Collibra
AI control plane for data and AI governance — with a data catalog, data lineage, a business glossary, data policy management, and governance that extends from data sources to models and agents.
Best for large enterprises looking for a business-led data governance platform that unites technical metadata management with regulatory risk controls.
OvalEdge
Unified data governance platform with a data catalog, data lineage, a business glossary, data privacy and compliance controls, and a data marketplace for delivering trusted data to teams, agents and models.
Best for data governance teams in regulated industries that want quality, lineage, and privacy compliance bundled into one platform instead of stitching together separate point tools.
Informatica IDMC by Salesforce
AI-powered data management cloud, now part of Salesforce — with a data catalog, automated data lineage, a business glossary, master data management, and AI governance across hybrid and multi-cloud environments.
Best for large enterprises in multi-cloud or hybrid environments that want catalog, MDM, and governance managed as one deeply integrated suite rather than assembled from best-of-breed point tools.
Ataccama ONE
Data trust platform with a data catalog, data lineage, a business glossary, data quality rules, and master data management.
Best for large organizations that want enterprise master data management, data quality, and data governance in a single platform.
Semarchy
Multi-domain MDM platform built around self-service “intelligent data products” — with a data catalog, AI-powered data stewardship, no-code data quality enforcement, and deployment as SaaS, on-premises, or Snowflake-native.
Best for enterprises that need a fast-to-deploy, no-code MDM platform unifying master data across customer, product, supplier, and other key domains — with data governance and integration in the same solution.
Profisee
Cloud-native multidomain master data management platform with intelligent record matching and deduplication, rules-based data standardization, automated data stewardship, an AI data assistant, and native integration with Microsoft Fabric, Azure, and OneLake.
Best for enterprises running Microsoft-centric data stacks that need a fast-to-implement MDM platform with deep Fabric and Purview integration for customer, product, and supplier data domains.
Zingg
Open-source master data management and entity resolution platform with ML-powered fuzzy matching, persistent entity IDs, incremental identity graph updates, and native integrations with Databricks, Snowflake, BigQuery, and AWS Glue.
Best for data engineering teams building customer 360 views, MDM systems, or composable CDPs who need a scalable, ML-driven record matching solution on their existing cloud data platform.
Stibo Systems
Multi-domain master data management platform (STEP) with product information management, supplier data management, data stewardship workflows, and an AI-powered data foundation — built for retail, manufacturing, and distribution.
Best for large enterprises in retail, manufacturing, and distribution that need enterprise-grade MDM covering product, supplier, and customer domains with strong PIM capabilities and a long track record in complex, global deployments.
Reltio
Cloud-native MDM platform for context intelligence and data unification — with ML-powered entity resolution, real-time golden record management, multi-domain MDM, and agentic workflows via Reltio AgentFlow.
Best for enterprises in life sciences, financial services, and healthcare that need real-time MDM with strong entity resolution, customer 360, and AI-agent-ready context intelligence on a cloud-native architecture.
Evaluating data governance tools?
Tools List (42 tools) · Feature Matrix (90 features) · At a Glance (13 tools)
Join the Newsletter
One email a month — a new tool list, comparison matrix, and market guide, straight to your inbox.
By Ari Bajo - Data Engineer turned Writer.