Head-to-head · Machine Learning Data Catalog Software
Alation Data Catalog vs Atlan Lakehouse
Our verdict
- Highest scoreAlation Data Catalog · 8.0/10
Alation Data Catalog scores higher on our rubric for machine learning data catalog software: 8.0 against 7.9 out of 10; our editors rank them #6 and #7.
Alation Data Catalog is the better fit for mid-market and enterprise data governance teams. Atlan Lakehouse is the better fit for modern lakehouse metadata teams.
- Alation Data Catalog fits best
Mid-market and enterprise data governance teams
- Atlan Lakehouse fits best
Modern lakehouse metadata teams
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Side by side
| Feature | Alation Data Catalog 8.0/10 Visit ↗ | Atlan Lakehouse 7.9/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 8.0 | 7.9 |
| Ranking | #6 in Machine Learning Data Catalog Software | #7 in Machine Learning Data Catalog Software |
| Best for | Mid-market and enterprise data governance teams | Modern lakehouse metadata teams |
| Pricing model | Paid | Paid |
| Starting price | — | Pricing on request |
| Free plan | Not checked yet | Not checked yet |
| Free trial | — | — |
| Deployment | Cloud, Self-hosted, Browser extension | Cloud |
| Platforms | Web, Chrome extension | Web |
| Support | Docs | Docs |
| Compliance | SOC 2, ISO 27001, HIPAA, SSO/SAML | SOC 2, ISO 27001, GDPR, HIPAA |
| Integrations | 120+ integrations | 12 integrations |
| Built for | Enterprise, Mid-market | Mid-market, Enterprise |
| Features Alation Data Catalog 0/4 · Atlan Lakehouse 0/4 | ||
| ML data lineage | Not checked yet | Not checked yet |
| Dataset versioning | Not checked yet | Not checked yet |
| Data quality checks | Not checked yet | Not checked yet |
| Access policy controls | Not checked yet | Not checked yet |
| Specs | ||
| ML asset coverage | Not checked yet | Not checked yet |
| Deployment | Not checked yet | Cloud |
| Our review | ||
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| Our verdict | 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 → |
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 → |
Strengths and trade-offs
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 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 Catalog8.0/10 · Pricing on request
A broad enterprise catalog for discovery, lineage and governance, with a fit adjacent to ML catalogs.
Visit AlationFull verdict → - Atlan Lakehouse7.9/10 · Pricing on request
A cloud metadata platform with semantic search, lineage, and time-travel history.
Visit AtlanFull verdict →
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All machine learning data catalog software comparisons → · Full ranking →
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update




