DEVOPS
GitHub sets a December 8 cutoff for ARM32 Actions runners and opens AI Scan to the API.
Alternatives · developer tools
Apache DolphinScheduler alternatives
The best Apache DolphinScheduler alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Nov 14, 2026
Looking for the best alternatives to Apache DolphinScheduler? Sparkpulse tracks and ranks 12 alternatives in developer tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Apache DolphinScheduler shipped 0 meaningful updates in the last 30 days and carries a velocity score of 2.5 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About 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.
Velocity 2.5 · Last update 2mo ago
Top 12 alternatives to Apache DolphinScheduler
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
INFRA · APIS
Airflow's Go, Java and TypeScript SDKs all reach 1.0 on the same day.
INFRA · APIS
Prowler 5.49 asks a new question after each scan: which of your servers run an image under attack?
INFRA · APIS
Chromatic opens a beta that lets coding agents read and fix visual test failures.
INFRA · APIS
Ably's AI Transport hits 1.0 and plugs straight into Vercel's useChat with resumable streams.
INFRA · APIS
CircleCI's SSH reruns now open from the browser, through one trusted address.
INFRA · APIS
Hatchet chases DAG crash loops through three engine patches in a day.
INFRA · APIS
GravityKit folds every GravityView extension into one Pro plugin.
INFRA · APIS
Payload's v4 beta.9 keeps every past image crop and raises the Node floor again.
INFRA · APIS
Nautobot 3.3 alpha 2 adds test helpers and a cable location filter after 3.2.9's token-leak fix.
INFRA · APIS
Shuffle tags builds almost daily, but the notes are empty.
INFRA · APIS
Wazuh hardens its 4.14 line while 5.0 rebuilds how agents talk to the manager.
Apache DolphinScheduler vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| Apache DolphinScheduler (baseline) | 2.5 | 0 | workflow-schedulerdata-engineeringapache | — |
| GitHub | 10.0 | 0 | copilotcode-securityactions | — |
| Apache Airflow | 7.5 | 1 | workflow orchestrationdata engineeringmulti-language sdks | Apache Airflow Java SDK 1.0.0 |
| Prowler | 7.5 | 2 | cloud-securityvulnerability managementexploitability | Prowler 5.49 matches cloud instances against threat signatures |
| Chromatic | 7.5 | 2 | visual-testingai-agentsreact-native | Chromatic for agents beta |
| Ably | 7.5 | 2 | ai transportrealtime messagingagents | AI Transport 1.0 makes Ably a resumable transport for AI chat |
| CircleCI | 6.3 | 0 | ci/cddebuggingapi deprecation | — |
| Hatchet | 6.3 | 0 | durable-executionreliabilitysdks | — |
| GravityKit | 5.0 | 0 | wordpressformsno-code | — |
| Payload CMS | 5.0 | 0 | headless-cmsv4-betafile-uploads | — |
| Nautobot | 5.0 | 0 | network-automationsecuritypermissions | — |
| Shuffle | 5.0 | 0 | security-automationsoaropen-source | — |
| Wazuh | 5.0 | 0 | siemendpoint-securityopen-source | — |
The 12 best Apache DolphinScheduler alternatives, in depth
1. GitHub · velocity 10.0
GitHub sets a December 8 cutoff for ARM32 Actions runners and opens AI Scan to the API.
Its velocity score of 10.0/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, GitHub focuses on copilot, code security and actions.
GitHub and Apache DolphinScheduler have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full GitHub trajectory → · Compare Apache DolphinScheduler vs GitHub →
2. Apache Airflow · velocity 7.5
Airflow's Go, Java and TypeScript SDKs all reach 1.0 on the same day.
Over the last 30 days Apache Airflow shipped 1 meaningful update vs Apache DolphinScheduler's 0, most recently “Apache Airflow Java SDK 1.0.0”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Apache Airflow focuses on workflow orchestration, data engineering and multi language sdks.
Over the last 30 days Apache Airflow has been shipping faster than Apache DolphinScheduler — a point in its favour if release momentum matters to you.
Full Apache Airflow trajectory → · Compare Apache DolphinScheduler vs Apache Airflow →
3. Prowler · velocity 7.5
Prowler 5.49 asks a new question after each scan: which of your servers run an image under attack?
