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Head-to-head · Machine Learning Data Catalog Software

Atlan Lakehouse vs Alation Data Catalog

  • Updated Sep 2026
  • Both researched from official sources
Higher score Atlan Lakehouse #6 in Machine Learning Data Catalog Software 6.8/10 Pricing on request ✓ 0 of 4 features Visit Atlan
Alation Data Catalog #7 in Machine Learning Data Catalog Software 6.5/10 Pricing on request ✓ 0 of 4 features Visit Alation

Our verdict

  • Highest scoreAtlan Lakehouse · 6.8/10

Atlan Lakehouse scores higher on our rubric for machine learning data catalog software: 6.8 against 6.5 out of 10; our editors rank them #6 and #7.

Atlan Lakehouse is the better fit for modern lakehouse metadata teams. Alation Data Catalog is the better fit for mid-market and enterprise data governance teams.

  • Atlan Lakehouse fits best

    Modern lakehouse metadata teams

  • Alation Data Catalog fits best

    Mid-market and enterprise data governance teams

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Side by side

Feature Atlan Lakehouse 6.8/10 Visit ↗ Alation Data Catalog 6.5/10 Visit ↗
At a glance
Editor score 6.8 6.5
Ranking #6 in Machine Learning Data Catalog Software #7 in Machine Learning Data Catalog Software
Best for Modern lakehouse metadata teams Mid-market and enterprise data governance teams
Pricing model Paid Paid
Starting price Not published Not published
Free plan Not published Not published
Free trial — —
Deployment Cloud Cloud, Self-hosted, Browser extension
Platforms Web Web, Chrome extension
Support Docs Docs
Compliance SOC 2, ISO 27001, GDPR, HIPAA SOC 2, ISO 27001, HIPAA, SSO/SAML
Integrations 12 integrations 120+ integrations
Built for Mid-market, Enterprise Enterprise, Mid-market
Features Atlan Lakehouse 0/4 · Alation Data Catalog 0/4
ML data lineage Not published Not published
Dataset versioning Not published Not published
Data quality checks Not published Not published
Access policy controls Not published Not published
Specs
ML asset coverage Not published Not published
Deployment Cloud Not published
Our review
Pros
  • Iceberg-native metadata storage with time-travel history
  • Automated and column-level lineage with downstream impact analysis
  • Connects to major warehouses, BI tools, and data platforms
  • Search, automated metadata extraction and catalog updates support discovery.
  • Lineage, quality monitoring and governance workflows connect context to controls.
  • 120 integrations, REST APIs and cloud or self-hosted deployment options.
Cons
  • Contact-sales pricing makes cost planning less direct
  • Cloud deployment only
  • Support channels are limited to documentation
  • Its stated fit is adjacent to machine-learning-specific catalog needs.
  • Pricing requires a sales estimate; no public dollar amounts or catalog tier prices.
  • Support channels listed are limited to documentation.
Our verdict

Atlan Lakehouse—presented by Atlan as Context Lakehouse or Metadata Lakehouse—is a cloud-first platform for storing, managing, and serving enterprise data and AI context. It is aimed at data and governance teams, analysts, and AI…

Read the review →

Alation Data Catalog is an enterprise metadata management and data discovery platform for mid-market and enterprise teams that need governed discovery across databases, files, BI systems, applications and AI models. Search and business…

Read the review →
  1. Atlan LakehouseMachine Learning Data Catalog Software 6.8Pricing on request
  2. Alation Data CatalogMachine Learning Data Catalog Software 6.5Pricing on request

Strengths and trade-offs

  • Atlan Lakehouse — where it wins

    • Iceberg-native metadata storage with time-travel history
    • Automated and column-level lineage with downstream impact analysis
    • Connects to major warehouses, BI tools, and data platforms

    Where it doesn't

    • Contact-sales pricing makes cost planning less direct
    • Cloud deployment only
    • Support channels are limited to documentation
  • Alation Data Catalog — where it wins

    • Search, automated metadata extraction and catalog updates support discovery.
    • Lineage, quality monitoring and governance workflows connect context to controls.
    • 120 integrations, REST APIs and cloud or self-hosted deployment options.

    Where it doesn't

    • Its stated fit is adjacent to machine-learning-specific catalog needs.
    • Pricing requires a sales estimate; no public dollar amounts or catalog tier prices.
    • Support channels listed are limited to documentation.
  • Atlan Lakehouse6.8/10 · Pricing on request

    A cloud metadata platform with semantic search, lineage, and time-travel history.

    Visit AtlanFull verdict →
  • Alation Data Catalog6.5/10 · Pricing on request

    A broad enterprise catalog for discovery, lineage and governance, with a fit adjacent to ML catalogs.

    Visit AlationFull verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026

Last updated · How we research and update