Google Cloud Database: The Right Service for Your Workloads
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February28,2021 Topics: CloudVolumesONTAP DatabaseGoogleCloudElementary10minuteread GoogleCloudPlatform(GCP)providesawiderangeofcomputingresources,includingdatabaseservices.GCPoffersthreetypesofreferencearchitecturesforglobaldatadistribution—hybrid,multicloud,andregionaldistribution.WhenchoosingaGoogledatabaseservice,youshouldtakethesearchitecturesintoconsideration. Inthispost,we’llexplaindatadistributioninGCP,andprovideanoverviewofpopularGoogleclouddatabaseservices,includingkeyconsiderationswhenassessingandchoosingaservice.We’llalsoshowhowNetAppCloudVolumesONTAPcanhelpcentralizeandsimplifythemanagementofGoogleclouddatabaseresources. Thisispartofourseriesofcomprehensiveguidesoncloudstoragetechnology. Inthisarticle,youwilllearn: DeployingDatabasesonGoogleCloud:Single,Hybrid,andMulticloud Top7Googleclouddatabaseservices HowtochooseaGoogleclouddatabase GoogleclouddatabasemanagementwithCloudVolumesONTAP DeployingDatabasesonGoogleCloud:SingleCloud,Hybrid,andMulticloudDeployment GoogleCloudPlatform(GCP)supportsthreeprimarydeploymentmodels:singlecloud,hybrid,andmulticloud. SingleCloudDeployment ThesimplestdeploymentmodelistodeploydatabasesonGoogleCloudonly,via: CreatingofnewclouddatabasesonGoogle “Liftandshift”ofexistingworkloadsfromon-premisetothecloud,anddiscontinuingtheon-premisedatabaseresources HybridDeployment:GoogleCloudandOn-PremisesResources Hybriddeploymentsareusefulwhenyouhaveapplicationsinthecloudthatneedtoaccesson-premisesdatabasesorviceversa.Forexample,ifyouareperformingmarketinganalyticson-premisesandneedtoaccesscustomerdatabaseshostedinthecloud. Therearethreeprimaryconsiderationsfordeploymentadatabaseinahybridmodel-withsomedataonGoogleCloudandsomeon-premises: Masterdatabase—youneedtodecidewhetheryourmasterdatabaseisstoredon-premisesorinthecloud.Ifyouchoosethecloud,GCPresourcescanactasadatahubforon-premisesresources.Ifyouchooseon-premises,yourin-houseresourcescansyncdatatothecloudforremoteuseorbackup.Thiscanenableyoutomaintainmirroreddatabases,providingafailoverincaseofdisaster. Managedservices—theseservicesareonlyavailableforresourcesinthecloud.Ifyouneedtouseahybridapplicationwithyourdata,youmaynotbeabletoaccessmanagedservicesforthatapplication.Forexample,ifyouarecreatingahybridclouddatabase,youcannotfullybenefitsinceyouron-premisesresourcesaren’tmanaged.Theseservicesincludescalability,redundancy,andautomatedbackups.Youcan,however,usethird-partymanagedservices. Portability—thetypeofdatastoreyouchooseaffectstheportabilityofyourdata.Toensurethatdatacanbetransferredreliably,andthatconfigurationandadministrationareconsistent,youneedtoconsideracross-platformstore,suchasMySQL.Usinghomogeneousdatabaseson-premisesandinthecloudensuresthatyoudonothavetoreformatorreschemedata.Thisenablesyoutoeasilytransferitasneeded. ThefollowingdiagramillustratesanexampleofahybridarchitecturewithGoogleCloudandon-premisessystems. Imagesource MulticloudDeployment:GoogleCloudandOtherCloudProviders MulticlouddeploymentsenableyoutocombinedatabasesdeployedonGoogleCloudwithdatabaseservicesfromothercloudproviders.Thiscanhelpyoucreatemultiplefail-safes,moreeffectivelydistributeyourdatabase,ortakeadvantageofawiderarrayofproprietarycloudfeatures. Whenconsideringamulticlouddeploymentyoushouldbeawareofthefollowing: