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Prepare and test your skills
Advanced
Prepare and test your skills
Professional Data Engineer topics
383 topics, grouped by the exam domain each first appears under.
Designing data processing systems
- Access ApprovalGoogle Cloud service
- Access Context ManagerGoogle Cloud service
- Access TransparencyGoogle Cloud service
- Access Transparency logsConcept
- Apache IcebergConcept
- ApigeeGoogle Cloud service
- Artifact AnalysisGoogle Cloud service
- Artifact RegistryGoogle Cloud service
- Assured WorkloadsGoogle Cloud service
- authorized viewsGoogle Cloud feature
- Backup and DRGoogle Cloud service
- batch SQL translationGoogle Cloud feature
- BigQueryGoogle Cloud service
- BigQuery BI EngineGoogle Cloud service
- BigQuery Data Transfer ServiceGoogle Cloud service
- BigQuery MLGoogle Cloud service
- BigQuery OmniGoogle Cloud feature
- BigtableGoogle Cloud service
- Binary AuthorizationGoogle Cloud service
- catalogConcept
- Change Data CaptureConcept
- Cloud Audit LogsGoogle Cloud service
- Cloud BuildGoogle Cloud service
- Cloud Data FusionGoogle Cloud service
- Cloud Data Loss Prevention APIGoogle Cloud service
- Cloud EKMGoogle Cloud service
- Cloud External Key ManagerGoogle Cloud service
- Cloud HSMGoogle Cloud service
- Cloud InterconnectGoogle Cloud service
- Cloud Key Management ServiceGoogle Cloud service
- Cloud KMSGoogle Cloud service
- Cloud KMS AutokeyGoogle Cloud feature
- Cloud KMS CryptoKey Encrypter/DecrypterConcept
- Cloud Load BalancingGoogle Cloud service
- Cloud LoggingGoogle Cloud service
- Cloud MonitoringGoogle Cloud service
- Cloud SchedulerGoogle Cloud service
- Cloud SQLGoogle Cloud service
- Cloud StorageGoogle Cloud service
- Cloud VPNGoogle Cloud service
- clustered tablesGoogle Cloud feature
- CMEKGoogle Cloud feature
- column policiesGoogle Cloud feature
- Column-level access controlsGoogle Cloud feature
- Compute EngineGoogle Cloud service
- credential vendingGoogle Cloud feature
- cross-region read replicaGoogle Cloud feature
- customer-managed encryption keysConcept
- customer-supplied encryption keysGoogle Cloud feature
- Data CatalogGoogle Cloud service
- data encryption keyConcept
- data maskingGoogle Cloud feature
- data poisoningConcept
- data residencyConcept
- Database Migration ServiceGoogle Cloud service
- DataflowGoogle Cloud service
- Dataflow monitoring interfaceGoogle Cloud feature
- DataformGoogle Cloud service
- DataprocGoogle Cloud service
- DatastreamGoogle Cloud service
- de-identify templateConcept
- Deployment ManagerGoogle Cloud service
- Disable Automatic IAM Grants for Default Service AccountsGoogle Cloud feature
- discovery serviceGoogle Cloud feature
- domain restricted sharingGoogle Cloud feature
- Encryption at restConcept
- Error ReportingGoogle Cloud service
- extract, load, and transformConcept
- extract, transform, and loadConcept
- facade viewsConcept
- FilestoreGoogle Cloud service
- FirestoreGoogle Cloud service
- GKEGoogle Cloud service
- Google Cloud StorageGoogle Cloud service
- Google Kubernetes EngineGoogle Cloud service
- high availabilityGoogle Cloud feature
- IAMGoogle Cloud service
- iam.disableServiceAccountKeyCreationGoogle Cloud feature
- Identity and Access ManagementGoogle Cloud service
- Identity-Aware ProxyGoogle Cloud service
- infoTypeConcept
- inspection serviceGoogle Cloud feature
- inspection templateConcept
- instance templateGoogle Cloud feature
- interactive SQL translatorGoogle Cloud feature
- Key Access JustificationsGoogle Cloud service
- Knowledge CatalogGoogle Cloud service
- Lakehouse runtime catalogGoogle Cloud feature
- MACsecGoogle Cloud feature
