Head-to-head · Machine Learning Data Catalog Software
DataHub Cloud vs Atlan Lakehouse
DataHub Cloud leads on 0 checks, Atlan Lakehouse on 0, and 1 is even. Who comes out ahead on the 1 yes/no, price and count check where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreDataHub Cloud · 8.4/10
DataHub Cloud scores higher on our rubric for machine learning data catalog software: 8.4 against 7.9 out of 10; our editors rank them #4 and #7.
DataHub Cloud is the better fit for enterprise teams prioritizing lineage across their stack. Atlan Lakehouse is the better fit for modern lakehouse metadata teams.
- DataHub Cloud fits best
Enterprise teams prioritizing lineage across their stack
- Atlan Lakehouse fits best
Modern lakehouse metadata teams
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Side by side
| Feature | DataHub Cloud 8.4/10 Visit ↗ | Atlan Lakehouse 7.9/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 8.4 | 7.9 |
| Ranking | #4 in Machine Learning Data Catalog Software | #7 in Machine Learning Data Catalog Software |
| Best for | Enterprise teams prioritizing lineage across their stack | Modern lakehouse metadata teams |
| Pricing model | Paid | Paid |
| Starting price | — | Pricing on request |
| Free plan | — | Not checked yet |
| Free trial | — | — |
| Deployment | Cloud | Cloud |
| Platforms | Web | Web |
| Support | Tickets, Community, Docs | Docs |
| Compliance | SOC 2, SSO/SAML | SOC 2, ISO 27001, GDPR, HIPAA |
| Integrations | 100+ integrations | 12 integrations |
| Built for | Enterprise | Mid-market, Enterprise |
| Features DataHub Cloud 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 | Cloud | Cloud |
| Our review | ||
| Pros |
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| Cons |
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| Our verdict | DataHub Cloud is a managed data platform for enterprise data engineers, analysts, data scientists and governance teams working across complex data environments. It captures and visualizes lineage across databases, pipelines, data lakes,… 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
DataHub Cloud — where it wins
- Automates lineage capture across connected data systems
- Shows column-level lineage using SQL parsing
- Maps upstream and downstream impact across data assets
Where it doesn't
- Pricing is scoped to the use case and data environment
- Cloud deployment only
- Enterprise focus may not suit teams seeking a smaller-scale tool
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
- DataHub Cloud8.4/10 · Pricing on request
A managed catalog for tracing data lineage across warehouses, pipelines and BI.
Visit DataHubFull 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




