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At Universe, GitHub folds Copilot into Enterprise seats and lets Copilot Fusion pick the model.
Alternatives · developer tools
Apache DolphinScheduler alternatives
The best Apache DolphinScheduler alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Nov 1, 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 1mo 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
CircleCI Server 4.10.2 and 4.9.7 carry the eMudhra distrust to self-hosted installs.
INFRA · APIS
incident.io's agent now runs your team's own tools, with a human approval before any change.
INFRA · APIS
Redocly finishes the Reunite config rename and points its agent at support desks.
INFRA · APIS
Hatchet brings durable streams to Python, Ruby and Go, and takes round trips out of dispatch.
INFRA · APIS
Payload 4.0 beta 6 upgrades Lexical and makes every version restore a draft.
INFRA · APIS
Chromatic for React Native takes visual tests to iOS simulators and Android emulators.
INFRA · APIS
Retool's app builder hits GA, generating React apps, with spend controls beside it.
INFRA · APIS
Airflow 3.4 moves to a second release candidate three days after the first.
INFRA · APIS
Sonarr 5.0 swaps its interactive search table for cards and trims what counts as advanced.
INFRA · APIS
Duplicati 2.4.1 stable brings delta backups for Microsoft 365 and scheduled restore tests.
INFRA · APIS
Jackett ships a daily build to keep hundreds of torrent indexers working as sites move and close.
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 | 2 | copilotmodel-routingenterprise-bundling | Route and orchestrate models with GitHub Copilot Fusion |
| CircleCI | 7.5 | 0 | ci/cdself-hostedidentity | — |
| incident.io | 7.5 | 2 | ai investigationsagent extensibilityhuman approval | Extensions connect internal tools and know-how to the Nexus agent |
| Redocly | 6.3 | 0 | api documentationdocs agentsdeveloper portal | — |
| Hatchet | 6.3 | 0 | durable executiondurable streamsserverless | — |
| Payload CMS | 6.3 | 0 | headless-cmsmajor-releaserich-text | — |
| Chromatic | 6.3 | 1 | visual-testingreact-nativestorybook | Chromatic for React Native |
| Retool | 6.3 | 0 | internal toolsapp builderai governance | — |
| Apache Airflow | 5.0 | 0 | workflow-orchestrationdata-engineeringproviders | — |
| Sonarr | 5.0 | 0 | media automationself-hostedaccessibility | — |
| Duplicati | 5.0 | 0 | backuprestore-testingsaas-backup | — |
| Jackett | 5.0 | 0 | torrent indexersopen sourcemedia automation | — |
The 12 best Apache DolphinScheduler alternatives, in depth
1. GitHub · velocity 10.0
At Universe, GitHub folds Copilot into Enterprise seats and lets Copilot Fusion pick the model.
Over the last 30 days GitHub shipped 2 meaningful updates vs Apache DolphinScheduler's 0, most recently “Route and orchestrate models with GitHub Copilot Fusion”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, GitHub focuses on copilot, model routing and enterprise bundling.
Over the last 30 days GitHub has been shipping faster than Apache DolphinScheduler — a point in its favour if release momentum matters to you.
Full GitHub trajectory → · Compare Apache DolphinScheduler vs GitHub →
2. CircleCI · velocity 7.5
CircleCI Server 4.10.2 and 4.9.7 carry the eMudhra distrust to self-hosted installs.
Its velocity score of 7.5/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, CircleCI focuses on ci/cd, self hosted and identity.
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 →
3. incident.io · velocity 7.5
Incident.io's agent now runs your team's own tools, with a human approval before any change.
Over the last 30 days incident.io shipped 2 meaningful updates vs Apache DolphinScheduler's 0, most recently “Extensions connect internal tools and know-how to the Nexus agent”. 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, incident.io focuses on ai investigations, agent extensibility and human approval.
Over the last 30 days incident.io has been shipping faster than Apache DolphinScheduler — a point in its favour if release momentum matters to you.
Full incident.io trajectory → · Compare Apache DolphinScheduler vs incident.io →
4. Redocly · velocity 6.3
Redocly finishes the Reunite config rename and points its agent at support desks.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Redocly focuses on api documentation, docs agents and developer portal.
Redocly 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 Redocly trajectory → · Compare Apache DolphinScheduler vs Redocly →
5. Hatchet · velocity 6.3
Hatchet brings durable streams to Python, Ruby and Go, and takes round trips out of dispatch.
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, durable streams and serverless.
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 →
6. Payload CMS · velocity 6.3
Payload 4.0 beta 6 upgrades Lexical and makes every version restore a draft.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Payload CMS focuses on headless cms, major release and rich text.
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 →
7. Chromatic · velocity 6.3
Chromatic for React Native takes visual tests to iOS simulators and Android emulators.
Over the last 30 days Chromatic shipped 1 meaningful update vs Apache DolphinScheduler's 0, most recently “Chromatic for React Native”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Chromatic focuses on visual testing, react native and storybook.
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 →
8. Retool · velocity 6.3
Retool's app builder hits GA, generating React apps, with spend controls beside it.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Retool focuses on internal tools, app builder and ai governance.
Retool 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 Retool trajectory → · Compare Apache DolphinScheduler vs Retool →
9. Apache Airflow · velocity 5.0
Airflow 3.4 moves to a second release candidate three days after the first.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Apache Airflow focuses on workflow orchestration, data engineering and providers.
Apache Airflow 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 Apache Airflow trajectory → · Compare Apache DolphinScheduler vs Apache Airflow →
10. Sonarr · velocity 5.0
Sonarr 5.0 swaps its interactive search table for cards and trims what counts as advanced.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Sonarr focuses on media automation, self hosted and accessibility.
Sonarr 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 Sonarr trajectory → · Compare Apache DolphinScheduler vs Sonarr →
11. Duplicati · velocity 5.0
Duplicati 2.4.1 stable brings delta backups for Microsoft 365 and scheduled restore tests.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Duplicati focuses on backup, restore testing and saas backup.
Duplicati 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 Duplicati trajectory → · Compare Apache DolphinScheduler vs Duplicati →
12. Jackett · velocity 5.0
Jackett ships a daily build to keep hundreds of torrent indexers working as sites move and close.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Jackett focuses on torrent indexers, open source and media automation.
Jackett 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 Jackett trajectory → · Compare Apache DolphinScheduler vs Jackett →
Frequently asked questions
What are the best alternatives to Apache DolphinScheduler?
The top Apache DolphinScheduler alternatives we currently track in developer tools are GitHub, CircleCI, incident.io, Redocly, Hatchet, 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.