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Comparison · Infra & APIs

Dust vs NetBox

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

Dust vs NetBox: at a glance

FeatureDustNetBox
SectorInfra & APIsInfra & APIs
Velocity score8.86.3
Sparks · 30d01
Top themesmcp, multi-model, enterprise, agent-capabilitiesdcim, cooling, liquid-cooling, breaking-changes
Last editorial update2mo ago6h ago
WebsiteVisit →Visit →

What is Dust?

Dust doubles down on MCP-native agents with multi-model routing and enterprise guardrails.

Dust is building an MCP-native agent platform with broad model coverage and growing enterprise depth. The May cadence shows parallel investment in agent capability (vision via MCP tools, context compaction, frame editing/export) and operational readiness (audit logs, SIEM streaming, protocol migrations). Mobile is getting a voice-first input redesign.

Read the full Dust 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 →

Dust vs NetBox: editorial side-by-side

D
Dust
INFRA · APIS
8.8

Dust doubles down on MCP-native agents with multi-model routing and enterprise guardrails.

◆ Current state

Dust is building an MCP-native agent platform with broad model coverage and growing enterprise depth. The May cadence shows parallel investment in agent capability (vision via MCP tools, context compaction, frame editing/export) and operational readiness (audit logs, SIEM streaming, protocol migrations). Mobile is getting a voice-first input redesign.

◆ Where it's heading

The product is converging on agents-in-the-enterprise via MCP, with multi-model routing as table stakes. MCP V2 migrations and image returns from MCP tools point to the protocol becoming Dust's integration backbone. The model-refresh cadence — three vendors in 48 hours — suggests model routing is now a core competency, not a feature.

◆ Prediction

Expect more MCP V2 connector migrations and richer MCP return types beyond images. The voice-first mobile input bar likely precedes a deeper voice-mode agent surface.

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 Dust 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 Dust or NetBox.

See all Dust alternatives → · See all NetBox alternatives →

Recent activity from Dust 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 agoNetBoxGraphQL N+1 fixes and permission corrections in 4.6.8
  3. 15d agoNetBox4.6.8 release candidate refreshes translation strings
  4. 19d agoNetBox4.6.7 trims GraphQL and scope-rebuild query overhead
  5. 21d agoNetBoxCluster-scoped VLANs, tag "any" lookup, audit-trail hardening
  6. 1mo agoNetBoxMDC connectors, script-module REST updates, Korean support
  7. 2mo agoDustCompact mobile input bar goes voice-first
  8. 2mo agoDustFrames export as PDF or PNG
  9. 2mo agoDustInline text editing in frames
  10. 3mo agoDustGemini 3.5 Flash now available
  11. 3mo agoDustGrok 4.3 upgrade and Anthropic model migrations
  12. 3mo agoDustAsana MCP update

Frequently asked questions

What is the difference between Dust and NetBox?

They serve adjacent needs but don't currently overlap on shipped themes. Dust is currently shipping more aggressively (velocity 8.8 vs 6.3), with 0 editorial sparks in the last 30 days against 1. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is Dust better than NetBox?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dust is currently shipping more aggressively (velocity 8.8 vs 6.3), with 0 editorial sparks in the last 30 days against 1. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.

What are the best alternatives to Dust?

Top Dust alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Dust alternatives" section above for the current picks, or visit /alternatives/dust 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.