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Comparison · Infra & APIs

Dokku vs NetBox

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

Dokku vs NetBox: at a glance

FeatureDokkuNetBox
SectorInfra & APIsInfra & APIs
Velocity score5.06.3
Sparks · 30d01
Top themespaas, kubernetes, k3s, cli-automationdcim, cooling, liquid-cooling, breaking-changes
Last editorial update5d ago7h ago
WebsiteVisit →Visit →

What is Dokku?

Dokku is quietly turning into a k3s front-end with a JSON-first CLI.

The 0.38 patch line keeps shipping small releases with real features in them. v0.38.27 drops the local-image requirement for k3s deploys, reports Traefik DNS-provider variables as global keys, adds storage directory mode and removal flags, and introduces a vector-cron-sink so scheduled cron output has somewhere to go. It follows v0.38.26, which brought wildcard domains, custom cert issuers, and kernel sysctls to the k3s scheduler.

Read the full Dokku trajectory →

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 →

Dokku vs NetBox: editorial side-by-side

D
Dokku
INFRA · APIS
5.0

Dokku is quietly turning into a k3s front-end with a JSON-first CLI.

◆ Current state

The 0.38 patch line keeps shipping small releases with real features in them. v0.38.27 drops the local-image requirement for k3s deploys, reports Traefik DNS-provider variables as global keys, adds storage directory mode and removal flags, and introduces a vector-cron-sink so scheduled cron output has somewhere to go. It follows v0.38.26, which brought wildcard domains, custom cert issuers, and kernel sysctls to the k3s scheduler.

◆ Where it's heading

Two threads run through almost every release: closing the gap between the k3s scheduler and the classic single-host path, and making every command machine-readable. The k3s work has moved from basic scheduling to the operational details — certificates, DNS, sysctls, and now deploys that no longer assume a local Docker image — which is the sequence a project follows when it expects the Kubernetes path to become the default rather than the alternative.

◆ Prediction

Expect the remaining k3s parity gaps to keep closing one release at a time, and expect the logging work started with vector-cron-sink to extend to other task types that currently have no sink.

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.

Alternatives to Dokku and NetBox

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 Dokku or NetBox.

See all Dokku alternatives → · See all NetBox alternatives →

Recent activity from Dokku and NetBox

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 agoDokkuk3s deploys drop the local-image requirement; cron output gains a sink
  3. 7d agoNetBoxGraphQL N+1 fixes and permission corrections in 4.6.8
  4. 10d agoDokkuWildcard domains and custom cert issuers land on k3s
  5. 15d agoNetBox4.6.8 release candidate refreshes translation strings
  6. 19d agoNetBox4.6.7 trims GraphQL and scope-rebuild query overhead
  7. 21d agoNetBoxCluster-scoped VLANs, tag "any" lookup, audit-trail hardening
  8. 28d agoDokkuCommand injection fix, plus per-app Let's Encrypt on k3s
  9. 1mo agoDokkuDependency bumps and buildpack documentation
  10. 1mo agoDokkuCertificate CN parsing fixed for OpenSSL 3.x
  11. 1mo agoNetBoxMDC connectors, script-module REST updates, Korean support
  12. 1mo agoDokkuJSON output spreads across reports and plugin lists

Frequently asked questions

What is the difference between Dokku and NetBox?

They serve adjacent needs but don't currently overlap on shipped themes. NetBox 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.

Is Dokku better than NetBox?

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

What are the best alternatives to Dokku?

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

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.