- Managed AirflowGoogle Cloud service
- managed instance groupGoogle Cloud feature
- managed instance groupsGoogle Cloud feature
- Managed Service for Apache AirflowGoogle Cloud service
- Managed Service for Apache SparkGoogle Cloud service
- Managed Service for PrometheusGoogle Cloud service
- materialized viewsGoogle Cloud feature
- message storage policyGoogle Cloud feature
- migration agentGoogle Cloud feature
- ML.GENERATE_TEXT functionGoogle Cloud feature
- namespaceConcept
- organization policiesConcept
- Organization Policy ServiceGoogle Cloud service
- partitioned tablesGoogle Cloud feature
- perimeter bridgeGoogle Cloud feature
- policy tagsConcept
- Pub/SubGoogle Cloud service
- Recovery Point ObjectiveConcept
- Recovery Time ObjectiveConcept
- regional Persistent DiskGoogle Cloud feature
- Resource Location RestrictionGoogle Cloud feature
- Resource locations constraintGoogle Cloud feature
- Resource ManagerGoogle Cloud service
- Restrict TLS VersionsGoogle Cloud feature
- Sensitive Data ProtectionGoogle Cloud service
- service account keysConcept
- SLOConcept
- slotsConcept
- SpannerGoogle Cloud service
- startup scriptGoogle Cloud feature
- Storage Transfer ServiceGoogle Cloud service
- subset tablesConcept
- Transfer ApplianceGoogle Cloud service
- turbo replicationGoogle Cloud feature
- Vertex AIGoogle Cloud service
- Virtual Private CloudGoogle Cloud service
- VPC Service ControlsGoogle Cloud service
- WorkflowsGoogle Cloud service
- workload identity federationGoogle Cloud feature
Ingesting and processing the data
- ALTSGoogle Cloud feature
- Apache BeamGoogle Cloud service
- Application IntegrationGoogle Cloud service
- BigLakeGoogle Cloud feature
- BigQuery Storage APIGoogle Cloud feature
- BigQuery Storage Read APIGoogle Cloud service
- BigQuery Storage Write APIGoogle Cloud feature
- BigQuery StudioGoogle Cloud feature
- CI/CD pipelinesConcept
- Cloud ComposerGoogle Cloud service
- Cloud Data Loss PreventionGoogle Cloud service
- Cloud DeployGoogle Cloud service
- Cloud DNSGoogle Cloud service
- Cloud NATGoogle Cloud service
- Cloud NGFWGoogle Cloud service
- Cloud RouterGoogle Cloud service
- Cloud Run functionsGoogle Cloud service
- Dataflow Data PipelinesGoogle Cloud service
- Dataflow ShuffleGoogle Cloud feature
- Dataflow templatesGoogle Cloud feature
- Dead Letter QueueConcept
- deployment pipelineConcept
- envelope encryptionConcept
- Firewall InsightsGoogle Cloud feature
- Google Cloud ArmorGoogle Cloud service
- Google Cloud Pipeline Components SDKGoogle Cloud feature
- key ringConcept
- Key versionConcept
- LookerGoogle Cloud service
- MACsec for Cloud InterconnectGoogle Cloud feature
- Managed Service for Apache KafkaGoogle Cloud service
- Network Connectivity CenterGoogle Cloud service
- Network Intelligence CenterGoogle Cloud service
- Private Service ConnectGoogle Cloud service
- Pub/Sub subscriptionConcept
- Pub/Sub topicConcept
- release configurationGoogle Cloud feature
- Secret ManagerGoogle Cloud service
- Security Command CenterGoogle Cloud service
- Session windowsConcept
- Supply-chain Levels for Software ArtifactsConcept
- Vertex AI PipelinesGoogle Cloud feature
- Vertex AI TensorBoardGoogle Cloud service
- Vertex ML MetadataGoogle Cloud service
- VPC Flow LogsGoogle Cloud feature
- watermarkConcept
- worker service accountConcept
- workflow configurationGoogle Cloud feature
- workflow invocationConcept
Storing the data
- AlloyDB for PostgreSQLGoogle Cloud service
- Archive storage classGoogle Cloud feature
- AutoclassGoogle Cloud feature
- bidirectional replication with conflict resolutionConcept
- BigQuery snapshotsGoogle Cloud feature