Integration—itisimportanttoensurethatclientsystemscansmoothlyaccessdatabases,regardlessofthecloudtheyaredeployedon.Youcanuseopen-sourceclientlibrariestomakedatabasesseamlesslyavailableacrossclouds,suchasjclouds(seetheJDBCguide). Databasemigration—withmultiplecloudproviders,youmayneedtomigratedatabetweenclouds.TomigratedatabasesintoGCP,youwillneedtousedatabasereplicationtoolsorexport/importprocesses.ThereareseveralGoogleCloudmigrationtoolsyoucanusetomigratedataintoGoogleCloud,suchastheGoogleStorageTransferservice. ThefollowingdiagramillustratesamulticlouddeploymentinvolvingGCPandanotherpubliccloudprovider. Imagesource GoogleCloudDatabaseServices GCPoffersseveralGoogleClouddatabaseservicesyoucanchoosefrom.Belowisanintroductiontoeach. CloudSQL CloudSQLisafullymanaged,relationalGoogleClouddatabaseservicethatiscompatiblewithSQLServer,MySQL,andPostgreSQL.Itincludesfeaturesforautomatedbackups,datareplication,anddisasterrecoverytoensurehighavailabilityandresilience.YoucanintegratethisservicewithComputeEngine,AppEngine,BigQuery,andKubernetes. CommonusecasesforCloudSQLinclude: Liftandshiftofon-premiseSQLdatabasestothecloud Large-scaleSQLdataanalytics Supportingcontentmanagementsystem(CMS)datastorageandscalability ManagingdatabasesusingInfrastructureasCode(IaC) Developmentanddeploymentofcontainerizedapplicationsandmicroservices CloudSpanner CloudSpannerisanotherfullymanaged,relationalGoogleClouddatabaseservice.ItdiffersfromCloudSQLbyfocusingonenablingyoutocombinethebenefitsofrelationalstructureandnon-relationalscalability.Itprovidesstrongconsistencyacrossrowsandhigh-performanceoperations.Itincludesfeaturesforautomaticreplication,built-insecurity,andmulti-languagesupport. UsecasesforCloudSpannerinclude: Supplychainmanagementandmanufacturing Financialtrading,analysis,andprediction Logisticsandtransportation BigQuery BigQueryisafullymanaged,serverlessdatawarehouse.YoucanuseittoperformdataanalysesviaSQLandquerystreamingdata.Thisserviceincludesabuilt-inDataTransferServicetohelpyoumigratedatafromon-premisesresources,includingTeradata. BigQueryincludesfeaturesformachinelearning,businessintelligence,andgeospatialanalysis.ThesefeaturesareprovidedthroughBigQueryML,BIEngine,andGIS. UsecasesforBigQueryinclude: Processanalyticsandoptimization Bigdataprocessingandanalytics Machinelearning-basedbehavioralanalyticsandpredictions Datawarehousemodernization CloudBigtable CloudBigtableisafullymanagedNoSQLGoogleClouddatabaseservice.Itisdesignedforlargeoperationalandanalyticsworkloads.CloudBigtableincludesfeaturesforhighavailability,zero-downtimeconfigurationchanges,andsub-10mslatency.Youcanintegrateitwithavarietyoftools,includingApachetoolslikeHadoop,TensorFlow,andGoogleCloudserviceslikeBigQuery. UsecasesforCloudBigtableinclude: Financialanalysisandprediction Internetofthings(IoT)dataingestion,processing,andanalytics Marketingapplications,includinghyperpersonalization CloudFirestore CloudFirestoreisafullymanaged,serverlessNoSQLGoogleClouddatabasedesignedforthedevelopmentofserverlessapps.Youcanuseittostore,sync,andquerydataforweb,mobile,andIoTapplications.Itincludesfeaturesforofflinesupport,livesynchronization,andbuilt-insecurity.YoucanintegrateFirestorewithFirebase,GCP’smobiledevelopmentplatform,foreasierappcreationandmanagement. UsecasesforCloudFirestoreinclude: Mobileandwebapplicationswithbothonlineandofflinecapabilities Multi-user,collaborativeapplications Real-timeanalytics Socialmediaapplications Gamingforumsandleaderboards FirebaseRealtimeDatabase