BigID Data + AI Catalog vs Snowflake Horizon Catalog

BigID Data + AI Catalog8.8Visit SHSnowflake Horizon Catalog8.6Visit

Higher score BigID Data + AI Catalog #2 in Machine Learning Data Catalog Software 8.8/10 Pricing on request ✓ 3 of 4 features Visit BigID

vs

SH Snowflake Horizon Catalog #3 in Machine Learning Data Catalog Software 8.6/10 30-day trial Free trial✓ 0 of 4 features Visit Snowflake

• BigID Data + AI Catalog fits best

  Enterprises cataloging diverse AI data

• Snowflake Horizon Catalog fits best

  Snowflake-centric data and AI teams

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Side by side

Feature	BigID Data + AI Catalog 8.8/10 Visit ↗	SHSnowflake Horizon Catalog 8.6/10 Visit ↗
At a glance
Editor score	8.8	8.6
Ranking	#2 in Machine Learning Data Catalog Software	#3 in Machine Learning Data Catalog Software
Best for	Enterprises cataloging diverse AI data	Snowflake-centric data and AI teams
Pricing model	Paid	Paid
Starting price	Pricing on request	—
Free plan	—	Not checked yet
Free trial	—	30 days
Deployment	Cloud, Self-hosted	Cloud
Platforms	Web	Web
Support	Email, Phone, Docs · 24/7	Tickets, Community, Docs
Compliance	SOC 2, ISO 27001, HIPAA, PCI DSS	SOC 2, ISO 27001, GDPR, HIPAA, PCI DSS, 2FA
Integrations	200+ integrations	8 integrations
Built for	Enterprise, Mid-market	Mid-market, Enterprise
Features BigID Data + AI Catalog 3/4 · Snowflake Horizon Catalog 0/4
ML data lineage	✓ (best)	Not checked yet
Dataset versioning	Not checked yet	Not checked yet
Data quality checks	✓ (best)	Not checked yet
Access policy controls	✓ (best)	Not checked yet
Specs
ML asset coverage	Datasets+features+models	Not checked yet
Deployment	Both	Cloud
Our review
Pros	Catalogs training datasets, RAG sources, vector stores, and model-related data Combines lineage, quality signals, governance workflows, and access controls Offers cloud or self-hosted deployment and 200 integrations	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	Quote-based pricing depends on sources, connectors, deployment, and services No free plan is offered Its broad catalog and governance scope may exceed narrower catalog needs	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	BigID Data + AI Catalog is designed for organizations that need to discover and govern data across varied environments, including data used in machine learning and generative AI. It supports data, governance, security, privacy, and AI… 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 →

Strengths and trade-offs

• BigID Data + AI Catalog — where it wins

  • Catalogs training datasets, RAG sources, vector stores, and model-related data
  • Combines lineage, quality signals, governance workflows, and access controls
  • Offers cloud or self-hosted deployment and 200 integrations

  Where it doesn't

  • Quote-based pricing depends on sources, connectors, deployment, and services
  • No free plan is offered
  • Its broad catalog and governance scope may exceed narrower catalog needs

• 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.

• BigID Data + AI Catalog8.8/10 · Pricing on request

  An enterprise catalog for discovering, governing, and tracing data and AI assets.

  Visit BigIDFull verdict →
• SHSnowflake Horizon Catalog8.6/10 · 30-day trial

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

  Visit SnowflakeFull verdict →