- BigQuery storageGoogle Cloud feature
- BigQuery table snapshotGoogle Cloud feature
- Bigtable backupsGoogle Cloud feature
- Binary Authorization for BorgGoogle Cloud feature
- Bindplane agentGoogle Cloud service
- CapacitorConcept
- Capacity-based pricingConcept
- Cloud Asset InventoryGoogle Cloud service
- Cloud IAMGoogle Cloud service
- Cloud RunGoogle Cloud service
- ColdlineGoogle Cloud feature
- ColossusGoogle Cloud service
- Cross-Cloud InterconnectGoogle Cloud feature
- Cross-regional systemConcept
- data productConcept
- DataplexGoogle Cloud service
- Dedicated InterconnectGoogle Cloud service
- differential queryingConcept
- DremelConcept
- EventarcGoogle Cloud service
- foreign keyConcept
- fully active-active synchronized distributed systemConcept
- gcloud storageGoogle Cloud feature
- GoogleSQLConcept
- in-memory tierGoogle Cloud feature
- Key VisualizerGoogle Cloud feature
- LakehouseGoogle Cloud service
- log sinkConcept
- Log sinksGoogle Cloud feature
- Memorystore for ValkeyGoogle Cloud service
- NearlineGoogle Cloud feature
- nested and repeated fieldsGoogle Cloud feature
- Object holdsGoogle Cloud feature
- Object Lifecycle ManagementGoogle Cloud feature
- on-demand pricingConcept
- partitioned without cross-database dependencyConcept
- Persistent DiskGoogle Cloud service
- PrometheusGoogle Cloud service
- public access preventionGoogle Cloud feature
- reservationsGoogle Cloud feature
- row-level securityGoogle Cloud feature
- slotConcept
- slowly changing dimensionsConcept
- Standard storageConcept
- Storage Batch OperationsGoogle Cloud feature
- storage classConcept
- Storage Intelligence advisorGoogle Cloud feature
- Storage Write APIGoogle Cloud feature
- time travelGoogle Cloud feature
- uniform bucket-level accessGoogle Cloud feature
Preparing and using data for analysis
- AI-assisted troubleshootingGoogle Cloud feature
- AlloyDBGoogle Cloud service
- ALTER BI_CAPACITY SET OPTIONSConcept
- Amazon S3Google Cloud service
- Application Default CredentialsConcept
- automatic preprocessingGoogle Cloud feature
- Azure Blob StorageGoogle Cloud service
- BI Engine reservationsGoogle Cloud feature
- BigQuery APIGoogle Cloud feature
- BigQuery Connection APIGoogle Cloud service
- BigQuery Resource AdminConcept
- BigQuery REST APIGoogle Cloud feature
- BigQuery sharingGoogle Cloud feature
- Blocked active queriesGoogle Cloud feature
- custom constraintsGoogle Cloud feature
- data clean roomsGoogle Cloud feature
- data egress optionsGoogle Cloud feature
- data exchangeConcept
- data profilerGoogle Cloud feature
- Data StudioGoogle Cloud service
- Data Studio BigQuery connectorGoogle Cloud feature
- Data Studio ProGoogle Cloud service
- Delta Sharing protocolConcept
- DLP APIGoogle Cloud service
- dynamic data maskingGoogle Cloud feature
- embeddingsConcept
- ExploreGoogle Cloud feature
- extracted data sourceConcept
- feature transformationsConcept
- Fine-Grained Reader roleConcept
- Gemini Cloud AssistGoogle Cloud service
- Gemini EnterpriseGoogle Cloud service
- Google Cloud MarketplaceGoogle Cloud service
- IAM service accountConcept
- incremental updatesGoogle Cloud feature
- INFORMATION_SCHEMA.SHARED_DATASET_USAGEGoogle Cloud feature
- JDBC driver for BigQueryGoogle Cloud feature
- linked datasetConcept
- linked Pub/Sub subscriptionConcept
- listingConcept
- logical viewGoogle Cloud feature
- LookGoogle Cloud feature
- Looker Action HubGoogle Cloud feature
- LookMLConcept
- ODBC and JDBC driversGoogle Cloud feature
- On-demand inspectionGoogle Cloud feature
- One-hot encodingConcept
- pgvectorGoogle Cloud feature
- preferred tablesGoogle Cloud feature
- Private Google AccessGoogle Cloud feature