RealtimeDatabaseisaNoSQLGoogleClouddatabasethatispartoftheFirebaseplatform.Itenablesyoutostoreandsyncdatainreal-timeandincludescachingcapabilitiesforofflineuse.RealtimeDatabasealsoenablesyoutoimplementdeclarativeauthentication,matchingusersbyidentityorpatternmatching.Itincludesmobileandwebsoftwaredevelopmentkits(SDKs)foreasierandfasterappdevelopment. UsecasesforFirebaseRealtimeDatabaseinclude: Developmentofappsthatworkacrossdevices Adoptimizationandpersonalization Third-partypaymentprocessing Integrationofmachinelearning CloudMemorystore CloudMemorystoreisafullymanaged,in-memoryGoogleClouddatastore.Itisdesignedtobesecure,highlyavailable,andscalable.CloudMemorystoreenablesyoutocreateapplicationcacheswithsub-millisecondlatencyfordataaccess.ItiscompatiblewithMemcachedandRedisprotocols. UsecasesforCloudMemorystoreinclude: Liftandshiftmigrationofapplications Machinelearningapplications Real-timeanalytics Lowlatencydatacachingandretrieval HowtoChooseaGoogleCloudDatabaseService EvenafteryouexploreyourdatabaseoptionsinGoogleCloud,decidingwhicharetherightoptionsforyoucanbeachallenge. Whenconsideringyouroptions,keepinmindthatmanyorganizationsneedandcanbenefitfromusingmultipleservices.Thisenablesyoutooptimizeyourimplementationsaccordingtodatabasecapabilities,ratherthantryingtoadaptadatabaseservicetofitallneeds. CloudSQLCloudSQLisagoodoptionwhenyouneedrelationaldatabasecapabilitiesbutdon’tneedstoragecapacityover10TBormorethan4000concurrentconnections.Youalsoneedtobeskilledaton-premisemanagement. CloudSpannerCloudSpannerisagoodoptionwhenyouplantouselargeamountsofdata(morethan10TB)andneedtransactionalconsistency.Itisalsogoodifyouwanttouseshardingforhigherthroughputandaccessibility. IfyouknoworthinkthatyoumighteventuallyneedtobeabletohorizontallyscaleyourGoogleClouddatabase,CloudScannerisabetteroptionthanCloudSQL.IfyoustartwithCloudSQLandneedtoeventuallymovetoCloudSpanner,bepreparedtore-writeyourapplicationinadditiontomigratingyourdatabase. CloudFirestore/DatastoreCloudFirestoreorDatastorearegoodoptionswhenyouplantofocusonappdevelopmentandneedlivesynchronizationandofflinesupport. IfyouneedtostoreunstructureddatainJSONdocuments,CloudDatastoreistherecommendedoption.Thisisincomparisontoifyouneedtostorestructureddata,inwhichcaseCloudSpannerisrecommended. Anadditionalfactortoconsideriswhetheryouneedatomicity,consistency,isolation,durability(ACID)compliance.Ifso,youneedtochooseCloudSpannersinceCloudDatastoreonlyoffersatomicanddurabletransactions. CloudBigtableCloudBigtableisagoodoptionifyouareusinglargeamountsofsinglekeydata.Inparticular,itisgoodforlow-latency,highthroughputworkloads. Ifyouneedtoperformsingle-regionanalytics,CloudBigtableispreferredoverCloudSpanner.However,ifyouneedmulti-regionaloperations,CloudSpanneristherecommendedsolution.Forexample,CloudBigtableisagoodoptionforatimeseriesappcreatedforDevOpsmonitoring.Meanwhile,CloudSpanneristherecommendedoptionforaninfrastructuremonitoringplatformdesignedforsoftwareasaservice(SaaS)offering. CloudMemorystoreCloudMemorystoreisagoodoptionifyouareusingkey-valuedatasetsandyourprimaryconcernistransactionlatency. Ifyoudonotneeddisk-baseddatapersistenceandareonlyusingtheserviceforcaching,CloudMemorystoreshouldbeyourchoice.However,ifyouareconcernedaboutissueslikecachetodatabaseconsistencyorstreamprocessing,youshouldchooseCloudBigtable.Likewise,anytimethatyourvolumeofdataistoobigtofitintomemory,CloudMemorystoreisnotthebestoptionforyou. GoogleCloudDatabaseManagementwithCloudVolumesONTAP