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Comparison · Infra & APIs

NetBox vs Spacelift

A side-by-side editorial comparison of NetBox and Spacelift — release velocity, themes, recent moves, and the top alternatives to consider.

NetBox vs Spacelift: at a glance

FeatureNetBoxSpacelift
SectorInfra & APIsInfra & APIs
Velocity score6.30.0
Sparks · 30d10
Top themesdcim, cooling, liquid-cooling, breaking-changesiac, agentic-deploys, mcp, policy-governance
Last editorial update6h ago13d ago
WebsiteVisit →Visit →

What is NetBox?

NetBox adds a cooling data model — the first new infrastructure domain since power

After a 4.6 patch cycle spent almost entirely on GraphQL query cost and permission correctness, NetBox has opened its 4.7 line with a beta that is the opposite kind of release. It introduces cooling infrastructure as a first-class modeling domain, migrates nested group models off django-mptt onto a PostgreSQL ltree column, replaces the Service protocol/ports fields with a unified port_mappings structure, and raises the floor to PostgreSQL 15 and Redis 6. The breaking-change list runs longer than most NetBox releases run in total.

Read the full NetBox trajectory →

What is Spacelift?

Spacelift's AI stopped explaining infrastructure and started deploying it.

The dated window ends in March with Spacelift Intelligence, first-class Terragrunt support, OIDC subject claim customisation and a self-service Templates release. Everything since sits in undated rows and is the more consequential half: a remote MCP server in May, SCIM 2.0 provisioning in June, and in July the ability to ask Intelligence to deploy a module by name, resolved against the Module Registry. An August notice warns that the API will start returning HTTP 500 on internal errors instead of 200.

Read the full Spacelift trajectory →

NetBox vs Spacelift: editorial side-by-side

N
NetBox
INFRA · APIS
6.3

NetBox adds a cooling data model — the first new infrastructure domain since power

◆ Current state

After a 4.6 patch cycle spent almost entirely on GraphQL query cost and permission correctness, NetBox has opened its 4.7 line with a beta that is the opposite kind of release. It introduces cooling infrastructure as a first-class modeling domain, migrates nested group models off django-mptt onto a PostgreSQL ltree column, replaces the Service protocol/ports fields with a unified port_mappings structure, and raises the floor to PostgreSQL 15 and Redis 6. The breaking-change list runs longer than most NetBox releases run in total.

◆ Where it's heading

The cooling model is deliberately shaped as a mirror of the existing power model — CoolingSource and CoolingFeed parallel PowerPanel and PowerFeed, CoolingIntake and CoolingOutflow parallel PowerPort and PowerOutlet, with CDUs and manifolds modeled as ordinary devices carrying those components. That symmetry says NetBox intends liquid cooling to be documented with the same rigor as power distribution, not bolted on as attributes. Underneath it, the ltree migration and the deferred search-index rebuild continue the performance thread of 4.6 by other means: instead of trimming queries inside the ORM, 4.7 is changing what the ORM sits on.

◆ Prediction

Expect at least one more 4.7 beta or release candidate before general availability, with the deprecated NestedGroupModel base class and the retained protocol/ports API fields the most likely sources of follow-up fixes as plugins migrate.

S
Spacelift
INFRA · APIS
0.0

Spacelift's AI stopped explaining infrastructure and started deploying it.

◆ Current state

The dated window ends in March with Spacelift Intelligence, first-class Terragrunt support, OIDC subject claim customisation and a self-service Templates release. Everything since sits in undated rows and is the more consequential half: a remote MCP server in May, SCIM 2.0 provisioning in June, and in July the ability to ask Intelligence to deploy a module by name, resolved against the Module Registry. An August notice warns that the API will start returning HTTP 500 on internal errors instead of 200.

◆ Where it's heading

The arc is easy to trace: Intent opened to everyone in December, Intelligence launched in March, an MCP server exposed the platform to outside assistants in May, and by July the AI is performing deployments rather than describing them. Running underneath is the governance work that makes that defensible — module sharing permissions, OIDC claims, SCIM — because an agent that can deploy is only sellable if the registry and the identity provider bound what it can reach. Terragrunt support and the plan-policy cleanup show the core IaC engine still being maintained rather than neglected for the AI work.

◆ Prediction

Deployment by name is the narrow case; the obvious next step is Intent handling multi-stack changes with policy checks in the loop, and the permission model being extended to describe what the AI specifically is allowed to deploy rather than what a user is.

Alternatives to NetBox and Spacelift

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 Spacelift.

See all NetBox alternatives → · See all Spacelift alternatives →

Recent activity from NetBox and Spacelift

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1d agoNetBoxNetBox 4.7 beta models cooling plant the way it models power
  2. 7d agoNetBoxGraphQL N+1 fixes and permission corrections in 4.6.8
  3. 13d agoSpaceliftAPI will return HTTP 500 on internal errors instead of 200
  4. 15d agoNetBox4.6.8 release candidate refreshes translation strings
  5. 19d agoNetBox4.6.7 trims GraphQL and scope-rebuild query overhead
  6. 21d agoNetBoxCluster-scoped VLANs, tag "any" lookup, audit-trail hardening
  7. 1mo agoNetBoxMDC connectors, script-module REST updates, Korean support
  8. 1mo agoSpaceliftAsk Spacelift Intelligence to deploy a module by name
  9. 2mo agoSpaceliftSCIM provisioning available in Spacelift!
  10. 2mo agoSpaceliftLearning Certificates now available in Spacelift!
  11. 3mo agoSpaceliftAnnouncing the Spacelift Remote MCP Server!
  12. 4mo agoSpaceliftLaunchpad Learn: Structured hands-on training for Spacelift

Frequently asked questions

What is the difference between NetBox and Spacelift?

They serve adjacent needs but don't currently overlap on shipped themes. NetBox 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 NetBox better than Spacelift?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. NetBox 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 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 Spacelift?

Top Spacelift alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Spacelift alternatives" section above for the current picks, or visit /alternatives/spacelift for the full list with editorial commentary on each.