Three years a Market Leader. In 2026, Collibra came out on top

Your AI is only as reliable as the data powering it.

Every model you put into production. Every GenAI feature you ship. Every decision your organization trusts AI to make. Each one depends on a single, non-negotiable condition: your data has to be trustworthy.

This isn't something you retrofit once your AI roadmap is underway. It's the foundation your AI strategy has to be built on from day one.

BARC assessed every major data intelligence platform in the market, and for the third year in a row, Collibra came out as a Market Leader. But this year's result goes further.

In 2026, Collibra achieved the highest scores across both dimensions BARC evaluates, Portfolio Capabilities and Market Execution, placing above every other vendor in the assessment.

Where Collibra stands apart

The BARC Score measures vendors on product strength and the ability to deliver in the market. This year, BARC recognized Collibra as a leader in two of the three core use cases assessed — Data & AI Governance and Data Shopping.

Our position in this year's report reflects what we believe are four foundational reasons customers trust Collibra to run their most critical data and AI initiatives:

1. Unstructured data governed at scale: Through the acquisition of Deasy Labs, Collibra delivers automated discovery and classification of raw, unstructured files — transforming them into governed knowledge products at petabyte scale. As AI applications increasingly consume documents, recordings and emails alongside structured data, this capability positions Collibra to govern the full scope of an organization's data estate.
2. Governance built into our DNA from the start: Collibra was founded to solve data governance challenges for the world's most regulated organizations. That governance-first orientation isn't just a marketing claim; it's backed by nearly two decades of focus on some of the most regulated industries in the world.
3. Active policy enforcement, not just monitoring: Unlike platforms that stop at policy definition, Collibra enforces controls where data lives. Collibra enforces access controls directly in Snowflake, Databricks and BigQuery. When violations occur, Control Tower catches them automatically and triggers remediation — no manual intervention, no lag, no missed incidents.
4. AI governance that moves as fast as AI does: Models and agents are now enterprise assets. They need governance too. Collibra connects EU AI Act compliance and ISO 42001 certification to real, operational controls — so innovation doesn't outrun accountability.

Why this report matters right now

The 2026 BARC Score lands at an inflection point for the data intelligence category. BARC identifies three seismic shifts are reshaping the landscape:

1. AI is changing what automation looks like: From assisted documentation to full agentic workflows that need governed, high-quality metadata available at the moment of inference.
2. AI assets are becoming enterprise objects: Models, agents and training datasets require the same cataloging, documentation and governance as any other enterprise data asset.
3. Data intelligence platforms are now context infrastructure: Supplying the trusted context that AI agents need to reason and act correctly.

Against that backdrop, one number stands out: 44% of organizations now cite data quality as their biggest barrier to successful AI projects. That figure has more than doubled in twelve months.

For any organization with serious AI ambitions, governed data isn't a nice-to-have. It's the precondition for everything else.

Collibra is built for exactly this.

Built for what comes next

Sustained leadership in a competitive market isn't luck. It reflects consistent investment in the foundations enterprise data teams actually depend on, and consistent delivery against those investments, year over year.

The platform you choose will determine whether your AI outputs can be trusted or need to be explained away. Whether your governance program holds up as regulatory pressure increases or buckles under it. Whether your organization moves with confidence or spends its energy managing the consequences of ungoverned data.

BARC's 2026 Score is the clearest independent read on this market: Collibra is the top-ranked vendor across both dimensions, and a Market Leader for the third year in a row.

The market has reached its verdict. Three times.

Get the full report

The BARC Score Data Intelligence Platforms 2026 covers the complete vendor comparison, full scoring methodology and an in-depth analysis of the market landscape across every evaluated platform.

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  Collibra

  Collibra

  Unified governance for data and AI