NetAppCloudVolumesONTAP,theleadingenterprise-gradestoragemanagementsolution,deliverssecure,provenstoragemanagementservicesonAWS,AzureandGoogleCloud.CloudVolumesONTAPsupportsuptoacapacityof368TB,andsupportsvarioususecasessuchasfileservices,databases,DevOpsoranyotherenterpriseworkload,withastrongsetoffeaturesincludinghighavailability,dataprotection,storageefficiencies,Kubernetesintegration,andmore. Inparticular,CloudVolumesONTAPhelpsinaddressingdatabaseworkloadschallengesinthecloud,andfillingthegapbetweenyourcloud-baseddatabasecapabilitiesandthepubliccloudresourcesitrunson. LearnmoreaboutGoogleCloudDatabase CloudFirestore:AnIn-DepthLook CloudFirestoreenablesyoutostorewebandmobileapplicationsdata,inGoogleCloudPlatform(GCP).YoucanleverageCloudFirestoreforrealtimesynchronizationbetweenclientapplications,byusinglisteners. ThisarticleexplainswhatCloudFirestoreis,howitworks,andnotesthedifferencesbetweenCloudFirestoreandRealtimeDatabase.IncludingbestpracticesforCloudFirestoreimplementations. Readmore:CloudFirestore:AnIn-DepthLook. 8TypesofGoogleCloudAnalytics:HowtoChoose? GoogleCloudAnalyticsservicesprovidevariouscapabilitiesyoucanusetoleveragedatatoimprovecustomerexperienceanddemocratizetheuseofdataacrossvariouscollaborators.LearnhowtobuildefficientarchitectureswhileusingGoogleservices.Readmore:8TypesofGoogleCloudAnalytics:HowtoChoose? UnderstandingGoogleCloudHighAvailability Highavailabilityprovidesaconsistentlevelofuptime,ensuringworkloadsexperienceminimalfailure.InGCP,thisisachievedbyleveraging24regionsand73availabilityzonesandaComputeEngine. Readmore:UnderstandingGoogleCloudHighAvailability. GoogleCloudMySQL:TheCompleteGuide ThereareseveralwaystorunMySQLonGoogleCloud.YoucanuseGoogleCloudSQL,whichisamanagedGoogleCloudservice.Alternatively,youcanuseaGoogleCloudMarketplaceimagetoinstallMySQLonaComputeEngineinstance.ItisalsopossibletomanuallyinstallMySQLonComputeEngine.Thisarticleprovidesanin-depthlookatthesethreedeploymentsoptions.Readmore:GoogleCloudMySQL:TheCompleteGuide GoogleCloudPostgreSQL:ManagedorSelfManaged? GoogleCloudPostgreSQLisafullymanagedGoogleClouddatabaseservice,whichallowsyoutoautomaticallyprovisionandmanagePostgreSQLdatabaseinstances.LearnabouttheGoogleCloudPostgreSQLmanagedservice,andtheprosandconsofmanagedvs.self-managedPostgreSQLonGoogleCloud.Readmore:GoogleCloudPostgreSQL:ManagedorSelfManaged? GoogleCloudBigData:BuildingYourBigDataArchitectureonGCP TheGoogleCloudPlatformprovidesmultipleservicesthatsupportbigdatastorageandanalysis.PossiblythemostimportantisBigQuery,ahighperformanceSQL-compatibleenginethatcanperformanalysisonverylargedatavolumesinseconds.LearnhowGoogleCloudBigDataservicescanhelpyoubuildarobustbigdatainfrastructure.Readmore:GoogleCloudBigData:BuildingYourBigDataArchitectureonGCP. GoogleCloudNoSQL:Firestore,Datastore,andBigtable Google’scloudplatform(GCP)offersawidevarietyofdatabaseservices.Ofthese,itsNoSQLdatabaseservicesareuniqueintheirabilitytorapidlyprocessverylarge,dynamicdatasetswithnofixedschema.LearnaboutthebigthreeGoogleCloudNoSQLofferings,providinghighperformancedataaccessforwebapplications,mobileapplications,andhugescaledatasets.Readmore:GoogleCloudNoSQL:Firestore,Datastore,andBigtable. GoogleCloudDataLake:4PhasesoftheDataLakeLifecycle Adatalakeisacentralrepositorydesignedtostore,process,andprotectlargevolumesofstructured,semi-structuredandunstructureddata.Youcanstorethedatainitsnativeformatanduseavarietyofdatawithoutconsideringsizelimitations.LearnaboutthefourphasesinaGoogleClouddatalakelifecycle,andthetoolsandservicesGoogleprovidesforimplementingthem.Readmore:GoogleCloudDataLake:4PhasesoftheDataLakeLifecycle. GoogleCloudSQL:MySQL,PostgresandMSSQLonGoogleCloud