The 2026 Gartner® Critical Capabilities for Augmented Data Quality Solutions
Learn why Ataccama ranks #1 in three of the five use cases evaluated in the report
Access the 2026 Gartner® Critical Capabilities report to see how augmented data quality solutions are evaluated across real-world use cases, and why Ataccama ranks among the evaluated vendors.
Why the Critical Capabilities report matters
An essential companion to the Gartner® Magic Quadrant™, the Critical Capabilities methodology provides deeper insight into providers’ product and service offerings by extending the Magic Quadrant analysis. Magic Quadrants position vendors in a market, while Critical Capabilities provides a deeper dive into the providers’ product and service offerings.
Use cases evaluated
The Critical Capabilities report scores vendors against these five use cases:
- Analytics and AI readiness: DQ capabilities supporting the preparation and ongoing monitoring of structured, semistructured, and unstructured data.
- Data Engineering: DQ capabilities supporting various key data processing in the context of data engineering initiatives, which include general data integration or data migration scenarios.
- Data & Analytics Governance: DQ capabilities supporting the data governance initiative and associated key roles (chief D&A officers, data stewards) with a focus on increasing the value of data assets while managing risks and compliance.
- Master Data Management: DQ capabilities supporting various key master data domains in the context of master data management (MDM) initiatives and the deployment of custom or packaged MDM solutions.
- Operational/Transactional Data Quality: DQ capabilities supporting control over the quality of data created by, maintained by, and housed in operational/transactional applications, including Internet of Things (IoT) systems.
Why Ataccama ONE?
Ataccama is the highest-scoring vendor in three of the five use cases evaluated:
- Analytics & AI Readiness (4.05/5)
- Data Engineering (4.12/5)
- Data & Analytics Governance (4.17/5)
In the Magic Quadrant™ report, Ataccama positioned furthest in Completeness of Vision.
We believe these scores reflect our investment into innovating the Ataccama ONE platform, deep understanding of how the data quality market is evolving, and the market demand for data trust that accelerates AI readiness.
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Gartner, Critical Capabilities for Augmented Data Quality Solutions, Divya Radhakrishnan, et al., 16 February 2026
Gartner, Magic Quadrant for Augmented Data Quality Solutions, Sue Waite, et al., 11 February 2026
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This graphic was published by Gartner, Inc. as part of a larger research document and should be evaluated in the context of the entire document. The Gartner document is available upon request from Ataccama.
