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GitHub is building an identity trail around agent-era code: who pushed, who prompted, who pays.
Alternatives · developer tools
Apache Airflow alternatives
The best Apache Airflow alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Oct 13, 2026
Looking for the best alternatives to Apache Airflow? 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 Airflow shipped 0 meaningful updates in the last 30 days and carries a velocity score of 5.0 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 Airflow
Airflow's feed right now is a wall of provider release candidates, not core changes.
Every entry visible is a provider-package release candidate from the same October 6 batch: Telegram, Trino, Teradata, Vespa, Yandex, Tableau, Weaviate, Vertica, YDB and Zendesk, all at patch-level rc1. None carries notes beyond the batch date. The signal here is the size of the integration surface Airflow maintains, not any single change.
Velocity 5.0 · Last update 5h ago
Top 12 alternatives to Apache Airflow
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
INFRA · APIS
CircleCI is rebuilding its API for agents and filling the gaps in job lifecycle control.
INFRA · APIS
Infisical puts secret changes on its global approval system and splits out secret scanning.
INFRA · APIS
Retool's agent is wiring backends now; the self-hosted release trains keep rolling underneath.
INFRA · APIS
Port is turning its catalog into the permission layer other apps and GitHub inherit.
INFRA · APIS
Redocly lets docs teams define their own MCP tools, turning a docs site into an agent endpoint.
INFRA · APIS
ToolJet's beta rollup adds GPT-6.1 Sol, AI attachments and higher plan limits.
INFRA · APIS
MISP 2.5.50 deletes legacy discussions, templates and allowedlists as security fixes keep coming.
INFRA · APIS
Weblate wires workspace teams to your identity provider, after making workspaces carry rules.
INFRA · APIS
Buildkite is teaching agents to triage a red build, not just read it.
INFRA · APIS
Harbor's patch train is now mostly about undoing regressions from its own security hardening.
INFRA · APIS
Tyk is in maintenance mode on four release lines at once, with 5.16 barely stirring.
Apache Airflow 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 Airflow (baseline) | 5.0 | 0 | orchestrationprovidersintegrations | — |
| GitHub | 10.0 | 0 | provenancecopilotadmin-controls | — |
| CircleCI | 10.0 | 1 | api-v3agent-readydeprecations | CircleCI API v3 is now available |
| Infisical | 7.5 | 0 | secrets managementapprovalssecret scanning | — |
| Retool | 7.5 | 0 | low-codeai-agentsllm-integrations | — |
| Port | 7.5 | 1 | developer-platformai-governanceworkflow-orchestration | Port Product Updates - What we built in September 2026 |
| Redocly | 6.3 | 1 | api docsmcpai agents | Realm 0.138.0 |
| ToolJet | 6.3 | 0 | low-codeai-app-builderenterprise-admin | — |
| MISP | 6.3 | 1 | security-hardeningthreat-intelligenceopen-source | MISP 2.5.47: PostgreSQL support, AI analysis, 27 CVEs including authenticated RCE |
| Weblate | 6.3 | 1 | localizationworkspacesidentity sync | Weblate 2026.10: Automation add-on, AI quality scoring, editable source keys |
| Buildkite | 6.3 | 0 | ci-cdmcpai-agents | — |
| Harbor | 5.0 | 0 | container-registrysecurity-hardeningregression-fixes | — |
| Tyk | 5.0 | 0 | api-gatewaysecurity-patchesdependency-updates | — |
The 12 best Apache Airflow alternatives, in depth
1. GitHub · velocity 10.0
GitHub is building an identity trail around agent-era code: who pushed, who prompted, who pays.
Its velocity score of 10.0/10 reflects longer-term release cadence.
Where Apache Airflow leans on orchestration, providers and integrations, GitHub focuses on provenance, copilot and admin controls.
GitHub and Apache Airflow 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 Airflow vs GitHub →
2. CircleCI · velocity 10.0
CircleCI is rebuilding its API for agents and filling the gaps in job lifecycle control.
Over the last 30 days CircleCI shipped 1 meaningful update vs Apache Airflow's 0, most recently “CircleCI API v3 is now available”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where Apache Airflow leans on orchestration, providers and integrations, CircleCI focuses on api v3, agent ready and deprecations.
Over the last 30 days CircleCI has been shipping faster than Apache Airflow — a point in its favour if release momentum matters to you.
Full CircleCI trajectory → · Compare Apache Airflow vs CircleCI →
3. Infisical · velocity 7.5
Infisical puts secret changes on its global approval system and splits out secret scanning.
