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Apache DolphinScheduler alternatives
The best Apache DolphinScheduler alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Sep 16, 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 8d 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 ships an MCP server and auto-rollback deployments, moving well past pure CI.
INFRA · APIS
Cursor launches Projects: a coordinator agent that runs thousands of subagents in the cloud indefinitely.
INFRA · APIS
Buildkite ships Agent v4, a VS Code extension, and MCP write-access to secrets in the same week
INFRA · APIS
ToolJet bundles MCP, multi-LLM switching, and PATs in a single beta — shifting from app builder to AI development platform
INFRA · APIS
Redocly ships a built-in MCP server page across its entire docs platform, with public and authenticated endpoints
DEVOPS
Kubernetes v1.37 matures its memory management and scheduling stack for AI/ML workloads.
INFRA · APIS
Warp pivoted from terminal app to cloud software factory infrastructure, and just launched the benchmarking tool that makes it self-improving.
INFRA · APIS
Parse Server's 9.10.1 alpha series has patched five separate GHSA security advisories in three weeks — auth, data, and field exposure all affected.
INFRA · APIS
Tailscale ships AI control plane: Aperture GA manages LLM sessions, PAM adds privileged access
INFRA · APIS
Skipper adds RFC 9421 HTTP Message Signatures and delivers 21% RouteGroup load time improvement
INFRA · APIS
ESPHome 2026.9.0 ships template climate component, OTA encryption with API key, and ESP-NOW for ESP32-P4
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 | copilotenterprise-governancesecurity | — |
| CircleCI | 8.8 | 2 | ci-cdagentic-devmcp | Machine Runner Orchestrator Release 1.0.0 |
| Cursor | 8.8 | 2 | multi-agentcloud-agentsautonomous-dev | Cursor launches Projects: coordinator-led multi-agent development |
| Buildkite | 8.8 | 3 | ci-cddeveloper-toolingmcp-server | Buildkite for VS Code |
| ToolJet | 7.5 | 1 | ai-nativemcpmulti-llm | ToolJet beta ships PATs, 2FA, LLM switching, MCP auth, and OTel in a single drop |
| Redocly | 7.5 | 0 | mcp-serverapi-docsdevtools | — |
| Kubernetes | 7.5 | 0 | resource-managementai-workloadsscheduling | — |
| Warp | 7.5 | 2 | ai-agentssoftware-factorycoding-agents | Introducing Factory Benchmarks |
| Parse Server | 7.5 | 2 | open-sourcebaassecurity-patches | Unauthenticated deletion via operator injection in device tokens |
| Tailscale | 7.5 | 2 | zero-trustai-securityprivileged-access | Tailscale PAM |
| Skipper | 6.3 | 0 | api-gatewayhttp-proxyrfc9421 | — |
| ESPHome | 6.3 | 1 | iothome-automationembedded | 2026.9.0 |
The 12 best Apache DolphinScheduler alternatives, in depth
1. GitHub · velocity 10.0
GitHub Copilot tightens enterprise governance while AI security scanning drops its CodeQL prerequisite.
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, enterprise governance and security.
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. CircleCI · velocity 8.8
CircleCI ships an MCP server and auto-rollback deployments, moving well past pure CI.
Over the last 30 days CircleCI shipped 2 meaningful updates vs Apache DolphinScheduler's 0, most recently “Machine Runner Orchestrator Release 1.0.0”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, CircleCI focuses on ci cd, agentic dev and mcp.
Over the last 30 days CircleCI has been shipping faster than Apache DolphinScheduler — a point in its favour if release momentum matters to you.
Full CircleCI trajectory → · Compare Apache DolphinScheduler vs CircleCI →
3. Cursor · velocity 8.8
Cursor launches Projects: a coordinator agent that runs thousands of subagents in the cloud indefinitely.
Over the last 30 days Cursor shipped 2 meaningful updates vs Apache DolphinScheduler's 0, most recently “Cursor launches Projects: coordinator-led multi-agent development”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Cursor focuses on multi agent, cloud agents and autonomous dev.
Over the last 30 days Cursor has been shipping faster than Apache DolphinScheduler — a point in its favour if release momentum matters to you.
Full Cursor trajectory → · Compare Apache DolphinScheduler vs Cursor →
4. Buildkite · velocity 8.8
Buildkite ships Agent v4, a VS Code extension, and MCP write-access to secrets in the same week.
