://cloud.google.com/blog/products/containers-kubernetes/improve-data-loading-times-for-ml-inference-apps-on-gke" class="lD2oe" track-name="data loading best practices for ai/ml inference on gke"track-type="card"track-metadata-eventdetail="cloud.google.com/blog/products/containers-kubernetes/improve-data-loading-times-for-ml-inference-apps-on-gke"><div class="AhkbS "><div class="hqnDEf"><section class="PBkdHd "><img class=" D5RK8d" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-700x700.jpg" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-700x700.jpg" loading="lazy"/></section></div><div class="JUOx5b"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c nRhiJb-DbgRPb-c5RTEf-ma6Yeb nRhiJb-BFbNVe-r8s4j-bMElCd FI6Gl nRhiJb-fmcmS-oXtfBe" track-name="containers & kubernetes"track-type="tag">Containers & Kubernetes</div><h3 class="Qwf2Db-MnozTc HGFKtc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Data loading best practices for AI/ML inference on GKE</h3><p class="nRhiJb-cHYyed dTIXyb nRhiJb-DbgRPb-R6PoUb-ma6Yeb">By Brian Kaufman • 6-minute read</p></div></div></a></div></div><div class=" QaGyvd nRhiJb-kR0ZEf-OWXEXe-GV1x9e-c5RTEf nRhiJb-kR0ZEf-OWXEXe-GV1x9e-qWD73c-V2iZpe"><div class="mA0uBe"><a href="https://cloud.google.com/blog/products/data-analytics/dataplex-discovers-and-catalogs-cloud-storage-data" class="lD2oe" track-name="dataplex automatic discovery makes cloud storage data available for analytics and governance"track-type="card"track-metadata-eventdetail="cloud.google.com/blog/products/data-analytics/dataplex-discovers-and-catalogs-cloud-storage-data"><div class="AhkbS "><div class="hqnDEf"><section class="PBkdHd "><img class=" D5RK8d" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/09_-_Data_Analytics_tFH57V6.max-700x700.jpg" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/09_-_Data_Analytics_tFH57V6.max-700x700.jpg" loading="lazy"/></section></div><div class="JUOx5b"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c nRhiJb-DbgRPb-c5RTEf-ma6Yeb nRhiJb-BFbNVe-r8s4j-bMElCd FI6Gl nRhiJb-fmcmS-oXtfBe" track-name="data analytics"track-type="tag">Data Analytics</div><h3 class="Qwf2Db-MnozTc HGFKtc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Dataplex Automatic Discovery makes Cloud Storage data available for Analytics and governance</h3><p class="nRhiJb-cHYyed dTIXyb nRhiJb-DbgRPb-R6PoUb-ma6Yeb">By Parth Desai • 3-minute read</p></div></div></a></div></div><div class=" QaGyvd nRhiJb-kR0ZEf-OWXEXe-GV1x9e-c5RTEf nRhiJb-kR0ZEf-OWXEXe-GV1x9e-qWD73c-V2iZpe"><div class="mA0uBe"><a href="https://cloud.google.com/blog/products/storage-data-transfer/gemini-insights-about-cloud-storage" class="lD2oe" track-name="understand your cloud storage footprint with ai-powered queries and insights"track-type="card"track-metadata-eventdetail="cloud.google.com/blog/products/storage-data-transfer/gemini-insights-about-cloud-storage"><div class="AhkbS "><div class="hqnDEf"><section class="PBkdHd "><img class=" D5RK8d" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-700x700.jpg" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-700x700.jpg" loading="lazy"/></section></div><div class="JUOx5b"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c nRhiJb-DbgRPb-c5RTEf-ma6Yeb nRhiJb-BFbNVe-r8s4j-bMElCd FI6Gl nRhiJb-fmcmS-oXtfBe" track-name="storage & data transfer"track-type="tag">Storage & Data Transfer</div><h3 class="Qwf2Db-MnozTc HGFKtc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Understand your Cloud Storage footprint with AI-powered queries and insights</h3><p class="nRhiJb-cHYyed dTIXyb nRhiJb-DbgRPb-R6PoUb-ma6Yeb">By Manjul Sahay • 3-minute read</p></div></div></a></div></div><div class=" QaGyvd nRhiJb-kR0ZEf-OWXEXe-GV1x9e-c5RTEf nRhiJb-kR0ZEf-OWXEXe-GV1x9e-qWD73c-V2iZpe"><div class="mA0uBe"><a href="https://cloud.google.com/blog/products/storage-data-transfer/hyperdisk-storage-pools-optimizes-gke-block-storage" class="lD2oe" track-name="want to save on gke block storage costs hyperdisk storage pools can help"track-type="card"track-metadata-eventdetail="cloud.google.com/blog/products/storage-data-transfer/hyperdisk-storage-pools-optimizes-gke-block-storage"><div class="AhkbS "><div class="hqnDEf"><section class="PBkdHd "><img class=" D5RK8d" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-700x700.jpg" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-700x700.jpg" loading="lazy"/></section></div><div class="JUOx5b"><div class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c nRhiJb-DbgRPb-c5RTEf-ma6Yeb nRhiJb-BFbNVe-r8s4j-bMElCd FI6Gl nRhiJb-fmcmS-oXtfBe" track-name="storage & data transfer"track-type="tag">Storage & Data Transfer</div><h3 class="Qwf2Db-MnozTc HGFKtc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Want to save on GKE block storage costs? Hyperdisk Storage Pools can help</h3><p class="nRhiJb-cHYyed dTIXyb nRhiJb-DbgRPb-R6PoUb-ma6Yeb">By Brian Kaufman • 6-minute read</p></div></div></a></div></div></section></div></section></article></div></div><c-data id="i1" jsdata=" n2jFB;_;1"></c-data></c-wiz><script aria-hidden="true" nonce="Y09GG6oIglCWVeuA2DlFUA">window.wiz_progress&&window.wiz_progress();window.wiz_tick&&window.wiz_tick('zPZHOe');</script><script id="_ij" nonce="Y09GG6oIglCWVeuA2DlFUA">window.IJ_values = [[null,null,"",false,null,null,true,false],'0','https:\/\/cloud.google.com\/blog\/',["cloudblog","products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga",["en","de","fr","ko","ja"],"en",null,"https://cloud.google.com/blog","blog_article","cloud.google.com",["https://console.cloud.google.com/freetrial/","https://cloud.google.com/contact/","https://cloud.google.com/","https://cloud.google.com/blog","https://cloud.google.com/","https://www.google.com/","https://cloud.google.com/products/","https://about.google.com/products/","https://about.google/intl/en/","https://support.google.com"],["googlecloud","googlecloud","showcase/google-cloud","googlecloud/","googlecloud/"],true], null ,'boq_cloudx-web-blog-uiserver_20241121.08_p0','cloud.google.com',["SG",1],[[["bigquery_ftv",["bigquery_ftv",[["control",["control",[97716263,97716264],["/bigquery"]]],["variantA",["variantA",[97716265,97716266],["/bigquery"]]],["variantB",["variantB",[97716267,97716268],["/bigquery"]]],["variantC",["variantC",[97716269,97716270],["/bigquery"]]]]]],["jss",["jss",[["control",["control",[93803230,93804391],["/products/ai","/products/compute","/solutions/web-hosting"]]],["variantA",["variantA",[93803231,93804392],["/products/ai","/products/compute","/solutions/web-hosting"]]],["variantB",["variantB",[93803232,93804393],["/products/ai","/products/compute","/solutions/web-hosting"]]],["variantC",["variantC",[93803233,93804394],["/products/ai","/products/compute","/solutions/web-hosting"]]]]]]]], 0.0 ,["GTM-5CVQBG",[["en","\u202aEnglish\u202c",true,"en"],["de","\u202aDeutsch\u202c",true,"de"],["es","\u202aEspañol\u202c",true,"es"],["es-419","\u202aEspañol (Latinoamérica)\u202c",true,"es-419"],["fr","\u202aFrançais\u202c",true,"fr"],["id","\u202aIndonesia\u202c",true,"id"],["it","\u202aItaliano\u202c",true,"it"],["pt-BR","\u202aPortuguês (Brasil)\u202c",true,"pt-BR"],["zh-CN","\u202a简体中文\u202c",true,"zh-Hans"],["zh-TW","\u202a繁體中文\u202c",true,"zh-Hant"],["ja","\u202a日本語\u202c",true,"ja"],["ko","\u202a한국어\u202c",true,"ko"]],["83405","AIzaSyD3LJeW4Q6gtdgJlyeFZUp-GhpIoc6EUeg"],"en",null,null,[],[["https://cloud.google.com/innovators","https://cloud.google.com/innovators/plus/activate","https://cloud.google.com/innovators/innovatorsplus"],["https://workspace.google.com/pricing","https://www.x.com/googleworkspace","https://www.facebook.com/googleworkspace","https://www.youtube.com/channel/UCBmwzQnSoj9b6HzNmFrg_yw","https://www.instagram.com/googleworkspace","https://www.linkedin.com/showcase/googleworkspace","https://about.google/?utm_source\u003dworkspace.google.com\u0026utm_medium\u003dreferral\u0026utm_campaign\u003dgsuite-footer-en","https://about.google/products/?tip\u003dexplore","https://workspace.google.com","https://workspace.google.com/contact/?source\u003dgafb-form-globalnav-en","https://workspace.google.com/business/signup/welcome?hl\u003den\u0026source\u003dgafb-form-globalnav-en","https://workspace.google.com/blog"],["https://www.cloudskillsboost.google","https://www.cloudskillsboost.google?utm_source\u003dcgc\u0026utm_medium\u003dwebsite\u0026utm_campaign\u003devergreen","https://www.cloudskillsboost.google/subscriptions?utm_source\u003dcgc\u0026utm_medium\u003dwebsite\u0026utm_campaign\u003devergreenlaunchpromo","https://www.cloudskillsboost.google/subscriptions?utm_source\u003dcgc\u0026utm_medium\u003dwebsite\u0026utm_campaign\u003devergreen","https://www.cloudskillsboost.google/catalog?utm_source\u003dcgc\u0026utm_medium\u003dwebsite\u0026utm_campaign\u003devergreen","https://www.cloudskillsboost.google/paths?utm_source\u003dcgc\u0026utm_medium\u003dwebsite\u0026utm_campaign\u003devergreen"],["https://mapsplatform.google.com"],["https://cloud.google.com/developers","https://cloud.google.com/developers/settings?utm_source\u003dinnovators"],["https://console.cloud.google.com/freetrial","https://console.cloud.google.com/","https://console.cloud.google.com/freetrial?redirectPath\u003dhttps://cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga"],["https://aitestkitchen.withgoogle.com/signup","https://blog.google/technology/ai/join-us-in-the-ai-test-kitchen/","https://cloud.google.com/ai"],["https://googlecloudplatform.blogspot.com/","https://github.com/GoogleCloudPlatform","https://www.linkedin.com/company/google-cloud","https://twitter.com/GoogleCloud_sg","https://www.facebook.com/googlecloud","https://www.youtube.com/GoogleCloudAPAC"]],[2024,11,27],[["en","x-default"],"x-default"],[null,true],null,"/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga?hl\u003den",["6LcsrxUqAAAAAFhpR1lXsPN2j2nsTwy6JTbRKzJr"]],[],'','Y09GG6oIglCWVeuA2DlFUA','KV0SeZZvtPm_ThPYcNkgXA','DEFAULT','\/blog', 2024.0 ,'https:\/\/cloud.google.com\/blog\/products\/storage-data-transfer\/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga', null ,'ltr', false ,'https:\/\/accounts.google.com\/AccountChooser?continue\x3dhttps:\/\/cloud.google.com\/blog\/products\/storage-data-transfer\/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga\x26hl\x3den-US','https:\/\/accounts.google.com\/ServiceLogin?hl\x3den-US\x26continue\x3dhttps:\/\/cloud.google.com\/blog\/products\/storage-data-transfer\/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga','https:\/\/accounts.google.com\/SignOutOptions?continue\x3dhttps:\/\/cloud.google.com\/blog\/products\/storage-data-transfer\/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga',[[[1]]], false , false , false ,'en','en-US','en_US','https:\/\/goto2.corp.google.com\/mdtredirect?data_id_filter\x3dcloud.google.com\x26system_name\x3dcloudx-web-blog-uiserver', null , null ,'https:\/\/myaccount.google.com\/privacypolicy?hl\x3den-US', false , null ,'https:\/\/www.gstatic.com\/_\/boq-cloudx-web-blog\/_\/r\/','https:\/\/myaccount.google.com\/termsofservice?hl\x3den-US',[[[["Solutions \u0026 technology",null,[[["AI \u0026 Machine Learning","/blog/products/ai-machine-learning"],["API Management","/blog/products/api-management"],["Application Development","/blog/products/application-development"],["Application Modernization","/blog/products/application-modernization"],["Chrome Enterprise","/blog/products/chrome-enterprise"],["Compute","/blog/products/compute"],["Containers \u0026 Kubernetes","/blog/products/containers-kubernetes"],["Data Analytics","/blog/products/data-analytics"],["Databases","/blog/products/databases"],["DevOps \u0026 SRE","/blog/products/devops-sre"],["Maps \u0026 Geospatial","/blog/topics/maps-geospatial"],["Security",null,[[["Security \u0026 Identity","/blog/products/identity-security"],["Threat Intelligence","/blog/topics/threat-intelligence"]]]],["Infrastructure","/blog/products/infrastructure"],["Infrastructure Modernization","/blog/products/infrastructure-modernization"],["Networking","/blog/products/networking"],["Productivity \u0026 Collaboration","/blog/products/productivity-collaboration"],["SAP on Google Cloud","/blog/products/sap-google-cloud"],["Storage \u0026 Data Transfer","/blog/products/storage-data-transfer"],["Sustainability","/blog/topics/sustainability"]]]],["Ecosystem",null,[[["IT Leaders","/transform"],["Industries",null,[[["Financial Services","/blog/topics/financial-services"],["Healthcare \u0026 Life Sciences","/blog/topics/healthcare-life-sciences"],["Manufacturing","/blog/topics/manufacturing"],["Media \u0026 Entertainment","/blog/products/media-entertainment"],["Public Sector","/blog/topics/public-sector"],["Retail","/blog/topics/retail"],["Supply Chain","/blog/topics/supply-chain-logistics"],["Telecommunications","/blog/topics/telecommunications"]]]],["Partners","/blog/topics/partners"],["Startups \u0026 SMB","/blog/topics/startups"],["Training \u0026 Certifications","/blog/topics/training-certifications"],["Inside Google Cloud","/blog/topics/inside-google-cloud"],["Google Cloud Next \u0026 Events","/blog/topics/google-cloud-next"],["Google Maps Platform","https://mapsplatform.google.com/resources/blog/"],["Google Workspace","https://workspace.google.com/blog"]]]],["Developers \u0026 Practitioners","/blog/topics/developers-practitioners"],["Transform with Google Cloud","/transform"]]],[["de",[[["Neuigkeiten","/blog/de/topics/whats-new/aktuelles-auf-dem-google-cloud-blog"],["Lösungen \u0026 Technologien",null,[[["Anwendungsentwicklung","/blog/de/products/application-development"],["Anwendungsmodernisierung","/blog/de/products/anwendungsmodernisierung"],["API-Verwaltung","/blog/de/products/api-management"],["Chrome Enterprise","/blog/de/products/chrome-enterprise"],["Computing","/blog/de/products/compute"],["Containers \u0026 Kubernetes","/blog/de/products/containers-kubernetes"],["Datenanalysen","/blog/de/products/data-analytics"],["Datenbanken","/blog/de/products/databases"],["DevOps \u0026 SRE","/blog/de/products/devops-sre"],["Infrastruktur","/blog/de/products/infrastructure"],["KI \u0026 Machine Learning","/blog/de/products/ai-machine-learning"],["Maps \u0026 Geospatial","/blog/de/topics/maps-geospatial"],["Modernisierung der Infrastruktur","/blog/de/products/modernisierung-der-infrastruktur"],["Nachhaltigkeit","/blog/de/topics/nachhaltigkeit"],["Netzwerk","/blog/de/products/networking"],["Produktivität und Zusammenarbeit","/blog/de/products/produktivitaet-und-kollaboration"],["SAP in Google Cloud","/blog/de/products/sap-google-cloud"],["Sicherheit \u0026 Identität","/blog/de/products/identity-security"],["Speicher und Datentransfer","/blog/de/products/storage-data-transfer"]]]],["Ökosystem",null,[[["IT Leader","/transform/de"],["Industrien",null,[[["Behörden und öffentlicher Sektor","/blog/de/topics/public-sector"],["Einzelhandel","/blog/de/topics/retail"],["Fertigung","/blog/de/topics/fertigung"],["Finanzdienstleistungen","/blog/de/topics/financial-services"],["Gesundheitswesen und Biowissenschaften","/blog/de/topics/healthcare-life-sciences"],["Lieferkette und Logistik","/blog/de/topics/lieferkette-und-logistik"],["Medien und Unterhaltung","/blog/de/products/media-entertainment"],["Telekommunikation","/blog/de/topics/telecommunications"]]]],["Entwickler*innen \u0026 Fachkräfte","/blog/de/topics/developers-practitioners"],["Google Cloud Next \u0026 Events","/blog/de/topics/events"],["Google Maps Platform","/blog/de/products/maps-platform"],["Google Workspace","https://workspace.google.com/blog/de"],["Inside Google Cloud","/blog/de/topics/inside-google-cloud"],["Kunden","/blog/de/topics/kunden"],["Partner","/blog/de/topics/partners"],["Start-ups und KMU","/blog/de/topics/startups"],["Training und Zertifizierung","/blog/de/topics/training-certifications"]]]],["Transformation mit Google Cloud","/transform/de"]]]],["en",[[["Solutions \u0026 technology",null,[[["AI \u0026 Machine Learning","/blog/products/ai-machine-learning"],["API Management","/blog/products/api-management"],["Application Development","/blog/products/application-development"],["Application Modernization","/blog/products/application-modernization"],["Chrome Enterprise","/blog/products/chrome-enterprise"],["Compute","/blog/products/compute"],["Containers \u0026 Kubernetes","/blog/products/containers-kubernetes"],["Data Analytics","/blog/products/data-analytics"],["Databases","/blog/products/databases"],["DevOps \u0026 SRE","/blog/products/devops-sre"],["Maps \u0026 Geospatial","/blog/topics/maps-geospatial"],["Security",null,[[["Security \u0026 Identity","/blog/products/identity-security"],["Threat Intelligence","/blog/topics/threat-intelligence"]]]],["Infrastructure","/blog/products/infrastructure"],["Infrastructure Modernization","/blog/products/infrastructure-modernization"],["Networking","/blog/products/networking"],["Productivity \u0026 Collaboration","/blog/products/productivity-collaboration"],["SAP on Google Cloud","/blog/products/sap-google-cloud"],["Storage \u0026 Data Transfer","/blog/products/storage-data-transfer"],["Sustainability","/blog/topics/sustainability"]]]],["Ecosystem",null,[[["IT Leaders","/transform"],["Industries",null,[[["Financial Services","/blog/topics/financial-services"],["Healthcare \u0026 Life Sciences","/blog/topics/healthcare-life-sciences"],["Manufacturing","/blog/topics/manufacturing"],["Media \u0026 Entertainment","/blog/products/media-entertainment"],["Public Sector","/blog/topics/public-sector"],["Retail","/blog/topics/retail"],["Supply Chain","/blog/topics/supply-chain-logistics"],["Telecommunications","/blog/topics/telecommunications"]]]],["Partners","/blog/topics/partners"],["Startups \u0026 SMB","/blog/topics/startups"],["Training \u0026 Certifications","/blog/topics/training-certifications"],["Inside Google Cloud","/blog/topics/inside-google-cloud"],["Google Cloud Next \u0026 Events","/blog/topics/google-cloud-next"],["Google Maps Platform","https://mapsplatform.google.com/resources/blog/"],["Google Workspace","https://workspace.google.com/blog"]]]],["Developers \u0026 Practitioners","/blog/topics/developers-practitioners"],["Transform with Google Cloud","/transform"]]]],["fr",[[["Les tendances","/blog/fr/topics/les-tendances/quelles-sont-les-nouveautes-de-google-cloud"],["Solutions et Technologie",null,[[["Analyse de données","/blog/fr/products/analyse-de-donnees/"],["Bases de données","/blog/fr/products/databases"],["Calcul","/blog/fr/products/calcul/"],["Chrome Entreprise","/blog/fr/products/chrome-enterprise/"],["Conteneurs et Kubernetes","/blog/fr/products/conteneurs-et-kubernetes/"],["Développement d'Applications","/blog/fr/products/application-development"],["Développement durable","/blog/fr/topics/developpement-durable"],["DevOps et ingénierie SRE","/blog/fr/products/devops-sre"],["Gestion des API","/blog/fr/products/api-management"],["IA et Machine Learning","/blog/fr/products/ai-machine-learning"],["Infrastructure","/blog/fr/products/infrastructure"],["Maps et Géospatial","/blog/fr/topics/maps-geospatial"],["Modernisation d'Applications","/blog/fr/products/modernisation-dapplications/"],["Modernisation d'Infrastructure","/blog/fr/products/modernisation-dinfrastructure/"],["Networking","/blog/fr/products/networking"],["Productivité et Collaboration","/blog/fr/products/productivite-et-collaboration"],["SAP sur Google Cloud","/blog/fr/products/sap-google-cloud"],["Sécurité et Identité","/blog/fr/products/identity-security"],["Stockage et transfert de données","/blog/fr/products/storage-data-transfer"]]]],["Écosystème",null,[[["Responsables IT","/transform/fr"],["Industries",null,[[["Commerce","/blog/fr/topics/retail"],["Manufacturing","/blog/fr/topics/manufacturing"],["Médias et Divertissement","/blog/fr/products/media-entertainment"],["Santé","/blog/fr/topics/healthcare-life-sciences"],["Secteur Public","/blog/fr/topics/public-sector"],["Services Financiers","/blog/fr/topics/financial-services"],["Supply Chain","/blog/fr/topics/supply-chain/"],["Telecommunications","/blog/fr/topics/telecommunications"]]]],["Clients","/blog/fr/topics/clients/"],["Développeurs et professionnels","/blog/fr/topics/developers-practitioners"],["Formations et certifications","/blog/fr/topics/training-certifications"],["Google Cloud Next et Événements","/blog/fr/topics/evenements"],["Google Maps Platform","/blog/fr/products/maps-platform"],["Google Workspace","https://workspace.google.com/blog/fr"],["Inside Google Cloud","/blog/fr/topics/inside-google-cloud"],["Partenaires","/blog/fr/topics/partners"],["Start-ups et PME","/blog/fr/topics/startups"]]]],["Transformer avec Google Cloud","/transform/fr"]]]],["ja",[[["ソリューションとテクノロジー",null,[[["AI \u0026 機械学習","/blog/ja/products/ai-machine-learning"],["API 管理","/blog/ja/products/api-management"],["アプリケーション開発","/blog/ja/products/application-development"],["アプリケーションモダナイゼーション","/blog/ja/products/application-modernization"],["Chrome Enterprise","/blog/ja/products/chrome-enterprise"],["コンピューティング","/blog/ja/products/compute"],["Containers \u0026 Kubernetes","/blog/ja/products/containers-kubernetes"],["データ分析","/blog/ja/products/data-analytics"],["データベース","/blog/ja/products/databases"],["DevOps \u0026 SRE","/blog/ja/products/devops-sre"],["Maps \u0026 Geospatial","/blog/ja/products/maps-platform"],["セキュリティ",null,[[["セキュリティ \u0026 アイデンティティ","/blog/ja/products/identity-security"],["脅威インテリジェンス","/blog/ja/topics/threat-intelligence"]]]],["インフラストラクチャ","/blog/ja/products/infrastructure"],["インフラモダナイゼーション","/blog/ja/products/infrastructure-modernization"],["ネットワーキング","/blog/ja/products/networking"],["生産性とコラボレーション","/blog/ja/products/productivity-collaboration"],["Google Cloud での SAP","/blog/ja/products/sap-google-cloud"],["ストレージとデータ転送","/blog/ja/products/storage-data-transfer"],["サステナビリティ","/blog/ja/topics/sustainability"]]]],["エコシステム",null,[[["ITリーダー","/transform/ja"],["業種",null,[[["金融サービス","/blog/ja/topics/financial-services"],["ヘルスケア、ライフサイエンス","/blog/ja/topics/healthcare-life-sciences"],["製造","/blog/ja/topics/manufacturing"],["メディア、エンターテイメント","/blog/ja/products/media-entertainment"],["公共部門","/blog/ja/topics/public-sector"],["小売業","/blog/ja/topics/retail"],["サプライチェーン","/blog/ja/topics/supply-chain-logistics"],["通信","/blog/ja/topics/telecommunications"]]]],["顧客事例","/blog/ja/topics/customers"],["パートナー","/blog/ja/topics/partners"],["スタートアップ \u0026 SMB","/blog/ja/topics/startups"],["トレーニングと認定","/blog/ja/topics/training-certifications"],["Inside Google Cloud","/blog/ja/topics/inside-google-cloud"],["Google Cloud Next とイベント","/blog/ja/topics/google-cloud-next"],["Google Maps Platform","/blog/ja/products/maps-platform"],["Google Workspace","https://workspace.google.com/blog/ja"]]]],["デベロッパー","/blog/ja/topics/developers-practitioners"],["Transform with Google Cloud","/transform/ja"]]]],["ko",[[["솔루션 및 기술",null,[[["AI 및 머신러닝","/blog/ko/products/ai-machine-learning"],["API 관리","/blog/ko/products/api-management"],["애플리케이션 개발","/blog/ko/products/application-development"],["애플리케이션 현대화","/blog/ko/products/application-modernization"],["Chrome Enterprise","/blog/products/chrome-enterprise"],["컴퓨팅","/blog/ko/products/compute"],["컨테이너 \u0026 Kubernetes","/blog/ko/products/containers-kubernetes"],["데이터 분석","/blog/ko/products/data-analytics"],["데이터베이스","/blog/ko/products/databases"],["DevOps 및 SRE","/blog/ko/products/devops-sre"],["Maps \u0026 Geospatial","/blog/ko/products/maps-platform"],["보안",null,[[["보안 \u0026 아이덴티티","/blog/ko/products/identity-security"],["위협 인텔리전스","/blog/ko/topics/threat-intelligence"]]]],["인프라","/blog/ko/products/infrastructure"],["Infrastructure Modernization","/blog/ko/products/infrastructure-modernization"],["네트워킹","/blog/ko/products/networking"],["생산성 및 공동작업","/blog/ko/products/productivity-collaboration"],["SAP on Google Cloud","/blog/ko/products/sap-google-cloud"],["스토리지 및 데이터 전송","/blog/ko/products/storage-data-transfer"],["지속가능성","/blog/ko/topics/sustainability"]]]],["에코시스템",null,[[["IT Leaders","/transform/ko"],["업종",null,[[["금융 서비스","/blog/ko/topics/financial-services"],["의료 및 생명과학","/blog/ko/topics/healthcare-life-sciences"],["제조업","/blog/ko/topics/manufacturing"],["미디어 및 엔터테인먼트","/blog/ko/products/media-entertainment"],["공공부문","/blog/ko/topics/public-sector"],["소매업","/blog/ko/topics/retail"],["공급망","/blog/topics/supply-chain-logistics"],["통신","/blog/ko/topics/telecommunications"]]]],["고객 사례","/blog/ko/topics/customers"],["파트너","/blog/ko/topics/partners"],["스타트업 \u0026 SMB","/blog/ko/topics/startups"],["교육 \u0026 인증","/blog/ko/topics/training-certifications"],["Inside Google Cloud","/blog/ko/topics/inside-google-cloud"],["Google Cloud Next 및 이벤트","/blog/ko/topics/google-cloud-next"],["Google Maps Platform","/blog/ko/products/maps-platform"],["Google Workspace","https://workspace.google.com/blog/ko"]]]],["개발 및 IT운영","/blog/ko/topics/developers-practitioners"],["Google Cloud와 함께 하는 디지털 혁신","/transform/ko"]]]]]],'cloud.google.com','https', null , false , null ,[[1706538,48554497,97517170,48887080,48830069,97863042,97535270,93874002,97684533,97656897,97785986,97863170,1714249,97889236,93778619,97442197,97716267,48489819,97517154,48887064,93873986,97684517,97656881,97785970,97442181],null,null,null,null,true],]; window.IJ_valuesCb && window.IJ_valuesCb();</script><script nonce="Y09GG6oIglCWVeuA2DlFUA">(function(){'use strict';var c=window,d=[];c.aft_counter=d;var e=[],f=0;function _recordIsAboveFold(a){if(!c._isLazyImage(a)&&!a.hasAttribute("data-noaft")&&a.src){var b=(c._isVisible||function(){})(c.document,a);a.setAttribute("data-atf",b);b&&(e.indexOf(a)!==-1||d.indexOf(a)!==-1||a.complete||d.push(a),a.hasAttribute("data-iml")&&(a=Number(a.getAttribute("data-iml")),a>f&&(f=a)))}} c.initAft=function(){f=0;e=Array.prototype.slice.call(document.getElementsByTagName("img")).filter(function(a){return!!a.getAttribute("data-iml")});[].forEach.call(document.getElementsByTagName("img"),function(a){try{_recordIsAboveFold(a)}catch(b){throw b.message=a.hasAttribute("data-iid")?b.message+"\nrecordIsAboveFold error for defer inlined image":b.message+("\nrecordIsAboveFold error for img element with <src: "+a.src+">"),b;}});if(d.length===0)c.onaft(f)};}).call(this); initAft()</script><script class="ds:0" nonce="Y09GG6oIglCWVeuA2DlFUA">AF_initDataCallback({key: 'ds:0', hash: '1', data:[["Parallelstore high-performance file service for HPC and AI is GA","Parallelstore combines a distributed metadata and key-value architecture to deliver high-performance throughput and IOPS for HPC and AI workloads.",[1728086400],"https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-2600x2600.jpg","https://cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga",[1728086766,114755000]],[["Barak Epstein","Product Manager"],["Chinmayee Rathi","Product Manager"]],[null,"\u003cscript type\u003d\"application/ld+json\"\u003e{\"@context\":\"https://schema.org\",\"@type\":\"BlogPosting\",\"@id\":\"https://cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga\",\"headline\":\"Parallelstore high-performance file service for HPC and AI is GA\",\"description\":\"Parallelstore combines a distributed metadata and key-value architecture to deliver high-performance throughput and IOPS for HPC and AI workloads.