PluginsGoogle Cloud Google Cloud CLIExecute any Google Cloud CLI command directly from your workflows. Automate GCP operations using the full power of the gcloud CLI.DataFormAutomate data transformation workflows with DataForm. Execute SQL-based ELT pipelines with built-in lineage and testing.Dataproc ClustersCreate and manage Dataproc clusters for distributed data processing. Orchestrate complex analytics workloads at scale.BigQueryBuild high-performance data pipelines with BigQuery. Query, transform, and load data at scale without infrastructure management.Kubernetes Engine (GKE)Deploy and manage containerized applications on GKE. Orchestrate Kubernetes workloads alongside your data pipelines.Vertex AIIntegrate machine learning models into your workflows. Train, deploy, and invoke ML models with Vertex AI.Dataproc BatchesRun Spark and Hadoop jobs on-demand without managing clusters. Process large-scale data with Dataproc Batches.Google Cloud FunctionTrigger serverless functions and orchestrate event-driven computing. Execute code without provisioning or managing servers.FirestoreAccess and manage Firestore databases directly from your workflows. Store and retrieve structured data with serverless simplicity.Pub/SubProcess real-time data streams with Google Cloud Pub/Sub. Build event-driven workflows that respond instantly to your data.Cloud Monitoring (Observability)Integrate Google Cloud Monitoring metrics and logs into your workflows. Build monitoring and alerting directly into your orchestration.Cloud Storage (GCS)Store, manage, and access files in Google Cloud Storage. Move data reliably between systems with simple file operations.AuthenticationThis sub-group of plugins contains tasks to manage authentication for Google Cloud. How to use this plugin See it in action Create automations with GCP PluginsStream kestra audit logs from a Kafka topic to BigQuery for analytics and troubleshootingAutomate Cross-Cloud ETL from Azure Blob Storage to BigQuery with dbt CloudGoogle Cloud CI/CD, Build and Push Docker Images to Google Cloud Artifact Registry More Plugins in this CategoryCore Plugins and tasksTasks that provide Kestra's built-in orchestration, I/O, and observability capabilities.CoreStorageScriptPostgreSQLTasks that connect to PostgreSQL via JDBC to run queries and loads.DatabaseSurrealDBTasks that run SurrealQL queries against SurrealDB.Database