GoogleCloudSQLisamanageddatabaseservicethatallowsyoutorunMicrosoftSQLServer,MySQL,andPostgreSQLonGoogleCloud.Theserviceprovidesreplication,automatedbackups,andfailovertoensurehigh-availabilityandresilience.Inaddition,itprovidesaneasyandfastwaytodeployandoperateanSQLdatabaseinyourcloud.ThispostintroducestheGoogleCloudSQLservice,explainsthefeaturesthatGoogleprovidesforeachtypeofdatabase,thecosts,andhowtostartyourfirstdatabase.ReadmoreGoogleCloudSQL:MySQL,PostgresandMSSQLonGoogleCloud. GoogleCloudSQLPricing,andLimits:ACheatsheetforCostOptimization GoogleCloudSQLisadatabaseservicethatoffersmanagedversionsofSQLServer,MySQL,andPostgreSQL.Thisservicecanprovidesignificantbenefitsoveron-premisesimplementations.However,beforesigningup,youshouldconsiderbothpricinganditslimitations.ThisarticleexplainsthevariouspricingbreakdownsofSQLdatabaseservicesinGoogleCloud,coversthelimitationsofGoogleCloudSQL,andhighlightshowyoucanoptimizecostswithCloudVolumesONTAP.Readmore:GoogleCloudSQLPricing,andLimits:ACheatsheetforCostOptimization ShouldYouStillBeUsingGoogleCloudDatastore? GoogleCloudDatastoreisahighlyscalable,managedNoSQLdatabasehostedontheGoogleCloudPlatform.GooglehasreleasedFirestore,anewversionofDatastorewithseveralimprovementsandadditionalfeatures.Infuture,existingDatastoredatabaseswillbeautomaticallyupgradedtoFirestore.Readmore:ShouldYouStillBeUsingGoogleCloudDatastore? SeeOurAdditionalGuidesonKeyCloudStorageTopics Wehaveauthoredin-depthguidesonseveralothertopicsthatcanalsobeusefulasyouexploretheworldofcloudstorage. CloudFileSharing Filesharessupportsomeofthemostimportantworkloadsthatenterprisebusinessesrelyon,andtheresourcesofthepubliccloudhavecreatedinterestingnewpossibilities.Everymajorpubliccloudprovidernowoffersitsowncloudfilesharingservice,eachwithitsowntargetworkloadsandconsiderations.Butnoteveryenterprisewillfindwhatthey’relookingforinafullymanaged,all-cloudservice. Seetoparticlesinourcloudfilesharingguide: FileShareServiceChallengesintheCloud CloudFileSharingServices:Open-SourceSolutions CloudAvailabilityNightmaresandHowtoAvoidTheminCloudFileSharing MulticloudStorage Multicloudstrategiesarebecomingmorepopularasorganizationsseektooptimizetheircloudservicesanddeployments.Thesestrategiescanhelpyoupreventvendorlock-in,increaseyourflexibility,andhelpyouoptimizecosts. Thisguideexplainswhatmulticloudstorageis,howitworks,whatit’susedfor,thecorerequirementsforthisstorage,andhowCloudVolumesONTAPsupportsit. Seetoparticlesinourmulticloudstorageguide: OneCloudOutofMany:WhyEnterprisesAreTurningtoMulticloudandHybridCloudArchitectures MulticloudArchitecture:Partitioned,CloudBurstandDR MulticloudDeployment:CreatingaPlanWithCloudVolumesONTAP AWSDatabaseServices AWSoffersarangeofdatabaseservicesandsupporttotryandmeetallitsclientsneeds.ManyoftheseservicesarefullymanagedtohelpreduceyourITworkloadandenableyoutostoreandusedataassimplyaspossible. ThisguideexplainswhatAWSdatabasesupportisavailable,whatdatabaseservicesareavailable,andhowyoucanmigrateyourdatabasestoAWS. SeetoparticlesinourAWSdatabaseservicesguide: AWSDatabaseasaService:DBaaSTypesandCaseStudies SQLServerinAWS:ManagedServicevsManagedStorage AWSOracleRDS:RunningYourFirstOracleDatabaseonAmazon AWSSnapshotsforAmazonEBS