\",\"image\":\"https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-2600x2600.jpg\",\"author\":[{\"@type\":\"Person\",\"name\":\"Barak Epstein\",\"url\":\"\"},{\"@type\":\"Person\",\"name\":\"Chinmayee Rathi\",\"url\":\"\"}],\"datePublished\":\"2024-10-05\",\"publisher\":{\"@type\":\"Organization\",\"name\":\"Google Cloud\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https://www.gstatic.com/devrel-devsite/prod/v8bb8fa0afe9a8c3a776ebeb25d421bb443344d789b3607754dfabea418b8c4be/cloud/images/cloud-logo.svg\"}},\"url\":\"https://cloud.google.com/blog/products/storage-data-transfer/parallelstore-high-performance-file-service-for-hpc-and-ai-is-ga\",\"keywords\":[\"Storage \\u0026 Data Transfer\",\"AI \\u0026 Machine Learning\",\"HPC\"],\"timeRequired\":\"PT4M\"}\u003c/script\u003e"],["Parallelstore is now GA, fueling the next generation of AI and HPC workloads"],null,null,[[null,null,[null,[null,"\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eOrganizations use artificial intelligence (AI) and high-performance computing (HPC) applications to process massive datasets, run complex simulations, and train generative models with billions of parameters for diverse use cases such as LLMs, genomic analysis, quantitative analysis, or real-time sports analytics. These workloads place big performance demands on their storage systems, requiring high throughput and I/O performance that scales and that maintains sub-millisecond latencies, even when thousands of clients are concurrently reading and writing the same shared files.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eTo power these next-generation AI and HPC workloads, we \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/blog/products/storage-data-transfer/storage-announcements-at-next24\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eannounced\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e Parallelstore at Google Cloud Next 2024, and today, we are excited to announce that it is now generally available. Built on the \u003c/span\u003e\u003ca href\u003d\"https://docs.daos.io/v2.6/\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eDistributed Asynchronous Object Storage (DAOS) architecture\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e, \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/parallelstore\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eParallelstore\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e combines a fully distributed metadata and key-value architecture to deliver high-performance throughput and IOPS.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eRead on to learn how Parallelstore serves the needs of complex AI and HPC workloads, allowing you to maximize \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/blog/products/ai-machine-learning/goodput-metric-as-measure-of-ml-productivity\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003egoodput\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e and GPU/TPU utilization, programmatically move data in and out of Parallelstore, and provision \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/kubernetes-engine\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eGoogle Kubernetes Engine\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e and \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/products/compute\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eCompute Engine\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e resources.\u003c/span\u003e\u003c/p\u003e\n\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eMaximize goodput and GPU/TPU utilization\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eTo overcome the performance limitations of traditional parallel file systems, Parallelstore uses a distributed metadata management system and a key-value store architecture. Parallelstore\u2019s high-throughput parallel data access minimizes latency and I/O bottlenecks, and allows it to saturate the network bandwidth of individual compute clients. This efficient data delivery maximizes goodput to GPUs and TPUs, a critical factor for optimizing AI workload costs. Parallelstore can also provide continuous read/write access to thousands of VMs, GPUs and TPUs, satisfying modest-to-massive AI and HPC workload requirements.\u00a0\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eFor a 100 TiB deployment, the maximum Parallelstore deployment, throughput scales to ~115 GiB/s, ~3 million read IOPS, ~1 million write IOPS, and a low-latency of ~0.3 ms. This means that Parallelstore is also a good platform for small files and random, distributed access across a large number of clients. For AI use cases, Parallelstore\u2019s performance with small files and metadata operations enables up to 3.9x faster training times and up to 3.7x higher training throughput compared to native ML framework data loaders, as measured by Google Cloud benchmarking.\u003c/span\u003e\u003c/p\u003e\n\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eProgrammatically move data in and out of Parallelstore\u00a0\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eMany AI and HPC workloads store data in \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/storage\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eCloud Storage\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e for data preparation or archiving. You can use Parallelstore\u2019s integrated import/export API to automate movement of the data you\u2019d like to import to Parallelstore for processing. With the API, you can ingest massive datasets from Cloud Storage into Parallelstore at ~20GB/s for files larger than 32MB, and at ~5,000 files per second for files under 32MB.\u003c/span\u003e\u003c/p\u003e"]]],[["gcloud alpha parallelstore instances import-data $INSTANCE_ID\r\n--location\u003d$LOCATION --source-gcs-bucket-uri\u003dgs://$BUCKET_NAME\r\n[--destination-parallelstore-path\u003d\"/\"] --project\u003d $PROJECT_ID",null,[null,"\u003cp\u003eFigure 1: Parallelstore Import gCloud API\u003c/p\u003e"]]],[null,null,[null,[null,"\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eWhen an AI training job or HPC workload is complete, you can export results programmatically to Cloud Storage for further assessment or longer-term storage. You can also automate data transfers via the API, minimizing manual intervention and streamlining data pipelines.