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Data Quality Software with Policy Management (2026)

Last updated: April 2026

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20 software options

SCIKIQ logo
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We make AI possible for enterprises.

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SCIKIQ builds an AI Nervous System for enterprises, an Intelligence Layer that sits on top of existing data stack, it makes any enterprise or function Ready with intelligence along with conversational Analytics and KPI Deep Dive.

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Ibisa logo
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We make the visibility and traceability of operations easier

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ibisa is cloud-based software that allows you to connect processes, people and assets within your company. Our mission is to reduce the use of paper, endless spreadsheets and information that is handled informally, where plant managers have to work magic to retrieve information and do analysis.

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Atlan logo

Modern Data Workspace For the Workplace of the Future

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Atlan is a cloud-based data workspace solution designed to help businesses manage their entire data ecosystem, with tools for data discovery, quality profile generation & automatic lineage construction. The query builder allows non-technical users to query across data lakes, databases & warehouses.

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DigitalRoute logo

Mediation and usage data processing software

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DigitalRoute is a data loss prevention tool that helps businesses connect the solution with any system in the IT infrastructure to collect, process, enrich, and distribute usage data to billing and configure, price, and quote (CPQ) applications.

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KPMG Sofy Suite logo
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Software for streamlining governance, risk, and compliance

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Sofy improves data quality by identifying gaps and delivering actionable insights. Optimize AI models, ensure clean data, and achieve ongoing value with minimal effort.

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BaseCap Analytics logo
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Automated Data Quality Control and Data Validation,

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BaseCap Analytics offers an automated solution that helps businesses manage data quality and remediate data issues.

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decube logo
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Data observability platform

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decube is a cloud-based data observability solution that helps data teams understand the health of data in their systems & prevent data quality issues.

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Cority logo

Cloud-based EHS management software

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Cority's Data Quality solutions ensure accuracy, consistency, and reliability of organizational data. With validation, cleansing, and monitoring tools, our software empowers businesses to maintain data integrity, comply with regulations, and make informed decisions.

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Claravine logo

Take the drama out of your marketing data

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Claravine is The Data Standards Company. We help brands and agencies deliver on the promise of modern marketing by standardizing taxonomies, naming conventions, and metadata across all digital experiences.

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Accurity logo

All-in-one data intelligence platform

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Accurity's data quality solution improves data accuracy and consistency through measurements, aggregate checks, interactive dashboards, trend visualization, bad-record analysis, and collaborative issue resolution. It empowers businesses to make informed decisions and drive growth.

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Semarchy xDM logo

Master data, reference data & application data management

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xDM from Semarchy leverages smart algorithms and material design to empower collaborative data governance and intelligent MDM.

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Versio.io logo

CMDB, IT Asset Management, Governance, Security

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Versio.io continuously and automatically detects and documents changes in businesses and IT landscapes. Data from third-party applications that companies use to run business processes, monitor the IT landscape and control IT service management can be seamlessly integrated.

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MetadataWorks logo
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Metdata management tool for data discovery and access.

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MetadataWorks is a data catalog that helps users streamline data discovery, governance, and utilization through its metadata management capabilities. It empowers users to make data-driven decisions by providing intuitive search, metadata curation, and configurable dashboards to track key performance indicators. The software complies with FAIR data principles for improved interoperability.

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erwin Data Intelligence logo
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Data catalog, discovery, governance, and quality solution

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erwin Data Intelligence is a data catalog solution that helps enterprises discover, analyze, govern, and share data. Key features include data mapping, reporting, metadata harvesting, and glossary management.

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Talend Data Fabric logo

Talend, a leader in cloud data integration & data integrity

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Talend Data Fabric offers a single suite of apps to help enterprises collect, govern, transform and share data, enabling users to shorten the time to trusted data.

Over 4,250 organizations across the globe have chosen Talend to help them turn all their raw data into trusted data.

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Collibra logo

Cloud-based data governance and management platform

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Collibra Data Quality & Observability monitors data quality and data pipeline reliability to help you rapidly remediate anomalies. Collibra replaces manual processes with automated data monitoring and rule management.

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Trackingplan logo

Ensure the quality of your digital analytics.

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Trackingplan automates error detection and root cause analysis to save time to digital analytics and marketing teams by continuously monitoring both web and app traffic to notify you before problems have a significant impact.

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Nexla logo

Cloud-based data integration platform

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Nexla’s is a no/low-code data integration platform enables enterprises to create and share ready-to-use data across all ecosystems, including production-grade GenAI model inference.

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Netwrix Access Analyzer logo

Secure sensitive data and reduce the risk of a data breach

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Minimize your attack surface by discovering sensitive information and keeping access to it at the least-privilege level, and prove your success to auditors with ease.

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Lariat logo

Free your Data Engineers from constant troubleshooting

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Lariat Data is a continuous quality monitoring platform that allows engineering teams to identify and resolve data bugs with minimal operational overhead.

Lariat integrates with tools across the data stack including Python pipelines, Apache Spark pipelines, AWS Athena, AWS Kinesis, Snowflake, Apac

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