Best Data Governance Tools - Page 19

How Many Data Governance Tools Products Does G2 Track?

Total Products under this Category: 348

Category Stats (Nov 2026)

  • Average Rating: 4.46/5 (↑0.01 vs Oct 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: DataBuck (+12.18%) - Among all products in this category, DataBuck recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Data Governance Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 16,200+ Authentic Reviews
  • 348+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Data Governance Tools

G2 Grid® for Data Governance Tools plotting products by satisfaction and market presence

Highlighted products: Databricks, Snowflake, Data 360 (formerly Salesforce Data Cloud), IBM watsonx.data, Egnyte, IBM watsonx.governance, Domo, and SAS Viya.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-governance-tools/grids.json?focus%5B%5D=databricks&focus%5B%5D=snowflake&focus%5B%5D=data-360-formerly-salesforce-data-cloud&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=egnyte&focus%5B%5D=ibm-watsonx-governance&focus%5B%5D=domo&focus%5B%5D=sas-sas-viya)

MyDataWork

MyDataWork is a workspace for data analysts, analytics engineers, and BI developers who manage recurring work across multiple files, tools, and stakeholders. It brings together asset cataloging, data lineage visualization, use case tracking, business outcome measurement, and AI-powered analysis in one place built specifically for how analysts actually work. Most analytics teams operate without a central record of their work. Files live in folders. Context lives in people's heads. The value of data investment stays invisible until someone asks — and by then, reconstructing the answer takes longer than it should. MyDataWork fixes that at the individual analyst level and scales the benefit to managers, IT leaders, and the organization as a whole. Asset catalog and data lineage MyDataWork reads metadata from local files — Excel, SQL, Python, Alteryx, Tableau, Power BI, CSV — and cloud platforms including GitHub, dbt Cloud, Databricks, and Snowflake to build a live asset catalog automatically. No manual entry required. Data lineage is built from the same metadata, showing which files feed which reports and which pipelines support which dashboards. External dependencies — data sources referenced in files but not yet tracked — are surfaced with amber flagging so invisible risks become visible before they cause problems. Use case tracking and outcome measurement Analysts connect their assets to documented use cases that record what each deliverable is for, who depends on it, what the objective is, and how progress is measured against a baseline and target. Estimated and realized value is tracked across the portfolio. A statistical outlier detection layer flags reported values that look unusual relative to comparable work — helping analysts walk into stakeholder conversations with numbers they can defend. AI-powered analysis Six AI features help analysts go further: use case recommendations, reuse opportunity identification, automation candidate analysis, external marketplace data discovery, tool migration and modernization evaluation, and a context-aware workspace assistant available on every screen. Integrations and export MyDataWork integrates with Jira to push use case updates directly to tickets with one click. Portfolio summaries export as PowerPoint or PDF for leadership conversations and governance reviews — no app access required for stakeholders. Built for individual analysts and analytics teams of any size who want to organize their work, demonstrate its value, and hand off context without losing institutional knowledge.

Who Is the Company Behind MyDataWork?

Netwrix Data Classification

Netwrix Data Classification is a data security solution that continuously discovers and classifies sensitive data across your environment, enabling accurate risk assessment, remediation, and stronger downstream controls. It combines sensitive data discovery with ROT data analysis so security and compliance teams can find what matters, understand exposure, and act with confidence. Key Features and Functionality: - Continuous Discovery: Scan file systems, databases, email, and cloud repositories on an ongoing basis to identify sensitive and regulated data as it's created or moved. - Automated Classification: Apply predefined and custom taxonomies with built-in support for GDPR, HIPAA, PCI DSS, and other regulated data types, enabling fast deployment without building rules from scratch. - Risk Assessment and Prioritization: Evaluate data based on sensitivity and exposure so teams know where to focus remediation effort first. - ROT Data Cleanup: Identify redundant, obsolete, and trivial data across the environment and reduce attack surface by cleaning it up before it becomes a liability. - Automated Remediation: Move sensitive files to secure locations, remove excessive permissions, and redact confidential content to reduce exposure without manual intervention. - DLP and Access Governance Integration: Embed classification tags into files to improve the accuracy of downstream DLP and IRM tools, and integrate with access governance controls like Netwrix Access Analyzer. - Visibility Into Data Location: Visualize how classified content is distributed across the environment by source, taxonomy, or term, so teams can see exactly where regulated data is concentrated. - Compliance Reporting: Generate audit-ready reports aligned to GDPR, HIPAA, PCI DSS, and other frameworks from a single platform. Broad Source Coverage: Classify data across Windows file servers, SharePoint, Microsoft 365, Exchange, SQL Server, Oracle, MySQL, Box, Dropbox, Google Drive, and more. Primary Value and User Solutions: Sensitive data scattered across file shares, databases, email, and cloud repositories makes it difficult to reduce risk or enforce controls with confidence. Data Classification closes that visibility gap by continuously finding and classifying regulated data wherever it lives, then feeding that context into remediation and downstream security tools. Teams get a clear view of where the highest-risk data sits, so remediation effort goes where it matters most instead of being spread thin. ROT cleanup shrinks the attack surface by removing redundant and obsolete files that serve no purpose but carry real exposure. Classification tags carried into DLP and IRM tools make those controls more accurate, and integration with access governance closes the loop between what data exists, who can reach it, and what should happen next. At audit time, compliance reporting aligned to GDPR, HIPAA, and PCI DSS means teams answer regulator questions from one platform instead of assembling evidence from scattered systems.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Netwrix Data Classification?