\u003c/span\u003e\u003c/p\u003e"]]],[["gcloud alpha parallelstore instances export-data $INSTANCE_ID --location\u003d$LOCATION --destination-gcs-bucket-uri\u003dgs://$BUCKET_NAME\r\n[--source-parallelstore-path\u003d\"/\"]",null,[null,"\u003cp\u003eFigure 2: Parallelstore Export gCloud API\u003c/p\u003e"]]],[null,null,[null,[null,"\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eProgrammatically provision GKE resources through the CSI driver\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eIt\u2019s easy to efficiently manage high-performance storage for containerized workloads through Parallelstores\u2019 GKE CSI driver. You can dynamically provision and manage Parallelstore file systems as persistent volumes or access existing Parallelstore instances in Kubernetes workloads, directly within your GKE clusters using familiar Kubernetes APIs. This reduces the need to learn and manage a separate storage system, so you can focus on optimizing resources and lowering TCO. \u003c/span\u003e\u003c/p\u003e"]]],[["apiVersion: storage.k8s.io/v1\r\nkind: StorageClass\r\nmetadata:\r\n name: parallelstore-class\r\nprovisioner: parallelstore.csi.storage.gke.io\r\nvolumeBindingMode: Immediate\r\nreclaimPolicy: Delete\r\nallowedTopologies:\r\n- matchLabelExpressions:\r\n - key: topology.gke.io/zone\r\n values:\r\n - us-central1-a",null,[null,"\u003cp\u003eFigure 3: Example of the Parallelstore CSI Driver creating a Storage Class\u003c/p\u003e"]]],[null,null,[null,[null,"\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eIn the coming months, you\u2019ll be able to preload data from Cloud Storage via the fully managed GKE Volume Populator, which automates the preloading of data from Cloud Storage directly into Parallelstore during the PersistentVolumeClaim provisioning process. This helps ensure your training data is readily available, so you can minimize idle compute-resource time and maximize GPU and TPU utilization.\u003c/span\u003e\u003c/p\u003e\n\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eProgrammatically provision Compute Engine resources with the Cluster Toolkit\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eIt\u2019s easy to deploy Parallelstore instances for Compute Engine with the support of the \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/cluster-toolkit/docs/overview\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eCluster Toolkit\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e. Formerly known as Cloud HPC Toolkit, Cluster Toolkit is open-source software for deploying HPC and AI workloads. Cluster Toolkit provisions compute, network, and storage resources for your cluster/workload following best practices. You can get started with Cluster Toolkit today by incorporating the\u003c/span\u003e\u003ca href\u003d\"https://github.com/GoogleCloudPlatform/cluster-toolkit/tree/main/modules/file-system/parallelstore\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e \u003c/span\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eParallelstore\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e module into your blueprint with only a four-line change in your blueprint; we also provide \u003c/span\u003e\u003ca href\u003d\"https://github.com/GoogleCloudPlatform/cluster-toolkit/blob/main/examples/ps-slurm.yaml\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003estarter blueprints\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e for your convenience. In addition to the Cluster Toolkit, there are also \u003c/span\u003e\u003ca href\u003d\"https://registry.terraform.io/providers/hashicorp/google/latest/docs/resources/parallelstore_instance\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eTerraform templates\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e for deploying Parallelstore, supporting operations and provisioning processes through code and minimizing manual operational overhead. \u003c/span\u003e\u003c/p\u003e"]]],[["resource \"google_parallelstore_instance\" \"instance\" { \r\ninstance_id \u003d \"instance\" \r\nlocation \u003d \"us-central1-a\" \r\ndescription \u003d \"test instance\" \r\ncapacity_gib \u003d 12000 \r\nnetwork \u003d google_compute_network.network.name \r\nfile_stripe_level \u003d \"FILE_STRIPE_LEVEL_MIN\" \r\ndirectory_stripe_level \u003d \"DIRECTORY_STRIPE_LEVEL_MIN\" \r\nlabels \u003d { \r\ntest \u003d \"value\" \r\n} \r\nprovider \u003d google-beta \r\ndepends_on \u003d [google_service_networking_connection.default] \r\n} \r\n\r\nresource \"google_compute_network\" \"network\" { \r\nname \u003d \"network\" \r\nauto_create_subnetworks \u003d true \r\nmtu \u003d 8896 \r\nprovider \u003d google-beta \r\n} \r\n\r\n# Create an IP address \r\nresource \"google_compute_global_address\" \"private_ip_alloc\" { \r\nname \u003d \"address\" \r\npurpose \u003d \"VPC_PEERING\" \r\naddress_type \u003d \"INTERNAL\" \r\nprefix_length \u003d 24 \r\nnetwork \u003d google_compute_network.network.id \r\nprovider \u003d google-beta \r\n} \r\n\r\n# Create a private connection \r\nresource \"google_service_networking_connection\" \"default\" { \r\nnetwork \u003d google_compute_network.network.id \r\nservice \u003d \"servicenetworking.googleapis.com\"\r\nreserved_peering_ranges \u003d [google_compute_global_address.private_ip_alloc.name] \r\nprovider \u003d google-beta \r\n}",null,[null,"\u003cp\u003eFigure 4: Configure and manage Parallelstore using Terraform\u003c/p\u003e"]]],[null,null,[null,[null,"\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eReal-world impact: Respo.vision sees more with Parallelstore\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eRespo.Vision, a leader in sports video analytics, is leveraging Parallelstore to accelerate an upgrade from 4K to 8K videos for their real-time system. By using Parallelstore as the transport layer, Respo.vision helps capture and label granular data markers, delivering actionable insights to coaches, scouts, and fans. With Parallelstore, Respo.vision avoided pricey infrastructure investments to manage surges of high-performance video processing, all while maintaining low compute latency.\u00a0\u003c/span\u003e\u003c/p\u003e\n\u003cp style\u003d\"padding-left:40px\"\u003e\u003cspan style\u003d\"font-style:italic;vertical-align:baseline\"\u003e\u201cOur goal was to process 8K video streams at 25 frames per second to deliver richer quality sports analytical data to our customers, and Parallelstore exceeded expectations by effortlessly handling the required volume and delivering an impressive read latency of 0.3 ms. The integration into our system was remarkably smooth and thanks to its distributed nature, Parallelstore has significantly enhanced our system's scalability and resilience.\u201d\u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e - Wojtek Rosinski, CTO, Respo.vision\u00a0\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eHPC and AI usage is growing rapidly. With its combination of innovative architecture, performance, and integration with Cloud Storage, GKE, and Compute Engine, Parallelstore is the storage solution you need to keep the demanding GPU/TPUs and workloads satisfied. To learn more about Parallelstore, check out the \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/parallelstore/docs/overview\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003edocumentation\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e, and reach out to your sales team for more information.\u003c/span\u003e\u003c/p\u003e"]]]],[["Containers \u0026 Kubernetes","Data loading best practices for AI/ML inference on GKE","When running AI/ML inference workloads on GKE, learn how to accelerate data loading for inference serving containers and downloading models + weights.