Snapshotsareacommonmethodfornativelybackingupclouddataandservices.Thismethodenablesyoutosavepointintimebackupswhichcanberestoredwhenneeded. Thisguideexplainswhattypesofstoragesnapshotsareavailable,whatAWSsnapshotsare,andhowtouseAWSsnapshots. SeetoparticlesinourAWSsnapshotsguide: AzureandAWSSnapshotsDeepDive:CloudVolumesSnapshots SnapshotsDeepDive:AWSSnapshotsandAzureSnapshots UnderstandingAWSSnapshotPricing:DataTransferandStorageCosts AzureBackup Azureprovidesawidevarietyofservicestoitsuserstohelpyoumanageyourclouddataandservicesreliably.AzureBackupisonesuchservicethatcanhelpprovidedatalossprotectionandpeaceofmind. ThisguideexplainswhatAzureBackupisandhowtouseittobackupyourAzuredata. SeetoparticlesinourAzureBackupguide: StorageOptionsforLowerAzureStorageCostsandAzureBackupCosts The5Enterprise-GradeAzureFeaturesYouNeedtoKnowAbout:AzureBackup,Security,andMore UsingAzureBackupServertoBackupWorkloadsandFilestoAzure AzureFileStorage StoringfiledatainAzureissimplethroughAzureFileStorageservice.Thisserviceenablesyoutostorefilesacrosscloudandon-premisesresources,enablingyoutoflexiblyandsecurelysharedataandworkflows. ThisguideexplainswhatAzureFileStorageis,commonusecasesforFiles,managementconceptsandcomponentsoftheservice,howdataisaccessedandthearchitectureoftheservice,andsomebestpracticesforsecuringyourdata. SeetoparticlesinourAzurefilestorageguide: FileStorageonAzure WhyShouldYouMigrateDatabasestoAzure? AzureStorage:BehindtheScenes GoogleCloudStorage GoogleCloudoffersavarietyofstorageoptionsforyoutochoosefrom.Theseservicesformthebaseofmanyotherservicesinthecloudandunderstandingwhatyouroptionsarecanhelpyoumanageyourcloudmoreefficiently. ThisguideexplainswhatGoogleCloudStorageoptionsexistandtheircommonuses. SeetoparticlesinourGoogleCloudstorageguide: CloudFileSharingServices:GoogleCloudFilestore GoogleCloudStorageEncryption:KeyManagementinGoogleCloud GoogleCloudStoragePricing:GettheBestBangforYourBuckets GoogleCloudDatabaseServices GoogleCloud’sspecialtyisflexibilityandintegrationofservicesandthisextendstoitsdatabaseservices.InGoogleCloudyouhaveawidevarietyofdatabasedeployments,models,andsupporttochoosefrom. Thisguideexplainsyouroptionsfordeployingdatabasesinthecloud,whatGoogleClouddatabaseservicesareavailable,andhowtochoosetherightserviceforyou. SeetoparticlesinourGoogleClouddatabaseguide: GoogleCloudSQL:MySQL,PostgresandMSSQLonGoogleCloud SQLServeronGoogleCloud:ManagedServiceVs.ManagedStorage GoogleCloudSQLPricing,Quotas,andLimits:ACheatsheetforCostOptimization KubernetesStorage SoftwaredevelopersandDevOpsengineersarepackagingapplicationsintolightweightunitscalledcontainers.Kuberneteshelpsmanageandscalecontainersacrossclustersofphysicalmachines. Inthisenvironment,Kubernetesstoragebecomesasignificantchallenge.Bydefault,containersareephemeral,meaningthatanytransientdataonthecontainerislostwhenitshutsdown.However,Kubernetesprovidesseveraloptionsforpersistentstorage. SeetoparticlesinourKubernetesguide: AnIntroductiontoKubernetes UnderstandingKubernetesPersistentVolumeProvisioning KubernetesPersistentStorage:Why,WhereandHow S3Storage LearnthebasicsofstoringdatainAmazonSimpleStorageService(S3),Amazon’sfirstcloudserviceandstilloneofitsmostpopular. S3Storage:TheCompleteGuide S3PricingMadeSimple:TheCompleteGuide AWSCertificationCheatSheetforAmazonS3 YifatPerry ProductMarketingLead - ©2022NetApp,Inc. HelpCenter ContactUs Careers Webinars Blog Notice Legal ServicesStatus CookieSettings /blog/gcp-cvo-blg-google-cloud-database-the-right-service-for-your-workloads Facebook Twitter Linkedin Instagram
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