Over the last 30 days Prowler shipped 2 meaningful updates vs Apache DolphinScheduler's 0, most recently “Prowler 5.49 matches cloud instances against threat signatures”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Prowler focuses on cloud security, vulnerability management and exploitability.
Over the last 30 days Prowler has been shipping faster than Apache DolphinScheduler — a point in its favour if release momentum matters to you.
Full Prowler trajectory → · Compare Apache DolphinScheduler vs Prowler →
4. Chromatic · velocity 7.5
Chromatic opens a beta that lets coding agents read and fix visual test failures.
Over the last 30 days Chromatic shipped 2 meaningful updates vs Apache DolphinScheduler's 0, most recently “Chromatic for agents beta”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Chromatic focuses on visual testing, ai agents and react native.
Over the last 30 days Chromatic has been shipping faster than Apache DolphinScheduler — a point in its favour if release momentum matters to you.
Full Chromatic trajectory → · Compare Apache DolphinScheduler vs Chromatic →
5. Ably · velocity 7.5
Ably's AI Transport hits 1.0 and plugs straight into Vercel's useChat with resumable streams.
Over the last 30 days Ably shipped 2 meaningful updates vs Apache DolphinScheduler's 0, most recently “AI Transport 1.0 makes Ably a resumable transport for AI chat”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Ably focuses on ai transport, realtime messaging and agents.
Over the last 30 days Ably has been shipping faster than Apache DolphinScheduler — a point in its favour if release momentum matters to you.
Full Ably trajectory → · Compare Apache DolphinScheduler vs Ably →
6. CircleCI · velocity 6.3
CircleCI's SSH reruns now open from the browser, through one trusted address.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, CircleCI focuses on ci/cd, debugging and api deprecation.
CircleCI and Apache DolphinScheduler have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full CircleCI trajectory → · Compare Apache DolphinScheduler vs CircleCI →
7. Hatchet · velocity 6.3
Hatchet chases DAG crash loops through three engine patches in a day.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Hatchet focuses on durable execution, reliability and sdks.
Hatchet and Apache DolphinScheduler have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Hatchet trajectory → · Compare Apache DolphinScheduler vs Hatchet →
8. GravityKit · velocity 5.0
GravityKit folds every GravityView extension into one Pro plugin.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, GravityKit focuses on wordpress, forms and no code.
GravityKit and Apache DolphinScheduler have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full GravityKit trajectory → · Compare Apache DolphinScheduler vs GravityKit →
9. Payload CMS · velocity 5.0
Payload's v4 beta.9 keeps every past image crop and raises the Node floor again.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Payload CMS focuses on headless cms, v4 beta and file uploads.
Payload CMS and Apache DolphinScheduler have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Payload CMS trajectory → · Compare Apache DolphinScheduler vs Payload CMS →
10. Nautobot · velocity 5.0
Nautobot 3.3 alpha 2 adds test helpers and a cable location filter after 3.2.9's token-leak fix.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Nautobot focuses on network automation, security and permissions.
Nautobot and Apache DolphinScheduler have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Nautobot trajectory → · Compare Apache DolphinScheduler vs Nautobot →
11. Shuffle · velocity 5.0
Shuffle tags builds almost daily, but the notes are empty.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Shuffle focuses on security automation, soar and open source.
Shuffle and Apache DolphinScheduler have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Shuffle trajectory → · Compare Apache DolphinScheduler vs Shuffle →
12. Wazuh · velocity 5.0
Wazuh hardens its 4.14 line while 5.0 rebuilds how agents talk to the manager.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Wazuh focuses on siem, endpoint security and open source.
Wazuh and Apache DolphinScheduler have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Wazuh trajectory → · Compare Apache DolphinScheduler vs Wazuh →
Frequently asked questions
What are the best alternatives to Apache DolphinScheduler?
The top Apache DolphinScheduler alternatives we currently track in developer tools are GitHub, Apache Airflow, Prowler, Chromatic, Ably, ranked by recent ship velocity.
How is this list of Apache DolphinScheduler alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Apache DolphinScheduler directly with one of these alternatives?
Yes — every card has a "Compare with Apache DolphinScheduler" link to a side-by-side /compare page.