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/07_-_Containers__Kubernetes_iY4YTLa.max-700x700.jpg"],null,6,null,"https://cloud.google.com/blog/products/containers-kubernetes/improve-data-loading-times-for-ml-inference-apps-on-gke",null,1,[["Brian Kaufman","Senior Product Manager GKE AI/ML"],["Akshay Ram","Group Product Manager GKE AI/ML"]],null,"55570"],["Data Analytics","Dataplex Automatic Discovery makes Cloud Storage data available for Analytics and governance","Dataplex can now automatically discover and catalog Google Cloud Storage data, extracting metadata, and creating BigQuery and BigLake tables.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/09_-_Data_Analytics_tFH57V6.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/09_-_Data_Analytics_tFH57V6.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/09_-_Data_Analytics_tFH57V6.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/09_-_Data_Analytics_tFH57V6.max-700x700.jpg"],null,3,null,"https://cloud.google.com/blog/products/data-analytics/dataplex-discovers-and-catalogs-cloud-storage-data",null,1,[["Parth Desai","Product Manager, Google"]],null,"55546"],["Storage \u0026 Data Transfer","Understand your Cloud Storage footprint with AI-powered queries and insights","AI-powered insights on object metadata can help you control and understand your Cloud Storage footprint, even at billions of objects scale.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-700x700.jpg"],null,3,null,"https://cloud.google.com/blog/products/storage-data-transfer/gemini-insights-about-cloud-storage",null,1,[["Manjul Sahay","Group Product Manager, Google Cloud Storage"],["Jinal Dalal","Engineering Director, Google Cloud Storage"]],null,"55329"],["Storage \u0026 Data Transfer","Want to save on GKE block storage costs? Hyperdisk Storage Pools can help","Placing Hyperdisk block storage disks in a storage pool lets you share capacity and performance among the disks and optimize for operations and cost.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/33_-_Storage__Data_Transfer_QsgjqZW.max-700x700.jpg"],null,6,null,"https://cloud.google.com/blog/products/storage-data-transfer/hyperdisk-storage-pools-optimizes-gke-block-storage",null,1,[["Brian Kaufman","Senior Product Manager GKE AI/ML"],["Alexis MacAskill","Software Engineer GKE"]],null,"55229"]],null,"Storage \u0026 Data Transfer",["Google Cloud Summit Series","Discover the latest in AI, Security, Workspace, App Dev, \u0026 more.","Register","https://cloudonair.withgoogle.com/summit_series_24?utm_source\u003dcgc-blog\u0026utm_medium\u003dblog\u0026utm_campaign\u003dsummit-series-2024\u0026utm_content\u003dsummit-series-left-hand-rail-cta\u0026utm_term\u003d-"],[["Storage \u0026 Data Transfer","https://cloud.google.com/blog/products/storage-data-transfer","storage-data-transfer"],["AI \u0026 Machine Learning","https://cloud.google.com/blog/products/ai-machine-learning","ai-machine-learning"],["HPC","https://cloud.google.com/blog/topics/hpc","hpc"]],null,null,4], sideChannel: {}});</script><script id="wiz_jd" nonce="Y09GG6oIglCWVeuA2DlFUA">if (window['_wjdc']) {const wjd = {}; window['_wjdc'](wjd); delete window['_wjdc'];}</script><script aria-hidden="true" id="WIZ-footer" nonce="Y09GG6oIglCWVeuA2DlFUA">window.wiz_progress&&window.wiz_progress(); window.stopScanForCss&&window.stopScanForCss(); ccTick('bl');</script></body></html><footer id="ZCHFDb"><footer class="nRhiJb-RWrDld nRhiJb-yePe5c QJnbF" jscontroller="NsSboe" track-metadata-module="footer"><h3 class="nRhiJb-VqCwd-L6cTce">Footer Links</h3><section class="nRhiJb-haF9Wb r2W5Od"><section class="nRhiJb-DX2B6"><div class="nRhiJb-j5y3u"><h4 class="nRhiJb-BkAck nRhiJb-BkAck-OWXEXe-TzA9Ye">Follow us</h4><ul class="nRhiJb-Qijihe c3Uqdd" role="list"><li class="nRhiJb-KKXgde"><a class="nRhiJb-ARYxNe" href="https://www.x.com/googlecloud" target="_blank" rel="noopener" track-name="x"track-type="social link"track-metadata-position="footer"track-metadata-eventdetail="www.x.com/googlecloud"track-metadata-module="footer"track-metadata-module_headline="follow us"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c nRhiJb-Bz112c-OWXEXe-DX2B6" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M13.9,10.5L21.1,2h-1.7l-6.3,7.4L8,2H2.2l7.6,11.1L2.2,22h1.7l6.7-7.8L16,22h5.8L13.9,10.5L13.9,10.5z M11.5,13.2l-0.8-1.1 L4.6,3.3h2.7l5,7.1l0.8,1.1l6.5,9.2h-2.7L11.5,13.2L11.5,13.2z"></path></svg></a></li><li class="nRhiJb-KKXgde"><a class="nRhiJb-ARYxNe" href="https://www.youtube.com/googlecloud" target="_blank" rel="noopener" track-name="youtube"track-type="social link"track-metadata-position="footer"track-metadata-eventdetail="www.youtube.com/googlecloud"track-metadata-module="footer"track-metadata-module_headline="follow us"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c nRhiJb-Bz112c-OWXEXe-DX2B6" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M23.74 7.1s-.23-1.65-.95-2.37c-.91-.96-1.93-.96-2.4-1.02C17.04 3.47 12 3.5 12 3.5s-5.02-.03-8.37.21c-.46.06-1.48.06-2.39 1.02C.52 5.45.28 7.1.28 7.1S.04 9.05 0 10.98V13c.04 1.94.28 3.87.28 3.87s.24 1.65.96 2.38c.91.95 2.1.92 2.64 1.02 1.88.18 7.91.22 8.12.22 0 0 5.05.01 8.4-.23.46-.06 1.48-.06 2.39-1.02.72-.72.96-2.37.96-2.37s.24-1.94.25-3.87v-2.02c-.02-1.93-.26-3.88-.26-3.88zM9.57 15.5V8.49L16 12.13 9.57 15.5z"></path></svg></a></li><li class="nRhiJb-KKXgde"><a class="nRhiJb-ARYxNe" href="https://www.linkedin.com/showcase/google-cloud" target="_blank" rel="noopener" track-name="linkedin"track-type="social link"track-metadata-position="footer"track-metadata-eventdetail="www.linkedin.com/showcase/google-cloud"track-metadata-module="footer"track-metadata-module_headline="follow us"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c nRhiJb-Bz112c-OWXEXe-DX2B6" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M20 2H4c-1.1 0-1.99.9-1.99 2L2 20c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V4c0-1.1-.9-2-2-2zM8 19H5v-9h3v9zM6.5 8.31c-1 0-1.81-.81-1.81-1.81S5.5 4.69 6.5 4.69s1.81.81 1.81 1.81S7.5 8.31 6.5 8.31zM19 19h-3v-5.3c0-.83-.67-1.5-1.5-1.5s-1.5.67-1.5 1.5V19h-3v-9h3v1.2c.52-.84 1.59-1.4 2.5-1.4 1.93 0 3.5 1.57 3.5 3.5V19z"></path></svg></a></li><li class="nRhiJb-KKXgde"><a class="nRhiJb-ARYxNe" href="https://www.instagram.com/googlecloud/" target="_blank" rel="noopener" track-name="instagram"track-type="social link"track-metadata-position="footer"track-metadata-eventdetail="www.instagram.com/googlecloud/"track-metadata-module="footer"track-metadata-module_headline="follow us"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c nRhiJb-Bz112c-OWXEXe-DX2B6" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M12,0 C15.3,0 15.7,0 17,0 C18.3,0.1 19.1,0.3 19.9,0.6 C20.7,0.9 21.3,1.3 22,2 C22.7,2.7 23.1,3.4 23.3,4.2 C23.6,5 23.8,5.8 23.9,7.1 C24,8.3 24,8.7 24,12 C24,15.3 24,15.7 23.9,16.9 C23.8,18.2 23.6,19 23.3,19.8 C23,20.6 22.6,21.2 21.9,21.9 