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Head-to-head · Machine Learning Data Catalog Software

Snowflake Horizon Catalog vs Collibra

  • Updated Sep 2026
  • Both researched from official sources
Higher score Snowflake Horizon Catalog #3 in Machine Learning Data Catalog Software 7.5/10 30-day trial ✓ 0 of 4 features Visit Snowflake
Collibra #8 in Machine Learning Data Catalog Software 6.5/10 Pricing on request ✓ 0 of 4 features Visit Collibra

Our verdict

  • Highest scoreSnowflake Horizon Catalog · 7.5/10

Snowflake Horizon Catalog scores higher on our rubric for machine learning data catalog software: 7.5 against 6.5 out of 10; our editors rank them #3 and #8.

Snowflake Horizon Catalog is the better fit for snowflake-centric data and AI teams. Collibra is the better fit for large enterprises needing governance depth.

  • Snowflake Horizon Catalog fits best

    Snowflake-centric data and AI teams

  • Collibra fits best

    Large enterprises needing governance depth

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Side by side

Feature Snowflake Horizon Catalog 7.5/10 Visit ↗ Collibra 6.5/10 Visit ↗
At a glance
Editor score 7.5 6.5
Ranking #3 in Machine Learning Data Catalog Software #8 in Machine Learning Data Catalog Software
Best for Snowflake-centric data and AI teams Large enterprises needing governance depth
Pricing model Paid Paid
Starting price Not published Not published
Free plan Not published Not published
Free trial — —
Deployment Cloud Cloud, Self-hosted
Platforms Web Web
Support Tickets, Community, Docs Email, Tickets, Community, Docs
Compliance SOC 2, ISO 27001, GDPR, HIPAA, PCI DSS, 2FA SOC 2, ISO 27001, GDPR, HIPAA
Integrations 8 integrations 100+ integrations
Built for Mid-market, Enterprise Enterprise
Features Snowflake Horizon Catalog 0/4 · Collibra 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
  • 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.
  • Combines cataloging with governance workflows, lineage, and quality monitoring.
  • Includes privacy risk management and AI governance capabilities.
  • Connects through 100 integrations, native connectors, and open APIs.
Cons
  • 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.
  • Contact-sales pricing gives buyers no self-serve plan comparison.
  • Enterprise positioning may not suit smaller organizations.
  • Its broad governance scope is less focused on ML-specific cataloging.
Our verdict

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 →

Collibra brings data cataloging together with governance, lineage, quality, privacy, and AI governance capabilities. It is aimed at large enterprises that need to discover and manage data across complex environments, rather than teams…

Read the review →
  1. Snowflake Horizon CatalogMachine Learning Data Catalog Software 7.530-day trial
  2. CollibraMachine Learning Data Catalog Software 6.5Pricing on request

Strengths and trade-offs

  • 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.
  • Collibra — where it wins

    • Combines cataloging with governance workflows, lineage, and quality monitoring.
    • Includes privacy risk management and AI governance capabilities.
    • Connects through 100 integrations, native connectors, and open APIs.

    Where it doesn't

    • Contact-sales pricing gives buyers no self-serve plan comparison.
    • Enterprise positioning may not suit smaller organizations.
    • Its broad governance scope is less focused on ML-specific cataloging.
  • Snowflake Horizon Catalog7.5/10 · 30-day trial

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

    Visit SnowflakeFull verdict →
  • Collibra6.5/10 · Pricing on request

    A governance-rich data catalog for enterprises, with a broader focus than ML cataloging alone.

    Visit CollibraFull verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026

Last updated · How we research and update