Orchestrate AirbyteAnsibleApifyArgo CDAWSAzureBigQueryCloudflareDataprocdbt Clouddbt CoreDockerDuckDBGCSGeminiGitGitHub ActionsGitLabHightouchJenkinsKafkaKubernetesMicrosoft FabricNetBoxNutanixOPAPostgresProxmoxPub/SubRedisServiceNowSlackSnowflakeSQL ServerTerraformVertex AIVMware with Kestra

One orchestrator across your infrastructure and data stack. Event-driven triggers, approval gates, per-step retries, cross-tool chains.

Orchestrate Airbyte with Kestra

Data

Trigger Airbyte syncs from any event, chain them with dbt and reverse-ETL, wait for terminal status, and trace every connector run across the data stack from one place.

Orchestrate Ansible with Kestra

Infrastructure

Drive ansible-playbook from cron and events, gate wave promotion, parse per-host results via the Kestra callback, and chain with Terraform and ServiceNow.

Orchestrate Apify with Kestra

Data

Run Apify actors on a schedule, wait for the dataset, enforce cost and quality guardrails, and chain scrapes into Postgres, BigQuery, RAG vector stores, and HubSpot from one flow.

Orchestrate Argo CD with Kestra

Infrastructure

Trigger argocd app sync on CI completions or image pushes. Add approval gates before prod, retry transient failures, and chain Terraform, Ansible, and Argo CD.

Orchestrate AWS with Kestra

Cloud

Trigger S3, Lambda, Glue, EMR, DynamoDB, Athena from one flow. Native S3 fan-out, cross-account ops via stsRole, no EventBridge rule sprawl.

Orchestrate Azure with Kestra

Cloud

Trigger on Blob and Event Hub arrivals, stream Service Bus messages, call Functions, and run Data Factory pipelines and Batch jobs from one flow, no Logic Apps glue between services.

Orchestrate BigQuery with Kestra

Data

Load BigQuery on GCS arrivals or Pub/Sub events, refresh only the partitions that changed, chain with dbt and ingestion, and trace every query across the data stack from one place.

Orchestrate Cloudflare with Kestra

Cloud

Drive Cloudflare DNS, CDN purges, WAF rules, and Workers KV from upstream events. Multi-zone updates, Worker deploys, and zone-aware ops in one flow.

Orchestrate Dataproc with Kestra

Data

Submit Spark and PySpark jobs to Dataproc Serverless on a schedule or event, gate them on data readiness, chain GCS to Spark to BigQuery, and get retries and lineage around every batch.

Orchestrate dbt Cloud with Kestra

Data

Trigger dbt Cloud jobs when Fivetran finishes, chain with downstream activation, add approval gates, and track every run across your data stack in one place.

Orchestrate dbt Core with Kestra

Data

Wrap every dbt build with event triggers, approval gates between layers, retries, and full lineage visibility, without touching your dbt models.

Orchestrate Docker with Kestra

Infrastructure

Build, scan with Trivy, sign with Cosign, and promote the same sha256 digest from staging to prod, with Compose stacks for tests and guaranteed teardown.

Orchestrate DuckDB with Kestra

Data

Query CSV and Parquet in place, schedule and persist DuckDB runs, productionize a notebook ETL, and run dbt or SQLMesh on a DuckDB engine, all from one execution history.

Orchestrate GCS with Kestra

Cloud

Fire a flow when objects land in GCS, load them into BigQuery, run partition-aware refreshes, curate raw drops with Python, and archive processed files, all from one execution history.

Orchestrate Gemini with Kestra

Other

Add retries, model-version fallback, concurrency limits, and full execution history around Gemini ChatCompletion, StructuredOutputCompletion, and MultimodalCompletion calls made with a direct API key.

Orchestrate Git with Kestra

Infrastructure

Push flows, dashboards, and Namespace Files to any Git provider. Sync back on schedule. Treat Git as source of truth with dryRun diffs and protected namespaces.

Orchestrate GitHub Actions with Kestra

Infrastructure

Dispatch GitHub Actions workflows from cron, S3, Kafka, or any HTTP signal. Chain Actions output with non-GitHub tools, gate deploys, auto-manage issues and PRs.

