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Head-to-head · Model Registry Software

Cloudera AI Registry vs W&B Registry

  • Updated Nov 2026
  • Both researched from official sources
  • 6 checks side by side
Higher score Cloudera AI Registry #2 in Model Registry Software 9.2/10 Pricing on request ✓ 4 of 6 features Visit Cloudera
W&B Registry #4 in Model Registry Software 8.8/10 Free plan · 30-day trial Free planFree trial✓ 5 of 6 features Visit W&B Registry

Cloudera AI Registry leads on 0 checks, W&B Registry on 0, and 6 are even. Who comes out ahead on the 6 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreCloudera AI Registry · 9.2/10
  • Free planonly W&B Registry
  • Free trialonly W&B Registry
  • Most featuresW&B Registry · 5 of 6

Cloudera AI Registry scores higher on our rubric for model registry software: 9.2 against 8.8 out of 10; our editors rank them #2 and #4.

Cloudera AI Registry is the better fit for cloudera platform users. W&B Registry is the better fit for teams managing model artifacts at scale.

  • Cloudera AI Registry fits best

    Cloudera platform users

  • W&B Registry fits best

    Teams managing model artifacts at scale

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature Cloudera AI Registry 9.2/10 Visit ↗ W&B Registry 8.8/10 Visit ↗
At a glance
Editor score 9.2 8.8
Ranking #2 in Model Registry Software #4 in Model Registry Software
Best for Cloudera platform users Teams managing model artifacts at scale
Pricing model Paid Free plan + paid
Starting price Pricing on request $60/mo
Free plan Not checked yet ✓ (best)
Free trial — 30 days
Deployment Cloud Cloud, Self-hosted
Platforms Web Web, Windows, macOS, Linux
Support Phone, Community, Docs Email, Live chat, Community, Docs
Integrations 4 integrations 20,000+ integrations
Built for Enterprise, Mid-market Small business, Mid-market, Enterprise
Features Cloudera AI Registry 4/6 · W&B Registry 5/6
Model versioning ✓ ✓
Approval workflows Not checked yet Not checked yet
Model lineage ✓ ✓
Deployment tracking ✓ ✓
Model aliases Not checked yet ✓ (best)
Artifact storage ✓ ✓
Our review
Pros
  • Tracks model versions, metadata, lineage, archives, and deployment details
  • Provides REST and CLI APIs for model operations and registry queries
  • Connects with MLflow, CI/CD pipelines, NVIDIA NGC, and Hugging Face
  • Tracks model and dataset versions, lineage, aliases, and artifact history
  • Supports promotion across candidate, staging, and production lifecycle stages
  • Offers self-hosted deployment and enterprise governance options
Cons
  • Best suited to organizations already using Cloudera AI environments
  • Cloud delivery runs within Cloudera environments on AWS or Azure
  • Pricing is handled through contact sales rather than a published registry rate
  • Pro starts at $60 per month for team access controls and automations
  • Free includes community support rather than priority email and chat support
  • Advanced governance features are concentrated in Enterprise tiers
Our verdict

Cloudera AI Registry gives organizations using Cloudera AI a central place to store and organize machine learning models, model archives, versions, metadata, dependencies, and performance information. It is aimed at enterprise MLOps…

Read the review →

W&B Registry is a model and dataset repository for machine learning and MLOps teams. It organizes artifact versions into registries and collections, tracks lineage and change history, supports lifecycle aliases, and provides permissions…

Read the review →
  1. Cloudera AI RegistryModel Registry Software 9.2Pricing on request
  2. W&B RegistryModel Registry Software 8.8Free plan · 30-day trial

Strengths and trade-offs

  • Cloudera AI Registry — where it wins

    • Tracks model versions, metadata, lineage, archives, and deployment details
    • Provides REST and CLI APIs for model operations and registry queries
    • Connects with MLflow, CI/CD pipelines, NVIDIA NGC, and Hugging Face

    Where it doesn't

    • Best suited to organizations already using Cloudera AI environments
    • Cloud delivery runs within Cloudera environments on AWS or Azure
    • Pricing is handled through contact sales rather than a published registry rate

  • W&B Registry — where it wins

    • Tracks model and dataset versions, lineage, aliases, and artifact history
    • Supports promotion across candidate, staging, and production lifecycle stages
    • Offers self-hosted deployment and enterprise governance options

    Where it doesn't

    • Pro starts at $60 per month for team access controls and automations
    • Free includes community support rather than priority email and chat support
    • Advanced governance features are concentrated in Enterprise tiers
  • Cloudera AI Registry9.2/10 · Pricing on request

    A focused model registry for teams operating machine learning workflows in Cloudera AI.

    Visit ClouderaFull verdict →
  • W&B Registry8.8/10 · Free plan · 30-day trial

    A registry for versioning, lineage, governance, and lifecycle management of ML artifacts.

    Visit W&B RegistryFull verdict →

More comparisons

All model registry software comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Nov 2026

Last updated · How we research and update