Comparison

Apache Beam vs Kestra

On the evidence we track, Apache Beam leads this comparison with a composite score of 70/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Apache Beam70
Kestra61
Score
Vioscale score
Apache Beam70 / 100low · 35%
Kestra61 / 100medium · 55%
Pricing
Free tier
Apache Beam
Kestra
Model
Apache Beamcommercial
Kestrafreemium
Price level
Apache Beamfree
Kestralow
Transparent
Apache Beam
Kestra
Integrations
Count
Apache Beam
Kestra1,900
Security
Gdpr
Apache Beam
Kestra
Scorecard
Apache Beam6.4
Kestra
Soc2
Apache Beam
Kestra
Adoption
Dependent repos
Apache Beam1,425
Kestra
Github stars
Apache Beam8,650
Kestra
Activity
Commits last 30d
Apache Beam100
Kestra
Release
Cadence days
Apache Beam36
Kestra
History
Apache Beam20 items
Kestra
License
Spdx
Apache BeamApache-2.0
Kestra
Language
Primary
Apache BeamJava
Kestra
Market
Availability

Capabilities

Feature-by-feature on the axes that matter for data engineering tools. “-” means undocumented, not absent.

Core
Tool role
Apache BeamOrchestrator
KestraOrchestrator
Processing paradigm
Apache BeamBatch + streaming
KestraBatch + streaming
Connectivity
Connector count
Apache BeamMultiple I/O connectors for diverse data sources and sinks
Kestra1900+
CDC / log-based replication
Apache Beam-
Kestra
Transformation
In-warehouse transformation (push-down)
Apache Beam-
Kestra
dbt-native orchestration
Apache Beam-
Kestra
Deployment
Self-hosted / open-source available
Apache Beam
Kestra
Managed cloud available
Apache Beam
Kestra
Governance
Data lineage / asset catalog
Apache Beam-
Kestra
Authoring
Python-first authoring
Apache Beam-
Kestra
Execution
Incremental / partition-aware runs
Apache Beam-
Kestra
Quality
Built-in data quality / tests
Apache Beam-
Kestra
Scale
Horizontal scale (distributed executor)
Apache Beam
Kestra

What each one is

The product in its own terms, so the numbers below have context.

Apache Beam

Leader

Apache Beam enables organizations to process data in both batch and streaming modes through a single unified model, with the flexibility to read from diverse data sources and write to popular data sinks across different deployment environments.

Independently observed

Kestra

An open-source platform designed for orchestrating complex, long-running workflows across data pipelines, AI systems, and infrastructure operations. Supports multiple languages and deployment models (cloud, self-hosted, air-gapped), with built-in reliability features like retries, backfills, and comprehensive observability.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Apache Beam

Leader
Open sourceFree tier
as of verify ↗

Kestra

HybridFree tier

Free open-source tier; managed and self-hosted enterprise options available

  • Open SourceFree
    • Workflow design & execution
    • Scheduling & event triggers
    • Real-time processing
    • Embedded code editor
    • Git integration & versioning
    • +1 more
  • Kestra CloudManaged cloud orchestration
    • Fully managed hosting
    • Built-in security and governance
    • Role-based access control
    • Audit logs
    • Asset lineage
    • +2 more
  • EnterpriseContact sales
    • Annual subscription model
    • Customer success program with SLA
    • 24-hour response time
    • Audit logs and governance
    • Multi-tenancy support
    • +2 more
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Apache Beam
Kestra
CLI
Apache Beam
Kestra
Deployment
Cloud / SaaS
Apache Beam
Kestra
Self-hosted
Apache Beam
Kestra
On-premise
Apache Beam
Kestra
Air-gapped
Apache Beam
Kestra

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Apache Beam

Leader

Not documented yet.

Kestra

45 total
  • Ansible
  • dbt
  • Spark
  • Airbyte
  • Dremio
  • Arrow Flight SQL
  • Git
  • GitHub
  • GitHub Actions
  • Kubernetes
  • Docker
  • Terraform
  • Slack
  • S3
  • Azure Data Lake Storage
  • Postgres
  • JDBC databases
  • HTTP APIs
  • Polars
  • Python
  • Bash
  • Node.js
  • Go
  • Apache Kafka
  • +21 more
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.