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Comparison · Infra & APIs

Apache DolphinScheduler vs ToolJet

A side-by-side editorial comparison of Apache DolphinScheduler and ToolJet — release velocity, themes, recent moves, and the top alternatives to consider.

Apache DolphinScheduler vs ToolJet: at a glance

FeatureApache DolphinSchedulerToolJet
SectorInfra & APIsInfra & APIs
Velocity score2.55.0
Sparks · 30d00
Top themesworkflow-scheduler, data-engineering, apache, aws-integrationlow-code, internal-tools, ai-app-builder, mcp
Last editorial update1mo ago1d ago
WebsiteVisit →Visit →

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.

Read the full Apache DolphinScheduler trajectory →

What is ToolJet?

ToolJet ships AI Builder release 4 to its LTS line, with Gemini 4 Argon support.

ToolJet's LTS v3.20.250 brings AI Builder release 4 into the enterprise edition, with cancellation handling and Gemini 4 Argon as a model option; v3.20.248 added workspace MCP OAuth with SSO login. The beta line spent the week on Node 22.23.4 for the October security release, file-permission and license-check fixes, a page-panel crash fix, and an environment flag that limits ToolJet Database edits to admins.

Read the full ToolJet trajectory →

Apache DolphinScheduler vs ToolJet: editorial side-by-side

A2.5

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.

T
ToolJet
INFRA · APIS
5.0

ToolJet ships AI Builder release 4 to its LTS line, with Gemini 4 Argon support.

◆ Current state

ToolJet's LTS v3.20.250 brings AI Builder release 4 into the enterprise edition, with cancellation handling and Gemini 4 Argon as a model option; v3.20.248 added workspace MCP OAuth with SSO login. The beta line spent the week on Node 22.23.4 for the October security release, file-permission and license-check fixes, a page-panel crash fix, and an environment flag that limits ToolJet Database edits to admins.

◆ Where it's heading

The AI Builder work that sat in beta is now reaching LTS customers, alongside MCP connections that respect SSO. Most other changes on both lines are security bumps and hardening, which fits a product selling to enterprises that run the LTS track.

◆ Prediction

Expect AI Builder to keep adding models and EE controls on LTS, and more admin-level permission flags like the database-edit restriction.

Alternatives to Apache DolphinScheduler and ToolJet

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 ToolJet.

See all Apache DolphinScheduler alternatives → · See all ToolJet alternatives →

Recent activity from Apache DolphinScheduler and ToolJet

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1d agoToolJetv3.21.86-beta: AI Builder sync, keyboard a11y, signup toggle fix
  2. 2d agoToolJetv3.20.251-lts: license-check and promo-code fixes
  3. 2d agoToolJetv3.21.85-beta: code search in the App Builder sidebar
  4. 3d agoToolJetv3.20.250-lts: AI Builder release 4 with Gemini 4 Argon
  5. 6d agoToolJetv3.21.84-beta: fix crash when adding a page
  6. 6d agoToolJetv3.21.83-beta: flag to limit ToolJet Database edits to admins
  7. 1mo agoApache DolphinSchedulerRelease 3.4.3
  8. 4mo agoApache DolphinSchedulerRelease 3.4.2
  9. 7mo agoApache DolphinSchedulerRelease 3.4.1
  10. 1y agoApache DolphinScheduler3.3.0 alpha: connection center for Zeppelin, SageMaker, and K8s

Frequently asked questions

What is the difference between Apache DolphinScheduler and ToolJet?

They serve adjacent needs but don't currently overlap on shipped themes. ToolJet 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 ToolJet?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. ToolJet 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 ToolJet?

Top ToolJet alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ToolJet alternatives" section above for the current picks, or visit /alternatives/tooljet for the full list with editorial commentary on each.