  • Ease of Use: 10.0/10 (Category avg: 8.8/10)

Who Is the Company Behind Netwrix Data Classification?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Netwrix Data Classification?

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Neudata

Neudata provides independent research and expert consultancy on external data sources and use cases. The company curate's external data from non-traditional sources into a library of data sources. Examples include satellite image data, credit card transaction data and data that’s scraped from websites. Neudata connects data owners with data buyers interested in trialing or buying data. Data owners can use Neudata's free self-listing capabilities to get information about their data product in front of hundreds of qualified data buyers. Neudata also offers one-to-one data buyer and seller matchmaking services to help data owners generate leads. Neudata Consulting helps prospective data vendors validate the value of their data assets and understand the competitive positioning of their data products - enabling them to transform data from a cost centre to a high-margin profitable asset.

Average Rating: 4.2/5.0

Total Reviews: 11

How Do G2 Users Rate Neudata?

  • Ease of Use: 9.7/10 (Category avg: 8.8/10)

Who Is the Company Behind Neudata?

Who Uses This Product?

  • Company Size: 64% Medium, 27% Large

What Are Recent G2 Reviews of Neudata?

Noranalytos

NA-Gen-AI by Noranalytos is an advanced Generative AI platform designed to transform enterprise data into intelligent insights and automate complex business processes. Seamlessly integrating with multi-cloud environments, it empowers organizations to harness the full potential of Agentic AI, Generative AI, and Machine Learning, delivering smarter, faster, and more actionable intelligence. Key Features and Functionality: - Agentic AI Integration: Deploy intelligent AI agents that automate data ingestion, migration, and analysis tasks, transforming raw data into actionable insights. - Multi-Cloud Compatibility: Seamlessly integrate with leading cloud platforms such as AWS, Google Cloud, Snowflake, and Azure, ensuring flexibility and scalability across diverse infrastructures. - Generative AI Capabilities: Leverage advanced Generative AI to automate the creation of personalized, high-impact content, enhancing marketing and sales efforts. - Data Security Measures: Implement cutting-edge encryption techniques, granular access controls, and real-time monitoring to safeguard sensitive information. - Comprehensive Metadata Management: Utilize a robust metadata framework for efficient data cataloging, relationship mapping, and dynamic updates, facilitating informed decision-making. Primary Value and Solutions Provided: NA-Gen-AI addresses the challenges of modern data management by offering a secure, scalable, and intelligent platform that accelerates data utilization through advanced analytics and AI. It enables organizations to modernize legacy systems, enhance data security, and gain deeper insights, ultimately driving informed decision-making and operational efficiency.

Who Is the Company Behind Noranalytos?

One Identity- Identity Manager

Identity Manager - Data Governance Edition protects your organization by giving access control to the business owner rather than the IT staff.

Who Is the Company Behind One Identity- Identity Manager?

Who Uses This Product?

  • Company Size: 100% Small

What Are G2 Users Discussing About One Identity- Identity Manager?

OneTrust Data & AI Governance

OneTrust Data & AI Governance is an integrated solution for setting data and AI policies, bringing together insights from your data, metadata, models, and risk assessments to provide full visibility into data products and AI development. Data Discovery allows you to understand the sensitive data you have and control its lifecycle. You'll have visibility into your data, where it is, and who has access to it is foundational to your business. You can automatically inventory and classify your data to enable responsible use across its entire lifecycle. Data Discovery allows you to: -Govern data for responsible use in analytics & AI -Orchestrate data policies for privacy and security -Improve data security posture management -Protect structured and unstructured data -Provide low cost of ownership for high ROI AI Governance gives you the ability to champion responsible AI adoption, whether you’re buying AI through third parties or building AI in-house. AI Governance empowers risk-based decisions. With AI Governance you'll be able to: -Understand your AI footprint -Mitigate third-party AI risk -Unlock AI-ready data -Govern AI/ML development To learn more, visit onetrust.com for more details.

Who Is the Company Behind OneTrust Data & AI Governance?

