Windmill
Windmill let its AI build deployable drafts, then handed two paid runtimes to the free tier.
A side-by-side editorial comparison of NetBox and Knock — release velocity, themes, recent moves, and the top alternatives to consider.
| Feature | NetBox | Knock |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs |
| Velocity score | 5.0 | 6.3 |
| Sparks · 30d | 0 | 1 |
| Top themes | dcim, ipam, network-automation, graphql | notifications, workflow-orchestration, developer-experience, agent-native |
| Last editorial update | 1h ago | 15h ago |
| Website | Visit → | — |
NetBox ships fortnightly, and the headline work is query performance rather than new surface
NetBox is on a steady two-week release rhythm through the 4.6 line, and each drop follows the same structure: a handful of modelling enhancements, a block of performance improvements, then bug fixes. Recent additions are practical rather than expansive — bulk VLAN creation, VLAN scoping to a device's cluster, MDC and MU fiber connector types, colored badges for custom field choices, a header_safe Jinja2 filter, Korean language support. The most recent release, 4.6.7, contains no new features at all.
Notification infrastructure grows a memory: workflows can now wait on the real world.
Knock sells notification infrastructure — workflows, broadcasts, in-app guides, and multi-channel delivery that product teams wire up instead of building themselves. July was dense and unusually broad: a rebuilt Notion-style template editor, saved views and tags, schema management for how properties surface across the dashboard, passkey login, branch rebasing, and sandbox test runs that skip delay steps. Underneath the polish, two structural additions landed — message events syncing into the data warehouse, and a workflow step that pauses until an event arrives.
NetBox is on a steady two-week release rhythm through the 4.6 line, and each drop follows the same structure: a handful of modelling enhancements, a block of performance improvements, then bug fixes. Recent additions are practical rather than expansive — bulk VLAN creation, VLAN scoping to a device's cluster, MDC and MU fiber connector types, colored badges for custom field choices, a header_safe Jinja2 filter, Korean language support. The most recent release, 4.6.7, contains no new features at all.
The performance section is where the direction shows. Release after release removes extraneous database queries from the GraphQL API — custom field data, rack reservation units, IP and prefix family lookups — and adds prefetch hints and serializer caching to list endpoints. That is the profile of a tool whose users have grown their datasets past what the original query patterns handled, so the work has moved from modelling more infrastructure to serving existing models faster. The enhancement stream continues in parallel, filling in connector types and bulk operations as operators hit gaps.
Expect the 4.6 line to continue on its fortnightly cadence with further GraphQL and list-endpoint query optimisation, alongside incremental modelling additions driven by operator requests.
Knock sells notification infrastructure — workflows, broadcasts, in-app guides, and multi-channel delivery that product teams wire up instead of building themselves. July was dense and unusually broad: a rebuilt Notion-style template editor, saved views and tags, schema management for how properties surface across the dashboard, passkey login, branch rebasing, and sandbox test runs that skip delay steps. Underneath the polish, two structural additions landed — message events syncing into the data warehouse, and a workflow step that pauses until an event arrives.
The developer-workflow half of the product is being treated like a codebase: branches that rebase onto main, tests that run in sandbox without delivering, tags and saved views for navigating a growing workspace. The engine half is moving in a different direction — toward workflows that hold state over time. A wait-for-event step, combined with the Clay data source triggering messaging as rows finish enriching, describes journeys rather than notifications. The analytics work is arriving twice over: raw events into the warehouse for teams with their own stack, and natural-language questions to the Knock agent for teams without one.
Wait-for-event is the primitive that makes journey-shaped use cases possible, so expect the next releases to address what it exposes — timeouts, observability into workflows sitting paused, and limits on how long one can wait before it becomes a support problem.
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 Knock.
Windmill let its AI build deployable drafts, then handed two paid runtimes to the free tier.
Prowler's agentic defender arrives — and it lives entirely behind the subscription line
MinIO narrows its open build to a storage engine and points paying users at AiStor
ElevenLabs is giving voice agents a git workflow - branches, rebases, and merge previews.
Auth0 is building identity for agents before the rest of the category admits it needs one.
ToolJet is wiring AI query generation into every connector while the LTS train ships hotfixes.
See all NetBox alternatives → · See all Knock alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Knock is currently shipping more aggressively (velocity 6.3 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. Knock is currently shipping more aggressively (velocity 6.3 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 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.
Top Knock alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Knock alternatives" section above for the current picks, or visit /alternatives/knock for the full list with editorial commentary on each.