Casdoor
Nine releases in four days, all of them small — Casdoor is grinding on tenant-level governance.
A side-by-side editorial comparison of Depot and Windmill — release velocity, themes, recent moves, and the top alternatives to consider.
| Feature | Depot | Windmill |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs |
| Velocity score | 7.5 | 8.8 |
| Sparks · 30d | 2 | 3 |
| Top themes | ci-cd, test-analytics, source-control, infrastructure | dbt, open-core, ai-authoring, workspace-deployment |
| Last editorial update | 3h ago | 1h ago |
| Website | — | Visit → |
Depot is no longer a build accelerator — it is assembling the whole CI stack underneath itself.
In roughly a month Depot shipped its own source-control hosting in private beta, took test results to GA with timing-based sharding and org-wide flake analytics, moved CI and Sandboxes onto its own bare-metal compute platform, and filled in the GitHub Actions compatibility surface with stacked pull requests, three additional triggers, and Tailscale access to private networks. Sherlock's AI analysis now runs on any workflow or job, not just failed ones.
Windmill absorbed dbt, un-gated its warehouse languages, and turned AI authoring on by default.
Windmill had a dense fortnight across three fronts. Unmodified dbt projects now run as first-class Windmill scripts — drop the project into a __dbt/ folder, push, and Windmill runs dbt build on your own workers with per-model progress and results, dbt retry and row previews. BigQuery and Snowflake script languages left the Enterprise license and became available on every edition including self-hosted community instances. AI sessions entered beta enabled by default, tying a chat to a workspace or fork with a live preview, building scripts, flows and apps as drafts reviewed in a diff drawer. Deployment also got tightened: Compare & Deploy accepts any target workspace, while the workspace-level 'deploy to' setting was removed in favor of a target derived from workspace lineage.
In roughly a month Depot shipped its own source-control hosting in private beta, took test results to GA with timing-based sharding and org-wide flake analytics, moved CI and Sandboxes onto its own bare-metal compute platform, and filled in the GitHub Actions compatibility surface with stacked pull requests, three additional triggers, and Tailscale access to private networks. Sherlock's AI analysis now runs on any workflow or job, not just failed ones.
The pattern is vertical integration: storage, compute, source control and test intelligence all being pulled in-house so Depot controls every tier. Test results is the first piece with its own metered price ($1 per million passing tests) rather than being folded into build minutes, which suggests the products are being built to stand alone. GitHub compatibility work continues because migration friction is the main thing standing between Depot and its target users.
Expect Depot Code to move from private beta toward general availability with Depot CI as its primary integration point, and expect GitHub Actions runners and container builds to complete the announced move onto Depot Metal.
Windmill had a dense fortnight across three fronts. Unmodified dbt projects now run as first-class Windmill scripts — drop the project into a __dbt/ folder, push, and Windmill runs dbt build on your own workers with per-model progress and results, dbt retry and row previews. BigQuery and Snowflake script languages left the Enterprise license and became available on every edition including self-hosted community instances. AI sessions entered beta enabled by default, tying a chat to a workspace or fork with a live preview, building scripts, flows and apps as drafts reviewed in a diff drawer. Deployment also got tightened: Compare & Deploy accepts any target workspace, while the workspace-level 'deploy to' setting was removed in favor of a target derived from workspace lineage.
Windmill is widening what it can be the execution layer for while lowering the price of entry to find out. Running dbt unmodified means a data team can move orchestration without rewriting models, and un-gating the two warehouse languages removes the license wall from exactly the workloads that would arrive alongside dbt. The AI work runs on a distinct principle — output lands as reviewable drafts inside the existing deployment flow rather than as direct changes — which is consistent with the deployment cleanups happening at the same time. One deployment target derived from lineage is the same instinct as one diff drawer before deploy: fewer places where state can disagree.
The dbt integration is new enough that scheduling and observability around dbt runs are the obvious next surface, given Windmill already ships per-model results and retry. Expect AI sessions to exit beta on the strength of the draft-and-diff review model rather than by loosening it.
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 Depot or Windmill.
Nine releases in four days, all of them small — Casdoor is grinding on tenant-level governance.
Resend spent a month making itself something agents and third-party apps can log into.
Prowler turned its assistant from a read-only explainer into something that can change your tenant.
NetBox is spending 4.6 paying down query cost, not adding models.
Buildkite is rebuilding its MCP server around what an agent actually does with a failed build.
The self-hosted dashboard finally let you drag things around instead of editing YAML.
See all Depot 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 7.5), with 3 editorial sparks in the last 30 days against 2. 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 7.5), with 3 editorial sparks in the last 30 days against 2. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
Top Depot alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Depot alternatives" section above for the current picks, or visit /alternatives/depot 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.