- public datasetConcept
- Query insightsGoogle Cloud feature
- reCAPTCHAGoogle Cloud service
- retrieval augmented generationConcept
- Row-level access controlsGoogle Cloud feature
- SAP Business Data CloudGoogle Cloud service
- service level agreementConcept
- service perimetersConcept
- shared datasetConcept
- SQL RunnerGoogle Cloud feature
- Storage Legacy Bucket OwnerConcept
- text embeddingConcept
- vector embeddingConcept
- Vector SearchGoogle Cloud service
- Vertex AI RAG EngineGoogle Cloud feature
- Vertex AI SearchGoogle Cloud service
- Vertex AI Vector SearchGoogle Cloud feature
- visual modeling canvasGoogle Cloud feature
Maintaining and automating data workloads
- Active AssistGoogle Cloud service
- administration projectConcept
- Advanced disaster recoveryGoogle Cloud feature
- alerts-only budgetGoogle Cloud feature
- Apigee IntegrationGoogle Cloud service
- app profilesGoogle Cloud feature
- asynchronous replicationConcept
- autoscalerGoogle Cloud feature
- baseline slotsConcept
- BatchGoogle Cloud service
- BigQuery fluid scalingGoogle Cloud feature
- BigQuery reservationsGoogle Cloud feature
- BigQuery slot estimatorGoogle Cloud feature
- bq command-line toolGoogle Cloud feature
- budget scopeConcept
- capacity commitmentsGoogle Cloud feature
- Capacity PlannerGoogle Cloud service
- capacity-based billingConcept
- Cloud BillingGoogle Cloud service
- Cloud Billing accountConcept
- Cloud Billing Budget APIGoogle Cloud service
- Cloud Billing budgetsGoogle Cloud feature
- Cloud Billing export to BigQueryGoogle Cloud feature
- Cloud Billing reportsGoogle Cloud feature
- cloud burstingConcept
- Cloud Composer APIGoogle Cloud feature
- Cloud ProfilerGoogle Cloud service
- Cloud QuotasGoogle Cloud service
- Cloud SQL Enterprise Plus editionGoogle Cloud feature
- Committed Use DiscountsGoogle Cloud feature
- DAGConcept
- Data Health Deep Dive dashboardGoogle Cloud feature
- data samplingGoogle Cloud feature
- DR replicaConcept
- Execution details tabGoogle Cloud feature
- exponential backoffConcept
- FlexRSGoogle Cloud feature
- Google Cloud consoleGoogle Cloud service
- Google SecOpsGoogle Cloud service
- Google SecOps Health HubGoogle Cloud feature
- Horizontal autoscalingGoogle Cloud feature
- hot keyConcept
- idle slotsConcept
- INFORMATION_SCHEMAGoogle Cloud feature
- irregularity-detection engineGoogle Cloud feature
- JobConcept
- Job graphGoogle Cloud feature
- Jobs listGoogle Cloud feature
- load jobConcept
- Memorystore for RedisGoogle Cloud service
- Metrics ExplorerGoogle Cloud feature
- Modify quotas, request additional quotaTask
- multi-cluster routingGoogle Cloud feature
- Node Auto-ProvisioningGoogle Cloud feature
- on-demand billingConcept
- on-demand reservationGoogle Cloud feature
- Pause an Airflow DAGTask
- Persistent Disk Asynchronous ReplicationGoogle Cloud feature
- point-in-time recoveryGoogle Cloud feature
- Project monitoring dashboardGoogle Cloud feature
- quotaConcept
- Rapid CacheGoogle Cloud feature
- regionConcept
- replica failoverGoogle Cloud feature
- replicationGoogle Cloud feature
- reservationGoogle Cloud feature
- reservation assignmentConcept
- Reservation cost attributionGoogle Cloud feature
- scheduled queryGoogle Cloud feature
- Service meshConcept
- slot commitmentsGoogle Cloud feature
- snapshot decoratorsGoogle Cloud feature
- Spend capGoogle Cloud feature
- Spot VMsGoogle Cloud feature
- Streaming EngineGoogle Cloud feature
- switchoverConcept
- synchronous replicationConcept
- TaskConcept
- Threshold rulesConcept
- TriggerDagRunOperatorConcept
- Unified Data ModelGoogle Cloud feature
- write endpointGoogle Cloud feature
- zoneConcept