C21.3,22.6 20.6,23 19.8,23.3 C19,23.6 18.2,23.8 16.9,23.9 C15.7,24 15.3,24 12,24 C8.7,24 8.3,24 7,24 C5.7,23.9 4.9,23.7 4.1,23.4 C3.3,23.1 2.7,22.7 2,22 C1.3,21.3 0.9,20.6 0.7,19.8 C0.4,19 0.2,18.2 0.1,16.9 C0,15.7 0,15.3 0,12 C0,8.7 0,8.3 0.1,7.1 C0.1,5.8 0.3,4.9 0.6,4.1 C0.9,3.4 1.3,2.7 2,2 C2.7,1.3 3.4,0.9 4.1,0.6 C4.9,0.3 5.8,0.1 7.1,0.1 C8.3,0 8.7,0 12,0 Z M12,2.2 C8.8,2.2 8.4,2.2 7.2,2.2 C6,2.3 5.3,2.5 4.9,2.6 C4.4,2.9 4,3.1 3.5,3.5 C3.1,3.9 2.8,4.3 2.6,4.9 C2.5,5.3 2.3,6 2.3,7.2 C2.2,8.4 2.2,8.8 2.2,12 C2.2,15.2 2.2,15.5 2.3,16.8 C2.3,17.9 2.5,18.6 2.7,19 C2.9,19.6 3.2,20 3.6,20.4 C4,20.8 4.4,21.1 5,21.3 C5.4,21.5 6,21.6 7.2,21.7 C8.4,21.8 8.8,21.8 12,21.8 C15.2,21.8 15.5,21.8 16.8,21.7 C17.9,21.7 18.6,21.5 19,21.3 C19.6,21.1 20,20.8 20.4,20.4 C20.8,20 21.1,19.6 21.3,19 C21.5,18.6 21.6,18 21.7,16.8 C21.8,15.6 21.8,15.2 21.8,12 C21.8,8.8 21.8,8.5 21.7,7.2 C21.7,6.1 21.5,5.4 21.3,5 C21.1,4.4 20.8,4 20.4,3.6 C20,3.2 19.6,2.9 19,2.7 C18.6,2.5 18,2.4 16.8,2.3 C15.6,2.2 15.2,2.2 12,2.2 Z M12,5.8 C15.4,5.8 18.2,8.6 18.2,12 C18.2,15.4 15.4,18.2 12,18.2 C8.6,18.2 5.8,15.4 5.8,12 C5.8,8.6 8.6,5.8 12,5.8 Z M12,16 C14.2,16 16,14.2 16,12 C16,9.8 14.2,8 12,8 C9.8,8 8,9.8 8,12 C8,14.2 9.8,16 12,16 Z M18.4,7 C17.6268014,7 17,6.37319865 17,5.6 C17,4.82680135 17.6268014,4.2 18.4,4.2 C19.1731986,4.2 19.8,4.82680135 19.8,5.6 C19.8,6.37319865 19.1731986,7 18.4,7 Z"></path></svg></a></li><li class="nRhiJb-KKXgde"><a class="nRhiJb-ARYxNe" href="https://www.facebook.com/googlecloud/" target="_blank" rel="noopener" track-name="facebook"track-type="social link"track-metadata-position="footer"track-metadata-eventdetail="www.facebook.com/googlecloud/"track-metadata-module="footer"track-metadata-module_headline="follow us"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c nRhiJb-Bz112c-OWXEXe-DX2B6" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M20 2H4c-1.1 0-1.99.9-1.99 2L2 20c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V4c0-1.1-.9-2-2-2zm-1 2v3h-2c-.55 0-1 .45-1 1v2h3v3h-3v7h-3v-7h-2v-3h2V7.5C13 5.57 14.57 4 16.5 4H19z"></path></svg></a></li></ul></div></section></section><section class="nRhiJb-hlZHHf rtKYfe"><div class="nRhiJb-vQnuyc UXgbsb"><a class="ZOs9zc" href="https://cloud.google.com/" title="Google Cloud" track-name="google"track-type="footer link"track-metadata-position="footer"track-metadata-eventdetail="cloud.google.com/"track-metadata-module="footer"><svg class="nRhiJb-vQnuyc-RJLb9c" viewBox="0 0 64 64" role="presentation" aria-hidden="true" width="40" height="40"><path d="M40.37 20.29L42.3333 20.3267L47.67 14.99L47.93 12.73C43.69 8.95667 38.11 6.66 32 6.66C20.9367 6.66 11.6067 14.1833 8.84 24.3833C9.42334 23.98 10.6667 24.28 10.6667 24.28L21.3333 22.5267C21.3333 22.5267 21.8867 21.62 22.1567 21.6767C24.5967 19.0067 28.1067 17.3267 32 17.3267C35.1667 17.3267 38.08 18.44 40.37 20.29Z" fill="#ea4335"/><path d="M55.1667 24.3967C53.93 19.8233 51.37 15.79 47.9267 12.7267L40.3667 20.2867C43.3933 22.7333 45.3333 26.4733 45.3333 30.66V31.9933C49.01 31.9933 52 34.9833 52 38.66C52 42.3367 49.01 45.3267 45.3333 45.3267H32L30.6667 46.6667V54.6667L32 55.9933H45.3333C54.89 55.9933 62.6667 48.2167 62.6667 38.66C62.6667 32.75 59.6933 27.5267 55.1667 24.3967Z" fill="#4285f4"/><path d="M18.6667 55.9933H31.99V45.3267H18.6667C17.6867 45.3267 16.76 45.11 15.92 44.7267L14 45.3167L8.66 50.6567L8.19334 52.46C11.1033 54.6733 14.7333 55.9933 18.6667 55.9933Z" fill="#34a853"/><path d="M18.6667 21.3267C9.11 21.3267 1.33334 29.1033 1.33334 38.66C1.33334 44.2867 4.03 49.2967 8.2 52.4633L15.93 44.7333C13.6167 43.6867 12 41.36 12 38.66C12 34.9833 14.99 31.9933 18.6667 31.9933C21.3667 31.9933 23.6933 33.61 24.74 35.9233L32.47 28.1933C29.3033 24.0233 24.2933 21.3267 18.6667 21.3267Z" fill="#fbbc05"/></svg></a></div><ul class="nRhiJb-hlZHHf-PLDbbf nRhiJb-di8rgd-ZGNLv AXb5J" role="list"><li class="glue-footer__global-links-list-item"><a class="nRhiJb-Fx4vi " href="https://cloud.google.com/" track-name="google cloud"track-type="footer link"track-metadata-position="footer"track-metadata-eventdetail="cloud.google.com/"track-metadata-module="footer">Google Cloud</a></li><li class="glue-footer__global-links-list-item"><a class="nRhiJb-Fx4vi " href="https://cloud.google.com/products/" track-name="google cloud products"track-type="footer link"track-metadata-position="footer"track-metadata-eventdetail="cloud.google.com/products/"track-metadata-module="footer">Google Cloud Products</a></li><li class="glue-footer__global-links-list-item"><a class="nRhiJb-Fx4vi " href="https://myaccount.google.com/privacypolicy?hl=en-US" target="_blank" track-name="privacy"track-type="footer link"track-metadata-position="footer"track-metadata-eventdetail="myaccount.google.com/privacypolicy?hl=en-US"track-metadata-module="footer">Privacy</a></li><li class="glue-footer__global-links-list-item"><a class="nRhiJb-Fx4vi " href="https://myaccount.google.com/termsofservice?hl=en-US" target="_blank" track-name="terms"track-type="footer link"track-metadata-position="footer"track-metadata-eventdetail="myaccount.google.com/termsofservice?hl=en-US"track-metadata-module="footer">Terms</a></li><li aria-hidden="true" class="glue-footer__global-links-list-item"><a aria-hidden="true" role="button" tabindex="0" class="nRhiJb-Fx4vi glue-footer__link glue-cookie-notification-bar-control" href="#" target="_blank" track-name="cookies management controls"track-type="footer link"track-metadata-position="footer"track-metadata-eventdetail="#"track-metadata-module="footer">Cookies management controls</a></li></ul><ul class="nRhiJb-hlZHHf-PLDbbf nRhiJb-hlZHHf-PLDbbf-OWXEXe-hOedQd nRhiJb-di8rgd-ZGNLv qkxr1" role="list"><li class="glue-footer__global-links-list-item nRhiJb-hlZHHf-PLDbbf-rymPhb-ibnC6b-OWXEXe-hOedQd"><a class="nRhiJb-Fx4vi" href="https://support.google.com" target="_blank" track-name="help"track-type="footer link"track-metadata-position="footer"track-metadata-eventdetail="support.google.com"track-metadata-module="footer"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-xgZe3c nRhiJb-Bz112c-OWXEXe-yePe5c-h9d3hd" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M12 2C6.48 2 2 6.48 2 12s4.48 10 10 10 10-4.48 10-10S17.52 2 12 2zm1 17h-2v-2h2v2zm2.07-7.75l-.9.92C13.45 12.9 13 13.5 13 15h-2v-.5c0-1.1.45-2.1 1.17-2.83l1.24-1.26c.37-.36.59-.86.59-1.41 0-1.1-.9-2-2-2s-2 .9-2 2H8c0-2.21 1.79-4 4-4s4 1.79 4 4c0 .88-.36 1.68-.93 2.25z"></path></svg>Help</a></li><li class="glue-footer__global-links-list-item nRhiJb-hlZHHf-PLDbbf-rymPhb-ibnC6b-OWXEXe-hOedQd"><select jsaction="change:xU0iy" aria-label="Change language" class="nRhiJb-CL4aqd-j4gsHd"><option value="" selected disabled hidden>Language</option><option value="en" selected>‪English‬</option><option value="de">‪Deutsch‬</option><option value="fr">‪Français‬</option><option value="ko">‪한국어‬</option><option value="ja">‪日本語‬</option></select></li></ul></section></footer></footer>