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Comparison · Infra & APIs
Apache DolphinScheduler vs CircleCI
A side-by-side editorial comparison of Apache DolphinScheduler and CircleCI — release velocity, themes, recent moves, and the top alternatives to consider.
Apache DolphinScheduler vs CircleCI: 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 CircleCI?
CircleCI's SSH reruns now open from the browser, through one trusted address.
CircleCI is tidying both ends of the pipeline before December. Config warnings become hard failures on December 14, and the v1 project APIs lose their branches field on December 7 after brownouts on November 17 and December 1. On November 12 Rerun job with SSH moved to a single host, ssh.circleci.com, on ports 22 or 443 with fixed IPs, plus a terminal that opens from the job page. Functions, versioned job-setup programs agents can configure, entered beta on November 4.
Apache DolphinScheduler vs CircleCI: 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.
CircleCI
6.3INFRA · APIS
CircleCI's SSH reruns now open from the browser, through one trusted address.
◆ Current state
CircleCI is tidying both ends of the pipeline before December. Config warnings become hard failures on December 14, and the v1 project APIs lose their branches field on December 7 after brownouts on November 17 and December 1. On November 12 Rerun job with SSH moved to a single host, ssh.circleci.com, on ports 22 or 443 with fixed IPs, plus a terminal that opens from the job page. Functions, versioned job-setup programs agents can configure, entered beta on November 4.
◆ Where it's heading
CircleCI is closing old paths (lenient config, v1 API fields, old Xcode images) while making failures easier to reach: job-linked commit statuses last week, browser SSH this week. The newer Functions beta and API v3 are where users are being steered.
◆ Prediction
Expect more debug tools on the job page and further v1 API removals pointing users to v3 before year end.
Alternatives to Apache DolphinScheduler and CircleCI
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 CircleCI.
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 DolphinScheduler alternatives → · See all CircleCI alternatives →
Recent activity from Apache DolphinScheduler and CircleCI
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoCircleCICircleCI opens SSH reruns from the browser via one host
- 4d agoCircleCICircleCI drops branches from v1 project APIs on December 7
- 4d agoCircleCIConfig validation warnings will block pipelines on December 14, 2026
- 4d agoCircleCIImproved commit status links and failure details
- 4d agoCircleCIServer 4.9.8 moves Nomad clients to Ubuntu 24.04
- 4d agoCircleCIXcode 27.3 Beta 1 Available
- 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 CircleCI?
They serve adjacent needs but don't currently overlap on shipped themes. CircleCI is currently shipping more aggressively (velocity 6.3 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 CircleCI?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. CircleCI is currently shipping more aggressively (velocity 6.3 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 CircleCI?
Top CircleCI alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "CircleCI alternatives" section above for the current picks, or visit /alternatives/circleci for the full list with editorial commentary on each.