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Comparison · Infra & APIs
Apache DolphinScheduler vs Shuffle
A side-by-side editorial comparison of Apache DolphinScheduler and Shuffle — release velocity, themes, recent moves, and the top alternatives to consider.
Apache DolphinScheduler vs Shuffle: at a glance
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.
What is Shuffle?
Shuffle tags builds almost daily, but the notes are empty.
Shuffle has tagged six 2.3.1 builds since November 3: release candidates 4 to 6 and three nightly builds. Only rc4 lists a change, a fix for a frontend crash; the rest link to commit comparisons. The more substantive rc1 in October handled AI agent actions in hybrid worker setups.
Apache DolphinScheduler vs Shuffle: editorial side-by-side
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.
Shuffle
5.0INFRA · APIS
Shuffle tags builds almost daily, but the notes are empty.
◆ Current state
Shuffle has tagged six 2.3.1 builds since November 3: release candidates 4 to 6 and three nightly builds. Only rc4 lists a change, a fix for a frontend crash; the rest link to commit comparisons. The more substantive rc1 in October handled AI agent actions in hybrid worker setups.
◆ Where it's heading
The project is iterating toward 2.3.1 with frequent builds, and the October notes show the work is about making AI agent steps run reliably in workflows. The empty release notes make it hard to see what each build changes.
◆ Prediction
A 2.3.1 final release looks close given the run of release candidates and nightlies, though the entries do not say what it will contain beyond fixes.
Alternatives to Apache DolphinScheduler and Shuffle
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 DolphinScheduler or Shuffle.
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.
KrakenD
KrakenD's community edition is shipping only dependency bumps.
Velociraptor
Velociraptor's recent releases are mostly about patching CVEs.
See all Apache DolphinScheduler alternatives → · See all Shuffle alternatives →
Recent activity from Apache DolphinScheduler and Shuffle
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoShuffleShuffle 2.3.1 nightly build, no notes
- 2d agoShuffleShuffle 2.3.1 nightly build, no notes
- 3d agoShuffleShuffle nightly build after 2.3.1 RC6
- 8d agoShuffleShuffle 2.3.1 RC6, no notes
- 10d agoShuffleShuffle 2.3.1 RC5, no notes
- 10d agoShuffleShuffle 2.3.1 RC4 fixes a frontend crash
- 2mo agoApache DolphinSchedulerRelease 3.4.3
- 5mo agoApache DolphinSchedulerRelease 3.4.2
- 8mo 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 DolphinScheduler and Shuffle?
They serve adjacent needs but don't currently overlap on shipped themes. Shuffle 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 DolphinScheduler better than Shuffle?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Shuffle 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 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.
What are the best alternatives to Shuffle?
Top Shuffle alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Shuffle alternatives" section above for the current picks, or visit /alternatives/shuffle-automation for the full list with editorial commentary on each.