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Comet vs Databricks Notebooks

Both stand on model registries. Which one you can start free with, which one lets you read the code, and what each costs once you pay.

Comet

Free plan APILinuxMac+3

Comet covers both LLM observability and evaluation through Opik and machine-learning workflows through MLOps. Free plans are listed, while paid cloud and MLOps options begin at 19.00 USD at their stated billing terms.

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Databricks Notebooks

Free plan AndroidAPILinux+3

Choose Databricks Notebooks if you need a web notebook environment with data governance, lineage, table rollback, and machine-learning capabilities. The Free Edition is a way to begin, but its compute size and usage are limited; teams needing more can look at usage-based or committed contracts.

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The facts

CometDatabricks Notebooks
Free planYesYes
Open sourceNoNo
Runs onAPI, Linux, Mac, Self-hosted, Web, WindowsAndroid, API, Linux, Mac, Web, Windows
Lowest paid planMLOps Pro: $19 per user a monthSee the plans
Plans published1110
MakerNot publishedDatabricks Notebooks
Websitecomet.comdatabricks.com
On model registries#1 of 38#2 of 38

Comet: what it does well

  • Traces context retrieval, model responses and tool calls
  • Evaluation includes test suites, datasets and experiments
  • Integrates with more than 40 AI frameworks and providers
  • Open-source Opik can be self-hosted

What to know first

  • Free Cloud limits teams to 10 members and 25k monthly spans
  • Free Cloud retains data for 60 days
  • MLOps Pro is $19 per user/month

Databricks Notebooks: what it does well

  • Free Edition includes one serverless workspace.
  • Supports SQL analytics, streaming ingestion, and data lakes.
  • Provides column, pipeline, and report lineage.
  • Supports dataset branching and table-snapshot rollback.
  • Includes GPU accelerators and autoscaling.

What to know first

  • Free Edition has limited compute size and usage.
  • The Free Edition includes one workspace.
  • The listed platform is web.

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