Orchestrate GitLab with Kestra

Infrastructure

Open GitLab issues on failure, raise merge requests from automation, trigger and poll GitLab CI pipelines, and tie GitLab into a cross-tool workflow from one place.

Orchestrate Hightouch with Kestra

Data

Run the Airbyte to dbt to Hightouch chain in one flow, gate activation on dbt tests, fan out to multiple destinations, and audit every row push from one place.

Orchestrate Jenkins with Kestra

Infrastructure

Trigger Jenkins jobs from webhooks or schedules, chain them with Terraform, Ansible, and Argo CD in one flow, add Pause-with-notification gates between build and deploy, and trace every step from one execution view.

Orchestrate Kafka with Kestra

Data

Start a flow per Kafka record or on batched pulls, stream events into the warehouse, produce events after a pipeline, and trace every consumer run without running your own consumer service.

Orchestrate Kubernetes with Kestra

Infrastructure

Run heavy Pods inside the cluster as flow steps. Server-side apply on event, rolling restarts on Secret rotation, and the same flow across many K8s clusters.

Orchestrate Microsoft Fabric with Kestra

Data

Trigger Fabric notebooks, data pipelines, and Spark jobs on any event, layer OneLake bronze to gold, query the Fabric warehouse, and chain Fabric with the rest of your stack.

Orchestrate NetBox with Kestra

Infrastructure

Drive Ansible flows from NetBox device and site lists. Auto-allocate IPs from prefixes on VM provision. Reconcile scan reality with declared inventory weekly.

Orchestrate Nutanix with Kestra

Infrastructure

Orchestrate Nutanix from one flow: crash- or app-consistent recovery points, cross-cluster DR replication, and Category-driven Prism inventory.

Orchestrate OPA with Kestra

Infrastructure

Evaluate Rego policies before destructive flow steps. Upload from Git with dryRun review. Audit every decision in execution history. EE plugin, self-hosted.

Orchestrate Postgres with Kestra

Data

Bulk-load files with COPY, run transactional multi-statement loads, react to row changes with Debezium CDC, and chain Postgres with dbt and object storage from one execution history.

Orchestrate Proxmox with Kestra

Infrastructure

Drive Proxmox VE from one flow: VMware-to-Proxmox migrations, node drain via live migration, snapshot rollback, and vzdump backup restore drills, all in YAML.

Orchestrate Pub/Sub with Kestra

Data

Start one execution per Pub/Sub message, micro-batch events into BigQuery, fan messages out to databases and APIs, and publish completion events, all with retries and one execution history.

Orchestrate Redis with Kestra

Data

Consume a Redis list as a real-time trigger, warm and invalidate caches on a schedule, build a semantic LLM cache, and coordinate Redis with databases and APIs from one execution history.

Orchestrate ServiceNow with Kestra

Business

Read ServiceNow change requests, run the matching runbook, update tickets with execution links. Open incidents on flow failures. Patch waves driven by CMDB.

Orchestrate Slack with Kestra

Business

Connect Slack to dbt, Terraform, Argo CD, AWS, Snowflake, and the stack. Notifications, scheduled reports, approval gates, incident channels, history exports.

Orchestrate Snowflake with Kestra

Data

Load files to Snowflake stages, run COPY and incremental MERGE upserts on every event, chain with ingestion and dbt, and trace every query across the data stack from one place.

Orchestrate SQL Server with Kestra

Data

Trigger SQL Server queries on events instead of Agent cron jobs, bulk-load between instances in chunks, run transactional multi-statement loads, and react to CDC changes without deploying Kafka Connect.

Orchestrate Terraform with Kestra

Infrastructure

Schedule Terraform plans for drift detection, gate plan to apply with a named reviewer, retry only the failed step, and chain with Ansible or ArgoCD.

Orchestrate Vertex AI with Kestra

AI

Run Gemini models on Vertex AI as governed pipeline steps: batch-enrich warehouse rows with rate control, keep a RAG index fresh, classify events inline, and cap cost with automated guardrails.

Orchestrate VMware with Kestra

Infrastructure

Orchestrate vSphere from one flow: vCenter event triggers, snapshot-gated patching, approval gates, and one audit trail across VMware, Ansible, and ServiceNow.

Frequently Asked Questions

Find answers to your questions right here, and don't hesitate to Contact Us if you couldn't find what you're looking for.