Windmill
Windmill absorbed dbt, un-gated its warehouse languages, and turned AI authoring on by default.
Comparison · Infra & APIs
NetBox vs Depot
A side-by-side editorial comparison of NetBox and Depot — release velocity, themes, recent moves, and the top alternatives to consider.
NetBox vs Depot: at a glance
| Feature | NetBox | Depot |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs |
| Velocity score | 5.0 | 7.5 |
| Sparks · 30d | 0 | 2 |
| Top themes | dcim, ipam, graphql, performance | ci-cd, test-analytics, source-control, infrastructure |
| Last editorial update | 2h ago | 2h ago |
| Website | Visit → | — |
What is NetBox?
NetBox is spending 4.6 paying down query cost, not adding models.
The 4.6 line opened in May with genuinely new modelling — virtual machine types, cable bundles, a flat rack-group axis, ETag support on the REST API — and every patch release since has been maintenance in the same shape: a handful of enhancements, a block of performance work, a longer block of bug fixes. The performance entries are consistently about query count: N+1 elimination in GraphQL, prefetch hints, serializer caching, chunked bulk updates, a GIN index on cable paths.
What is Depot?
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.
NetBox vs Depot: editorial side-by-side
NetBox
5.0INFRA · APIS
NetBox is spending 4.6 paying down query cost, not adding models.
◆ Current state
The 4.6 line opened in May with genuinely new modelling — virtual machine types, cable bundles, a flat rack-group axis, ETag support on the REST API — and every patch release since has been maintenance in the same shape: a handful of enhancements, a block of performance work, a longer block of bug fixes. The performance entries are consistently about query count: N+1 elimination in GraphQL, prefetch hints, serializer caching, chunked bulk updates, a GIN index on cable paths.
◆ Where it's heading
This is a project optimising for large installations rather than new use cases. GraphQL in particular is being hardened release by release — depth limiting, prefetch hints, schema corrections — which reads as API consumers hitting limits at scale. Security fixes arrive quietly inside the same lists, including audit-trail immutability and constant-time token comparison.
◆ Prediction
Expect the 4.6.x train to continue on its roughly two-week cadence with the same enhancement/performance/fix mix, and the next feature-bearing work to wait for 4.7 rather than appearing in a patch.
Depot
7.5INFRA · APIS
Depot is no longer a build accelerator — it is assembling the whole CI stack underneath itself.
◆ Current state
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.
◆ Where it's heading
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.
◆ Prediction
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.
Alternatives to NetBox and Depot
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 NetBox or Depot.
Casdoor
Nine releases in four days, all of them small — Casdoor is grinding on tenant-level governance.
Resend
Resend spent a month making itself something agents and third-party apps can log into.
Prowler
Prowler turned its assistant from a read-only explainer into something that can change your tenant.
Buildkite
Buildkite is rebuilding its MCP server around what an agent actually does with a failed build.
Dashy
The self-hosted dashboard finally let you drag things around instead of editing YAML.
See all NetBox alternatives → · See all Depot alternatives →
Recent activity from NetBox and Depot
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 13h agoNetBoxv4.6.8-rc1 updates translation strings only
- 1d agoDepotDepot CI now supports native GitHub stacked pull requests
- 4d agoNetBoxv4.6.7 cuts query counts across the GraphQL API
- 6d agoDepotTest results are now generally available ⚡
- 7d agoNetBoxv4.6.6 speeds bulk deletes and hardens the audit trail
- 14d agoDepotAI analysis available for all Depot CI workflows and jobs
- 20d agoDepotSplit CI test suites with historical timing data (beta)
- 21d agoNetBoxv4.6.5 adds MDC connectors, Korean, and REST script updates
- 25d agoDepotDepot CI now supports Tailscale
- 26d agoDepotDepot Code is now available in private beta ⚡
- 1mo agoNetBoxv4.6.4 improves S3 attachments and bulk custom field updates
- 1mo agoNetBoxv4.6.3 adds bulk VLAN creation and constant-time token checks
Frequently asked questions
What is the difference between NetBox and Depot?
They serve adjacent needs but don't currently overlap on shipped themes. Depot is currently shipping more aggressively (velocity 7.5 vs 5.0), with 2 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 NetBox better than Depot?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Depot is currently shipping more aggressively (velocity 7.5 vs 5.0), with 2 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 NetBox?
Top NetBox alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "NetBox alternatives" section above for the current picks, or visit /alternatives/netbox for the full list with editorial commentary on each.
What are the best alternatives to Depot?
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.