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Head-to-head · Machine Learning Data Catalog Software

Databricks Unity Catalog vs Snowflake Horizon Catalog

  • Updated Oct 2026
  • Both researched from official sources

Our verdict

  • Highest scoreDatabricks Unity Catalog · 9.2/10
  • Free trialonly Snowflake Horizon Catalog

Databricks Unity Catalog scores higher on our rubric for machine learning data catalog software: 9.2 against 8.6 out of 10; our editors rank them #1 and #3.

Databricks Unity Catalog is the better fit for enterprises standardized on Databricks. Snowflake Horizon Catalog is the better fit for snowflake-centric data and AI teams.

  • Databricks Unity Catalog fits best

    Enterprises standardized on Databricks

  • Snowflake Horizon Catalog fits best

    Snowflake-centric data and AI teams

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature Databricks Unity Catalog 9.2/10 Visit ↗ Snowflake Horizon Catalog 8.6/10 Visit ↗
At a glance
Editor score 9.2 8.6
Ranking #1 in Machine Learning Data Catalog Software #3 in Machine Learning Data Catalog Software
Best for Enterprises standardized on Databricks Snowflake-centric data and AI teams
Pricing model Paid Paid
Starting price Not checked yet —
Free plan Not checked yet Not checked yet
Free trial — 30 days
Deployment Cloud, Self-hosted Cloud
Platforms Web Web
Support Community, Docs Tickets, Community, Docs
Compliance SOC 2, HIPAA, PCI DSS SOC 2, ISO 27001, GDPR, HIPAA, PCI DSS, 2FA
Integrations 4 integrations 8 integrations
Built for Mid-market, Enterprise Mid-market, Enterprise
Features Databricks Unity Catalog 0/4 · Snowflake Horizon Catalog 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
Pros
  • Traces lineage across tables, columns, jobs, notebooks and dashboards.
  • Combines access controls, sensitive-data tagging, auditing and quality alerts.
  • Supports sharing data and AI assets across organizations.
  • Tracks end-to-end and column-level lineage across supported sources.
  • Finds sensitive data and supports policy controls and object tagging.
  • Monitors data quality and helps trace issues to root causes.
Cons
  • Unity Catalog is included only with Databricks Premium and Enterprise tiers.
  • Compute and storage charges apply, with no fixed catalog price shown.
  • Column-level lineage cannot be captured in some cases.
  • Deployment is cloud-only.
  • Pricing is consumption-based across platform editions and usage.
  • The 30-day trial applies to the Snowflake platform, not the catalog separately.
Our verdict

Databricks Unity Catalog is the governance layer for data and AI assets in Databricks workspaces. It is aimed at mid-market and enterprise teams that want centralized discovery, access control, auditing, classification, quality monitoring,…

Read the review →

Snowflake Horizon Catalog helps organizations discover, interpret, govern, and trace data across Snowflake and external systems. It is aimed at mid-market and enterprise data and AI teams that need governed access to data assets, business…

Read the review →
  1. Databricks Unity CatalogMachine Learning Data Catalog Software 9.2Paid
  2. Snowflake Horizon CatalogMachine Learning Data Catalog Software 8.630-day trial

Strengths and trade-offs

  • Databricks Unity Catalog — where it wins

    • Traces lineage across tables, columns, jobs, notebooks and dashboards.
    • Combines access controls, sensitive-data tagging, auditing and quality alerts.
    • Supports sharing data and AI assets across organizations.

    Where it doesn't

    • Unity Catalog is included only with Databricks Premium and Enterprise tiers.
    • Compute and storage charges apply, with no fixed catalog price shown.
    • Column-level lineage cannot be captured in some cases.
  • Snowflake Horizon Catalog — where it wins

    • Tracks end-to-end and column-level lineage across supported sources.
    • Finds sensitive data and supports policy controls and object tagging.
    • Monitors data quality and helps trace issues to root causes.

    Where it doesn't

    • Deployment is cloud-only.
    • Pricing is consumption-based across platform editions and usage.
    • The 30-day trial applies to the Snowflake platform, not the catalog separately.
  • Databricks Unity Catalog9.2/10 · Paid

    A Databricks-native catalog for tracing, governing and sharing data and AI assets.

    Visit DatabricksFull verdict →
  • Snowflake Horizon Catalog8.6/10 · 30-day trial

    A cloud data catalog with lineage, governance, and quality tools for Snowflake-centric teams.

    Visit SnowflakeFull verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update