Data Governance Platforms & Tools

Software that gives an organisation a system of record for its data: who owns it, where it lives, how good it is, who may access it and whether it is used in line with policy and regulation.

A catalog helps people find and understand data. Governance adds ownership, policies, access control, quality rules and compliance workflows on top, and most governance platforms include a catalog.

Governance now has to cover models and AI agents as well as tables and files, so vendors have added AI governance features such as model inventories, risk assessments and policy enforcement.

Informatica is now part of Salesforce, Talend is part of Qlik, Zeenea is now the Actian Data Intelligence Platform, Google's Dataplex is now Knowledge Catalog, and Securiti is now part of Veeam, which announced the completed acquisition on 11 December 2025.

Links were checked in October 2026. BigID blocks automated checks, SAP did not load for scripts but opened in a browser, and ServiceNow did not respond, so open them yourself if one fails. Vendor descriptions follow each vendor's own pages.

Gartner's 2026 Magic Quadrant for Data & Analytics Governance Platforms was released on 6 January 2026; Atlan says it covers 15 vendors. Informatica and Atlan each announced that they were named Leaders, and Atlan says it moved up from Visionary in a year. The other vendors' placements could not be confirmed. Ataccama's summary of what changed says the report now formalises the separation between setting policy and enforcing it, gives more weight to AI agents, active metadata and automation, and extends governed assets from structured data to unstructured data, analytics models and data products, with new emphasis on AI model governance such as lineage to model endpoints, versioning and promotion workflows. Salesforce completed its acquisition of Informatica on 18 November 2025.

Software that lets an organisation set governance policies for data and for assets derived from it, such as KPIs and analytics models, and enforce them across their life cycle.

It is used mainly by business roles such as governance boards, data owners and stewards, rather than only by IT, and it concentrates on policy, ownership and accountability instead of moving or storing data.

The section 'Governance Frameworks & Regulation' lists DAMA International, FAIR Guiding Principles, Apache Ranger, India Data Protection Framework, GDPR Text.

The groups on this page describe where each product starts from, not how good it is. Earlier versions placed vendors in quadrants without naming a source, so they were removed; see the Gartner section for placements attributed to Gartner.