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Comparison · Infra & APIs
Apache Airflow vs Depot
A side-by-side editorial comparison of Apache Airflow and Depot — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Airflow vs Depot: at a glance
| Feature | Apache Airflow | Depot |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs |
| Velocity score | 7.5 | 6.3 |
| Sparks · 30d | 1 | 0 |
| Top themes | workflow orchestration, data engineering, multi-language sdks, java | ci-cd, github-actions, observability, arm64 |
| Last editorial update | 11h ago | 2mo ago |
| Website | Visit → | — |
What is Apache Airflow?
Airflow's Go, Java and TypeScript SDKs all reach 1.0 on the same day.
On November 13 Apache Airflow released stable 1.0.0 SDKs for Java, TypeScript and Go within an hour. The Java SDK authors Dags natively, with dependencies, task groups, branching, Dag triggers and the Variable and task state APIs, serialized to the same format as Python Dags. The Go and TypeScript 1.0 releases are mostly last fixes after their betas. The Amazon provider 9.40.0 also went final.
What is Depot?
Depot is closing the last gaps between its CI and the GitHub Actions it wants to replace
Depot CI keeps absorbing the things a team would otherwise stay on GitHub-hosted runners for: Arm64 sandboxes up to 64 CPUs, native stacked pull request handling, macOS 26 on M4 hardware, rebuilt Windows Server images carrying Visual Studio 2026, and a us-east-1 Ubuntu package mirror. Behavior details are being tuned too — pull request runs no longer cancel on a new commit unless a concurrency group says so. The newest release moves Datadog CI Visibility out of private beta, exporting every run as a pipeline with jobs, steps, and retries intact.
Apache Airflow vs Depot: editorial side-by-side
Apache Airflow
7.5INFRA · APIS
Airflow's Go, Java and TypeScript SDKs all reach 1.0 on the same day.
◆ Current state
On November 13 Apache Airflow released stable 1.0.0 SDKs for Java, TypeScript and Go within an hour. The Java SDK authors Dags natively, with dependencies, task groups, branching, Dag triggers and the Variable and task state APIs, serialized to the same format as Python Dags. The Go and TypeScript 1.0 releases are mostly last fixes after their betas. The Amazon provider 9.40.0 also went final.
◆ Where it's heading
Airflow 3.4 made non-Python Dags possible as an experiment; a week later the language SDKs are declared stable. The project is turning its scheduler into a runtime that teams in Java, Go and TypeScript shops can adopt without writing Python. Provider releases keep their usual batched cadence underneath.
◆ Prediction
Expect the experimental Dag Importer and Task Loops from 3.4 to move toward stable in a 3.5 release, and SDK patch releases as first production users report issues.
Depot
6.3INFRA · APIS
Depot is closing the last gaps between its CI and the GitHub Actions it wants to replace
◆ Current state
Depot CI keeps absorbing the things a team would otherwise stay on GitHub-hosted runners for: Arm64 sandboxes up to 64 CPUs, native stacked pull request handling, macOS 26 on M4 hardware, rebuilt Windows Server images carrying Visual Studio 2026, and a us-east-1 Ubuntu package mirror. Behavior details are being tuned too — pull request runs no longer cancel on a new commit unless a concurrency group says so. The newest release moves Datadog CI Visibility out of private beta, exporting every run as a pipeline with jobs, steps, and retries intact.
◆ Where it's heading
The strategy is substitution rather than differentiation: match the incumbent's compatibility surface, beat it on hardware and cache, then let existing tooling see Depot as just another pipeline. Datadog export is the clearest expression of that — it makes Depot legible to the monitoring a team already runs instead of asking them to adopt a new dashboard. The CLI work on project get, update, and cache retention points the same way, toward scripts and agents managing Depot without the UI.
◆ Prediction
Expect the us-east-1 package mirror to expand to other regions, and the observability work to extend past Datadog to other OpenTelemetry-compatible destinations.
Alternatives to Apache Airflow and Depot
Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Apache Airflow or Depot.
Payload CMS
Payload's v4 beta.9 keeps every past image crop and raises the Node floor again.
Nautobot
Nautobot 3.3 alpha 2 adds test helpers and a cable location filter after 3.2.9's token-leak fix.
Clair
Clair 4.10 RC can read SBOMs to match Java vulnerabilities.
Shuffle
Shuffle tags builds almost daily, but the notes are empty.
KrakenD
KrakenD's community edition is shipping only dependency bumps.
See all Apache Airflow alternatives → · See all Depot alternatives →
Recent activity from Apache Airflow and Depot
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoApache AirflowApache Airflow Go SDK 1.0.0
- 1d agoApache AirflowApache Airflow TypeScript SDK 1.0.0
- 1d agoApache AirflowApache Airflow Java SDK 1.0.0 ⚡
- 1d agoApache AirflowAmazon provider 9.40.0 final release
- 4d agoApache AirflowAmazon provider 9.40.0, second release candidate
- 4d agoApache AirflowSSH provider 7.0.2 patch release
- 2mo agoDepotDatadog CI Visibility is now generally available
- 2mo agoDepotAdded an Ubuntu package mirror for us-east-1 runners
- 2mo agoDepotDepot CI supports Arm64 sandboxes
- 2mo agoDepotUpdated Windows Server runner images
- 2mo agoDepotPR runs now continue after a new commit instead of cancelling
- 3mo agoDepotmacOS 26 is now the default macOS version for GitHub Actions runners
Frequently asked questions
What is the difference between Apache Airflow and Depot?
They serve adjacent needs but don't currently overlap on shipped themes. Apache Airflow is currently shipping more aggressively (velocity 7.5 vs 6.3), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Apache Airflow better than Depot?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apache Airflow is currently shipping more aggressively (velocity 7.5 vs 6.3), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to Apache Airflow?
Top Apache Airflow alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Apache Airflow alternatives" section above for the current picks, or visit /alternatives/apache-airflow for the full list with editorial commentary on each.
What are the best alternatives to Depot?
Top Depot alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Depot alternatives" section above for the current picks, or visit /alternatives/depot for the full list with editorial commentary on each.