17 Best data governance tools [2025 review]

Modern businesses face the challenge of managing vast amounts of data, with many organizations handling hundreds of petabytes. Data governance tools play a crucial role in ensuring data quality, security, and compliance, helping organizations make informed, data-driven decisions. These tools manage data through policies, processes, and responsibilities, focusing on key pillars such as security, lifecycle management, quality, stewardship, metadata management, and regulatory compliance. Various platforms, like SAP Master Data Governance, Atlan, and Collibra, provide solutions for data governance, offering features like access control, metadata management, and automated workflows. However, data governance alone may not suffice, necessitating tools like Veza that offer comprehensive visibility and control over access permissions, thus reducing risks associated with over-permission roles and enhancing compliance. Veza integrates with existing systems, simplifying role-based access control and providing a unified view of permissions across cloud and on-premise systems, thereby improving security and compliance across various regulatory frameworks.