authentik
The first patch on 2026.8 is twenty-odd fixes and no new surface.
Comparison · Infra & APIs
Alwaysdata vs Windmill
A side-by-side editorial comparison of Alwaysdata and Windmill — release velocity, themes, recent moves, and the top alternatives to consider.
Alwaysdata vs Windmill: at a glance
What is Alwaysdata?
alwaysdata keeps language runtimes current, and that is the whole feed
alwaysdata's changelog is a stream of runtime availability notices — Node.js, PHP, Python, Ruby, Deno and .NET point releases published in batches, usually within days of upstream. Existing applications stay on their pinned version; the platform simply makes the new one selectable.
What is Windmill?
Windmill gives its AI agents a test harness, the piece that lets them into production flows
Windmill is a developer platform for scripts, flows and internal apps, shipping weekly across three lanes. The AI lane is the busiest: sessions that build scripts and flows as reviewable drafts, a read-only plan mode that refuses writes until you approve, version history on session artifacts, and now evaluation for reusable agents. The runtime lane keeps absorbing data tooling — dbt projects run natively, BigQuery and Snowflake came out from behind the Enterprise licence. The workspace lane is consolidating deployment semantics around fork lineage.
Alwaysdata vs Windmill: editorial side-by-side
Alwaysdata
0.0INFRA · APIS
alwaysdata keeps language runtimes current, and that is the whole feed
◆ Current state
alwaysdata's changelog is a stream of runtime availability notices — Node.js, PHP, Python, Ruby, Deno and .NET point releases published in batches, usually within days of upstream. Existing applications stay on their pinned version; the platform simply makes the new one selectable.
◆ Where it's heading
This is maintenance as a product promise rather than a roadmap. The signal in the feed is cadence and coverage: a hosting platform demonstrating that upstream security releases become available quickly across every supported language.
◆ Prediction
Expect the same batched runtime notices to continue, with occasional infrastructure upgrades like the Apache 2.4.68 rollout appearing between them.
Windmill
6.3INFRA · APIS
Windmill gives its AI agents a test harness, the piece that lets them into production flows
◆ Current state
Windmill is a developer platform for scripts, flows and internal apps, shipping weekly across three lanes. The AI lane is the busiest: sessions that build scripts and flows as reviewable drafts, a read-only plan mode that refuses writes until you approve, version history on session artifacts, and now evaluation for reusable agents. The runtime lane keeps absorbing data tooling — dbt projects run natively, BigQuery and Snowflake came out from behind the Enterprise licence. The workspace lane is consolidating deployment semantics around fork lineage.
◆ Where it's heading
The AI work has moved through a recognisable sequence: first let the assistant build things, then constrain what it may do without approval, then make its output reviewable and revertible, and now make agents measurable against a fixed set of cases. That is the arc of taking AI from a demo surface to something you are willing to put in a scheduled flow. In parallel, Windmill keeps pulling data-stack runtimes inside its own execution model rather than integrating with them, and keeps giving away runtimes that were previously licensed.
◆ Prediction
Evals are the obvious hook for regression gating, so expect them to be callable from a flow or CI rather than only from the agent card, and expect the eval run history to feed the same version-comparison surface the session artifacts already use.
Alternatives to Alwaysdata 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 Alwaysdata or Windmill.
incident.io
Alert rate limits stop being per-source and start being per-tenant, by query.
Warp
The essay series keeps running ahead of the products it describes.
Node-RED
Both lines patch on the same day, and the reverted JSONata upgrade finally sticks.
werf
The 3.x line finally ships function: authenticated secret writes and render patches.
Infisical
Folder-level RBAC lands, and approvals finally get a webhook to talk to.
See all Alwaysdata alternatives → · See all Windmill alternatives →
Recent activity from Alwaysdata and Windmill
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 9d agoWindmillAI agent evals (beta) ⚡
- 19d agoWindmillPlan mode for AI sessions
- 22d agoWindmillNested filter groups and dotted paths in trigger filters
- 23d agoWindmillVersion history for AI session artifacts
- 1mo agoWindmillRun dbt projects as a first-class Windmill runtime ⚡
- 1mo agoAlwaysdataNew Node.js versions available: 24.18.1, 22.23.2
- 1mo agoAlwaysdataNew PHP versions available: 8.5.9, 8.4.24, 8.3.33, 8.2.33
- 1mo agoAlwaysdataNew Ruby version available: 3.3.12
- 1mo agoWindmillOne deployment target, derived from the workspace lineage
- 1mo agoAlwaysdataNew .NET versions available: 10.0.10, 8.0.29
- 1mo agoAlwaysdataNew Ruby versions available: 4.0.6, 3.4.10
- 1mo agoAlwaysdataNew Deno version available: 2.9.2
Frequently asked questions
What is the difference between Alwaysdata and Windmill?
They serve adjacent needs but don't currently overlap on shipped themes. Windmill is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 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 Alwaysdata better than Windmill?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Windmill is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 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 Alwaysdata?
Top Alwaysdata alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Alwaysdata alternatives" section above for the current picks, or visit /alternatives/alwaysdata 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.