PESTO
A calibration toolkit that found its core PEST++ bridge had never actually run
A side-by-side editorial comparison of ToolJet and Windmill — release velocity, themes, recent moves, and the top alternatives to consider.
ToolJet's LTS and beta trains both narrow to component polish and CVE patching
ToolJet runs two parallel release trains — a 3.20 LTS line and a 3.21 beta line — and this window is dominated by small fixes on both. The most substantive tag is v3.20.212-lts, which brings dynamic-height support to several widgets, a dynamic number format for Currency Input, mobile camera flip, and AI build notifications. Everything newer than it is single-issue: a table header wrap fix, a gRPC discovery freeze, a stale row-click value.
Windmill gave away the warehouse connectors and now runs dbt natively — the trial is the strategy.
Two lines are moving at once. The platform line made dbt projects a first-class runtime, unified the deployment target on workspace lineage, opened Compare & Deploy to arbitrary target workspaces, and moved BigQuery and Snowflake out from behind the Enterprise license. The AI line took sessions to beta on by default and has been adding controls around them since — file attachments, visible web-search sources, artifact version history, and now a read-only plan mode that refuses anything that writes or deploys until you approve a plan.
ToolJet runs two parallel release trains — a 3.20 LTS line and a 3.21 beta line — and this window is dominated by small fixes on both. The most substantive tag is v3.20.212-lts, which brings dynamic-height support to several widgets, a dynamic number format for Currency Input, mobile camera flip, and AI build notifications. Everything newer than it is single-issue: a table header wrap fix, a gRPC discovery freeze, a stale row-click value.
The component library is where the work is going — dynamic heights, sizing modes, and overflow handling have appeared across four of the last six releases, which reads as a systematic pass over layout behaviour rather than isolated requests. The AI surface is growing quietly at the edges: build notifications here, an AI credits portal domain change, hardened guards on the AI onboarding API. Cherry-picks in both directions suggest the LTS and beta lines are being kept deliberately close.
Expect the dynamic-height and sizing pass to continue across remaining widgets, and the beta line's AI datasource integrations to graduate into the LTS train.
Two lines are moving at once. The platform line made dbt projects a first-class runtime, unified the deployment target on workspace lineage, opened Compare & Deploy to arbitrary target workspaces, and moved BigQuery and Snowflake out from behind the Enterprise license. The AI line took sessions to beta on by default and has been adding controls around them since — file attachments, visible web-search sources, artifact version history, and now a read-only plan mode that refuses anything that writes or deploys until you approve a plan.
Windmill is positioning as the place a data team's existing work already runs rather than a system to be ported to: an unmodified dbt project drops in, its models become addressable assets with ref() lineage, and the warehouse languages needed to reach them are no longer paywalled. In parallel, the AI session work is maturing from capability to governance — the recent additions are all about reviewability and constraint, not raw autonomy. The deployment changes point the same way, collapsing configurable targets into a single derived answer.
Expect the plan-and-approve posture to spread beyond session chats into the durable AI surfaces, and more warehouse-adjacent runtimes to follow dbt into the first-class treatment; Oracle and MS SQL remain the obvious Enterprise holdouts to watch.
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 ToolJet or Windmill.
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See all ToolJet alternatives → · See all Windmill alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Windmill is currently shipping more aggressively (velocity 8.8 vs 5.0), 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Windmill is currently shipping more aggressively (velocity 8.8 vs 5.0), 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.
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.
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.