Over the last 30 days Buildkite shipped 3 meaningful updates vs Apache DolphinScheduler's 0, most recently “Buildkite for VS Code”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Buildkite focuses on ci cd, developer tooling and mcp server.
Over the last 30 days Buildkite has been shipping faster than Apache DolphinScheduler — a point in its favour if release momentum matters to you.
Full Buildkite trajectory → · Compare Apache DolphinScheduler vs Buildkite →
5. ToolJet · velocity 7.5
ToolJet bundles MCP, multi-LLM switching, and PATs in a single beta — shifting from app builder to AI development platform.
Over the last 30 days ToolJet shipped 1 meaningful update vs Apache DolphinScheduler's 0, most recently “ToolJet beta ships PATs, 2FA, LLM switching, MCP auth, and OTel in a single drop”. 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, ToolJet focuses on ai native, mcp and multi llm.
Over the last 30 days ToolJet has been shipping faster than Apache DolphinScheduler — a point in its favour if release momentum matters to you.
Full ToolJet trajectory → · Compare Apache DolphinScheduler vs ToolJet →
6. Redocly · velocity 7.5
Redocly ships a built-in MCP server page across its entire docs platform, with public and authenticated endpoints.
Its velocity score of 7.5/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Redocly focuses on mcp server, api docs and devtools.
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 →
7. Kubernetes · velocity 7.5
Kubernetes v1.37 matures its memory management and scheduling stack for AI/ML workloads.
Its velocity score of 7.5/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Kubernetes focuses on resource management, ai workloads and scheduling.
Kubernetes 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 Kubernetes trajectory → · Compare Apache DolphinScheduler vs Kubernetes →
8. Warp · velocity 7.5
Warp pivoted from terminal app to cloud software factory infrastructure, and just launched the benchmarking tool that makes it self-improving.
Over the last 30 days Warp shipped 2 meaningful updates vs Apache DolphinScheduler's 0, most recently “Introducing Factory Benchmarks”. 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, Warp focuses on ai agents, software factory and coding agents.
Over the last 30 days Warp has been shipping faster than Apache DolphinScheduler — a point in its favour if release momentum matters to you.
Full Warp trajectory → · Compare Apache DolphinScheduler vs Warp →
9. Parse Server · velocity 7.5
Parse Server's 9.10.1 alpha series has patched five separate GHSA security advisories in three weeks — auth, data, and field exposure all affected.
Over the last 30 days Parse Server shipped 2 meaningful updates vs Apache DolphinScheduler's 0, most recently “Unauthenticated deletion via operator injection in device tokens”. 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, Parse Server focuses on open source, baas and security patches.
Over the last 30 days Parse Server has been shipping faster than Apache DolphinScheduler — a point in its favour if release momentum matters to you.
Full Parse Server trajectory → · Compare Apache DolphinScheduler vs Parse Server →
10. Tailscale · velocity 7.5
Tailscale ships AI control plane: Aperture GA manages LLM sessions, PAM adds privileged access.
Over the last 30 days Tailscale shipped 2 meaningful updates vs Apache DolphinScheduler's 0, most recently “Tailscale PAM”. 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, Tailscale focuses on zero trust, ai security and privileged access.
Over the last 30 days Tailscale has been shipping faster than Apache DolphinScheduler — a point in its favour if release momentum matters to you.
Full Tailscale trajectory → · Compare Apache DolphinScheduler vs Tailscale →
11. Skipper · velocity 6.3
Skipper adds RFC 9421 HTTP Message Signatures and delivers 21% RouteGroup load time improvement.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Apache DolphinScheduler leans on workflow scheduler, data engineering and apache, Skipper focuses on api gateway, http proxy and rfc9421.
Skipper 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 Skipper trajectory → · Compare Apache DolphinScheduler vs Skipper →
12. ESPHome · velocity 6.3
ESPHome 2026.9.0 ships template climate component, OTA encryption with API key, and ESP-NOW for ESP32-P4.
Over the last 30 days ESPHome shipped 1 meaningful update vs Apache DolphinScheduler's 0, most recently “2026.9.0”. 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, ESPHome focuses on iot, home automation and embedded.
Over the last 30 days ESPHome has been shipping faster than Apache DolphinScheduler — a point in its favour if release momentum matters to you.
Full ESPHome trajectory → · Compare Apache DolphinScheduler vs ESPHome →
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, Cursor, Buildkite, ToolJet, 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.