Hatchet
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Comparison · Infra & APIs
Apache Airflow vs Apache DolphinScheduler
A side-by-side editorial comparison of Apache Airflow and Apache DolphinScheduler — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:data-engineering
Apache Airflow vs Apache DolphinScheduler: at a glance
| Feature | Apache Airflow | Apache DolphinScheduler |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs |
| Velocity score | 5.0 | 2.5 |
| Sparks · 30d | 0 | 0 |
| Top themes | workflow-orchestration, data-engineering, providers, release-candidate | workflow-scheduler, data-engineering, apache, aws-integration |
| Last editorial update | 22h ago | 1mo ago |
| Website | Visit → | Visit → |
What is Apache Airflow?
Airflow 3.4 reaches its first release candidate, a week after the 10-20 provider wave.
Airflow published constraints for 3.4.0rc1 on Oct 28, which means core 3.4 has moved from beta to release candidate. The surrounding activity is the 2026-10-20 provider batch (Snowflake 6.20, SMTP 3.2, OpenSearch 1.15, OpenAI 2.2, Standard 1.21 and others), all published without release notes, plus a TypeScript SDK 1.0.0-beta1.
What is Apache DolphinScheduler?
Apache DolphinScheduler adds missed fire policy and AWS EMR Serverless integration in its 3.4.x patch series.
DolphinScheduler 3.4.x is a mature data workflow scheduler on a quarterly patch cadence. Recent releases address real operational gaps: schedule missed fire policy handling (what happens when a job doesn't fire at its scheduled time), Amazon EMR Serverless as a new task plugin, configurable maximum runtime for workflow and task instances, and complement data dependency support. Security hygiene also landed — HTTP TRACE disabled, plaintext passwords removed from worker logs.
Apache Airflow vs Apache DolphinScheduler: editorial side-by-side
Apache Airflow
5.0INFRA · APIS
Airflow 3.4 reaches its first release candidate, a week after the 10-20 provider wave.
◆ Current state
Airflow published constraints for 3.4.0rc1 on Oct 28, which means core 3.4 has moved from beta to release candidate. The surrounding activity is the 2026-10-20 provider batch (Snowflake 6.20, SMTP 3.2, OpenSearch 1.15, OpenAI 2.2, Standard 1.21 and others), all published without release notes, plus a TypeScript SDK 1.0.0-beta1.
◆ Where it's heading
Core 3.4 is following the usual beta-to-RC path while providers ship on their own batch schedule. The TypeScript SDK beta and the common-ai provider suggest Airflow is widening who can author tasks, though the feed shows tags rather than feature notes.
◆ Prediction
Expect further 3.4.0 release candidates and then a 3.4.0 final within a few weeks; the entries don't show which features anchor it.
Apache DolphinScheduler
2.5INFRA · APIS
Apache DolphinScheduler adds missed fire policy and AWS EMR Serverless integration in its 3.4.x patch series.
◆ Current state
DolphinScheduler 3.4.x is a mature data workflow scheduler on a quarterly patch cadence. Recent releases address real operational gaps: schedule missed fire policy handling (what happens when a job doesn't fire at its scheduled time), Amazon EMR Serverless as a new task plugin, configurable maximum runtime for workflow and task instances, and complement data dependency support. Security hygiene also landed — HTTP TRACE disabled, plaintext passwords removed from worker logs.
◆ Where it's heading
The 3.4.x series is consolidating scheduler reliability (missed fire, dispatch timeout for missing worker groups, configurable max runtime) while expanding cloud integrations (AWS EMR Serverless, with prior support for SageMaker and Kubernetes from the 3.3.0 connection center work). The pattern is incremental operational hardening rather than architectural change. The 3.3.0-alpha connection center abstraction (Zeppelin, SageMaker, K8s) is the most notable structural addition in the visible history.
◆ Prediction
Additional AWS or cloud provider task plugins are the most likely near-term additions given the EMR Serverless landing. Scheduler reliability work will continue as the missed fire policy and timeout logic get extended to more edge cases.
Alternatives to Apache Airflow and Apache DolphinScheduler
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 Apache DolphinScheduler.
NetBird
NetBird's second v0.82 candidate keeps the MySQL removal and deprecates Rosenpass.
GitHub
At Universe, GitHub folds Copilot into Enterprise seats and lets Copilot Fusion pick the model.
incident.io
incident.io's agent now runs your team's own tools, with a human approval before any change.
Redocly
Redocly's reunite.agent gets per-duty cron schedules, rules and source repos.
Jackett
Jackett ships a daily build to keep hundreds of torrent indexers working as sites move and close.
See all Apache Airflow alternatives → · See all Apache DolphinScheduler alternatives →
Recent activity from Apache Airflow and Apache DolphinScheduler
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoApache AirflowConstraints for Airflow 3.4.0rc1 (first 3.4 release candidate)
- 4d agoApache AirflowKeycloak provider 0.11.2 patch
- 4d agoApache AirflowOpenSearch provider 1.15.0
- 4d agoApache AirflowSMTP provider 3.2.0
- 4d agoApache AirflowHashiCorp provider 4.8.4 patch
- 4d agoApache AirflowSnowflake provider 6.20.0
- 1mo agoApache DolphinSchedulerRelease 3.4.3
- 4mo agoApache DolphinSchedulerRelease 3.4.2
- 7mo agoApache DolphinSchedulerRelease 3.4.1
- 1y agoApache DolphinScheduler3.3.0 alpha: connection center for Zeppelin, SageMaker, and K8s
Frequently asked questions
What is the difference between Apache Airflow and Apache DolphinScheduler?
Both compete on the same themes — data-engineering — within Infra & APIs. Apache Airflow is currently shipping more aggressively (velocity 5.0 vs 2.5), with 0 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 Apache DolphinScheduler?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apache Airflow is currently shipping more aggressively (velocity 5.0 vs 2.5), with 0 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 Apache DolphinScheduler?
Top Apache DolphinScheduler alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Apache DolphinScheduler alternatives" section above for the current picks, or visit /alternatives/dolphinscheduler for the full list with editorial commentary on each.