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Head-to-head · Machine Learning Data Catalog Software

DataHub Cloud vs Atlan Lakehouse

  • Updated Oct 2026
  • Both researched from official sources
  • 1 check side by side
Higher score DataHub Cloud #4 in Machine Learning Data Catalog Software 8.4/10 Pricing on request ✓ 0 of 4 features Visit DataHub
Atlan Lakehouse #7 in Machine Learning Data Catalog Software 7.9/10 Pricing on request ✓ 0 of 4 features Visit Atlan

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
  • Automates lineage capture across connected data systems
  • Shows column-level lineage using SQL parsing
  • Maps upstream and downstream impact across data assets
  • 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
Cons
  • Pricing is scoped to the use case and data environment
  • Cloud deployment only
  • Enterprise focus may not suit teams seeking a smaller-scale tool
  • Contact-sales pricing makes cost planning less direct
  • Cloud deployment only
  • Support channels are limited to documentation
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 →
  1. DataHub CloudMachine Learning Data Catalog Software 8.4Pricing on request
  2. Atlan LakehouseMachine Learning Data Catalog Software 7.9Pricing on request

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 →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update