Hatchet
Hatchet takes durable tasks serverless, with handlers for Cloudflare Workers, Vercel and Node.
Comparison · Infra & APIs
NetBird vs Windmill
A side-by-side editorial comparison of NetBird and Windmill — release velocity, themes, recent moves, and the top alternatives to consider.
NetBird vs Windmill: at a glance
What is NetBird?
NetBird's second v0.82 candidate keeps the MySQL removal and deprecates Rosenpass.
NetBird is preparing v0.82 as a breaking release for self-hosters. Both candidates remove MySQL, require a migration to PostgreSQL, and move reverse-proxy access logs to their own store. rc.2 adds a Rosenpass deprecation notice with a replacement said to be in final testing, and tightens the SSH server: the root-login setting now applies to uid 0, and path-bearing locale, TERM and TZ values from clients are refused.
What is Windmill?
Windmill is building a full AI-native workflow platform — guest app access, agent evals, dbt runtime, and AI cost tracking shipped in rapid succession.
Windmill is an open-source workflow automation and developer platform that has been adding AI capabilities at an accelerating rate. The last month brought AI agent evaluations (with dataset-based scoring and run comparison), AI usage and cost tracking per user and model, a Plan mode for AI sessions (read-only investigation posture), version history for both AI artifacts and resource values, and nested filter groups for Kafka and WebSocket triggers. The platform now spans workflow orchestration, AI-assisted script writing, and a native dbt runtime.
NetBird vs Windmill: editorial side-by-side
NetBird
5.0INFRA · APIS
NetBird's second v0.82 candidate keeps the MySQL removal and deprecates Rosenpass.
◆ Current state
NetBird is preparing v0.82 as a breaking release for self-hosters. Both candidates remove MySQL, require a migration to PostgreSQL, and move reverse-proxy access logs to their own store. rc.2 adds a Rosenpass deprecation notice with a replacement said to be in final testing, and tightens the SSH server: the root-login setting now applies to uid 0, and path-bearing locale, TERM and TZ values from clients are refused.
◆ Where it's heading
After v0.81 focused on device trust through certificate posture checks, v0.82 is about the management plane's storage and on hardening the built-in SSH server. Deprecating Rosenpass signals a change in how NetBird approaches post-quantum key exchange, though the entries do not name the replacement.
◆ Prediction
Expect v0.82.0 final with the MySQL removal intact, and a later release introducing the Rosenpass replacement.
Windmill
7.5INFRA · APIS
Windmill is building a full AI-native workflow platform — guest app access, agent evals, dbt runtime, and AI cost tracking shipped in rapid succession.
◆ Current state
Windmill is an open-source workflow automation and developer platform that has been adding AI capabilities at an accelerating rate. The last month brought AI agent evaluations (with dataset-based scoring and run comparison), AI usage and cost tracking per user and model, a Plan mode for AI sessions (read-only investigation posture), version history for both AI artifacts and resource values, and nested filter groups for Kafka and WebSocket triggers. The platform now spans workflow orchestration, AI-assisted script writing, and a native dbt runtime.
◆ Where it's heading
The pattern across recent releases is clear: Windmill is building the operational infrastructure around AI agents — not just the ability to run them, but the ability to measure, control, audit, and govern them. Agent evals add a testing layer; Plan mode adds a safety posture; cost tracking adds financial visibility; version history adds rollback capability. The guest app access model also introduces a new monetization dimension (4:1 guest-to-seat ratio above 100 free guests). Windmill is positioning as the AI workflow platform for teams that need enterprise-grade controls.
◆ Prediction
The eval framework (currently beta) will likely gain deeper integration with CI/CD and deployment flows. Guest access metering signals that Windmill is building toward consumption-based pricing for external-facing AI apps. Expect tighter integration between the agent evals system and the existing flow editor deployment pipeline.
Alternatives to NetBird and Windmill
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 NetBird or Windmill.
GitHub
At Universe, GitHub folds Copilot into Enterprise seats and lets Copilot Fusion pick the model.
incident.io
incident.io's agent now runs your team's own tools, with a human approval before any change.
Apache Airflow
Airflow 3.4 reaches its first release candidate, a week after the 10-20 provider wave.
Redocly
Redocly's reunite.agent gets per-duty cron schedules, rules and source repos.
Jackett
Jackett ships a daily build to keep hundreds of torrent indexers working as sites move and close.
See all NetBird alternatives → · See all Windmill alternatives →
Recent activity from NetBird and Windmill
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 20h agoNetBirdv0.82.0-rc.2: Rosenpass deprecated, SSH root-login and env hardening
- 2d agoNetBirdv0.82.0-rc.1: MySQL removed, access logs get their own database
- 7d agoNetBirdNetBird canary rebuild: group-restricted daemon socket
- 14d agoNetBirdv0.81.0-rc.3: management and Traefik backports
- 14d agoNetBirdv0.81 canary: route hysteresis stops HA peer flapping
- 16d agoNetBirdNetBird v0.81 RC2 adds batch group audit events
- 1mo agoWindmillGuest access for apps ⚡
- 2mo agoWindmillAI agent evals (beta) ⚡
- 2mo agoWindmillAI usage and cost tracking
- 2mo agoWindmillApplication default credentials for GCP Pub/Sub triggers
- 2mo agoWindmillPlan mode for AI sessions
- 2mo agoWindmillNested filter groups and dotted paths in trigger filters
Frequently asked questions
What is the difference between NetBird and Windmill?
They serve adjacent needs but don't currently overlap on shipped themes. Windmill is currently shipping more aggressively (velocity 7.5 vs 5.0), 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 NetBird better than Windmill?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Windmill is currently shipping more aggressively (velocity 7.5 vs 5.0), 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 NetBird?
Top NetBird alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "NetBird alternatives" section above for the current picks, or visit /alternatives/netbird for the full list with editorial commentary on each.
What are the best alternatives to Windmill?
Top Windmill alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Windmill alternatives" section above for the current picks, or visit /alternatives/windmill for the full list with editorial commentary on each.