Its velocity score of 7.5/10 reflects longer-term release cadence.
Where Apache Airflow leans on orchestration, providers and integrations, Infisical focuses on secrets management, approvals and secret scanning.
Infisical and Apache Airflow have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Infisical trajectory → · Compare Apache Airflow vs Infisical →
4. Retool · velocity 7.5
Retool's agent is wiring backends now; the self-hosted release trains keep rolling underneath.
Its velocity score of 7.5/10 reflects longer-term release cadence.
Where Apache Airflow leans on orchestration, providers and integrations, Retool focuses on low code, ai agents and llm integrations.
Retool and Apache Airflow 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 Airflow vs Retool →
5. Port · velocity 7.5
Port is turning its catalog into the permission layer other apps and GitHub inherit.
Over the last 30 days Port shipped 1 meaningful update vs Apache Airflow's 0, most recently “Port Product Updates - What we built in September 2026”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache Airflow leans on orchestration, providers and integrations, Port focuses on developer platform, ai governance and workflow orchestration.
Over the last 30 days Port has been shipping faster than Apache Airflow — a point in its favour if release momentum matters to you.
6. Redocly · velocity 6.3
Redocly lets docs teams define their own MCP tools, turning a docs site into an agent endpoint.
Over the last 30 days Redocly shipped 1 meaningful update vs Apache Airflow's 0, most recently “Realm 0.138.0”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Airflow leans on orchestration, providers and integrations, Redocly focuses on api docs, mcp and ai agents.
Over the last 30 days Redocly has been shipping faster than Apache Airflow — a point in its favour if release momentum matters to you.
Full Redocly trajectory → · Compare Apache Airflow vs Redocly →
7. ToolJet · velocity 6.3
ToolJet's beta rollup adds GPT-6.1 Sol, AI attachments and higher plan limits.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Apache Airflow leans on orchestration, providers and integrations, ToolJet focuses on low code, ai app builder and enterprise admin.
ToolJet and Apache Airflow have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full ToolJet trajectory → · Compare Apache Airflow vs ToolJet →
8. MISP · velocity 6.3
MISP 2.5.50 deletes legacy discussions, templates and allowedlists as security fixes keep coming.
Over the last 30 days MISP shipped 1 meaningful update vs Apache Airflow's 0, most recently “MISP 2.5.47: PostgreSQL support, AI analysis, 27 CVEs including authenticated RCE”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Airflow leans on orchestration, providers and integrations, MISP focuses on security hardening, threat intelligence and open source.
Over the last 30 days MISP has been shipping faster than Apache Airflow — a point in its favour if release momentum matters to you.
9. Weblate · velocity 6.3
Weblate wires workspace teams to your identity provider, after making workspaces carry rules.
Over the last 30 days Weblate shipped 1 meaningful update vs Apache Airflow's 0, most recently “Weblate 2026.10: Automation add-on, AI quality scoring, editable source keys”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Airflow leans on orchestration, providers and integrations, Weblate focuses on localization, workspaces and identity sync.
Over the last 30 days Weblate has been shipping faster than Apache Airflow — a point in its favour if release momentum matters to you.
Full Weblate trajectory → · Compare Apache Airflow vs Weblate →
10. Buildkite · velocity 6.3
Buildkite is teaching agents to triage a red build, not just read it.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Apache Airflow leans on orchestration, providers and integrations, Buildkite focuses on ci cd, mcp and ai agents.
Buildkite and Apache Airflow have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Buildkite trajectory → · Compare Apache Airflow vs Buildkite →
11. Harbor · velocity 5.0
Harbor's patch train is now mostly about undoing regressions from its own security hardening.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Apache Airflow leans on orchestration, providers and integrations, Harbor focuses on container registry, security hardening and regression fixes.
Harbor and Apache Airflow have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Harbor trajectory → · Compare Apache Airflow vs Harbor →
12. Tyk · velocity 5.0
Tyk is in maintenance mode on four release lines at once, with 5.16 barely stirring.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Apache Airflow leans on orchestration, providers and integrations, Tyk focuses on api gateway, security patches and dependency updates.
Tyk and Apache Airflow have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to Apache Airflow?
The top Apache Airflow alternatives we currently track in developer tools are GitHub, CircleCI, Infisical, Retool, Port, ranked by recent ship velocity.
How is this list of Apache Airflow alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Apache Airflow directly with one of these alternatives?
Yes — every card has a "Compare with Apache Airflow" link to a side-by-side /compare page.