  • Seller: OneTrust
  • Company Website:
  • Year Founded: 2016
  • HQ Location: Atlanta, Georgia
  • LinkedIn® Page: www.linkedin.com
    2,522 employees on LinkedIn®

OneTrust Privacy Automation

OneTrust Privacy Automation is a software designed to simplify compliance, automate privacy operations, and enable the responsible use of data and AI across an organization's full data estate. The software provides consent management, data subject request automation, and integrated risk management capabilities by leveraging evergreen data mapping, real-time compliance monitoring, and privacy and AI risk workflows. It automates governance across privacy, security, IT, third-party, and AI risk domains and reduces manual compliance effort through policy enforcement applied across the entire data lifecycle. OneTrust Privacy Automation addresses regulatory and operational risk challenges by enabling seamless collaboration between data teams and risk teams within a single governed platform. The software supports use cases including privacy program management, AI risk governance, data subject rights fulfillment, and compliance reporting for more than 14,000 customers globally across enterprise and mid-market organizations.

Average Rating: 4.3/5.0

Total Reviews: 144

How Do G2 Users Rate OneTrust Privacy Automation?

  • Roles Management: 8.3/10 (Category avg: 8.8/10)
  • Data Discovery: 8.8/10 (Category avg: 8.8/10)
  • Compliance Management: 8.5/10 (Category avg: 8.9/10)
  • Ease of Use: 8.2/10 (Category avg: 8.8/10)

Who Is the Company Behind OneTrust Privacy Automation?

  • Seller: OneTrust
  • Company Website:
  • Year Founded: 2016
  • HQ Location: Atlanta, Georgia
  • LinkedIn® Page: www.linkedin.com
    2,522 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Protection Officer
  • Top Industries: Information Technology and Services, Financial Services
  • Company Size: 46% Large, 40% Medium

What Do G2 Reviewers Say About OneTrust Privacy Automation?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of OneTrust Privacy Automation, benefiting from its centralized and automated privacy workflows.
  • Users appreciate the comprehensive all-in-one platform of OneTrust Privacy Automation, streamlining privacy operations effectively.
  • Users value the all-in-one platform of OneTrust Privacy Automation, streamlining privacy workflows and enhancing compliance efficiency.
  • Users value the centralized automation for privacy workflows, enhancing compliance efficiency and proactive program management.
  • Users value the regulatory compliance features of OneTrust Privacy Automation, streamlining their tasks and ensuring up-to-date compliance.
Cons
  • Users find the steep learning curve of OneTrust Privacy Automation challenging, requiring significant time and training for setup.
  • Users find the complexity of OneTrust Privacy Automation overwhelming, requiring extensive time and training to navigate effectively.
  • Users face significant complexity issues with OneTrust Privacy Automation, requiring extensive time and training for proper setup.
  • Users find the steep learning curve of OneTrust Privacy Automation challenging, requiring significant time and training for effective use.
  • Users find the complex implementation process challenging and time-consuming, requiring extensive training and support for success.

What Are Recent G2 Reviews of OneTrust Privacy Automation?

openAudit

Who Is the Company Behind openAudit?

  • Seller: Ellipsys
  • Year Founded: 2013
  • HQ Location: Bettembourg, LU
  • LinkedIn® Page: www.linkedin.com
    10 employees on LinkedIn®

OpenText File Dynamics

Micro Focus File Dynamics automates or lets you enact an extensive set of Microsoft network file system management tasks. Storage provisioning, migration, remediation, and cleanup, along with policy-based protection of high-value file system targets, can all be managed easily through File Dynamics.

Who Is the Company Behind OpenText File Dynamics?

  • Seller: OpenText
  • Year Founded: 1991
  • HQ Location: Waterloo, ON
  • LinkedIn® Page: www.linkedin.com
    22,835 employees on LinkedIn®
  • Ownership: NASDAQ:OTEX
  • Phone: +1-519-888-7111

OptIQ.AI

OptIQ is a data security platform designed to assist security teams, CISOs, and CIOs in continuously innovating at scale by extracting value from data. The platform begins with the discovery of sensitive data, encompassing both structured and unstructured data across cloud-based and on-premises data assets. It is followed by robust data classification and governance processes, where security policies and access controls are systematically applied to manage user access and ensure data integrity. OptIQ's integrated approach enables organizations to maintain a high standard of data security while fostering an environment for strategic data utilization and decision-making.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate OptIQ.AI?

  • Ease of Use: 8.3/10 (Category avg: 8.8/10)

Who Is the Company Behind OptIQ.AI?

  • Seller: OptIQ.AI
  • Year Founded: 2022
  • HQ Location: Palo Alto, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About OptIQ.AI?

AI-generated summary from verified user reviews

Pros
  • Users value the efficient data classification capabilities of OptIQ.AI, simplifying the identification of sensitive data in organizations.
  • Users value the data protection capabilities of OptIQ.AI, effectively identifying sensitive information across various storage types.
  • Users value the efficient data identification capabilities of OptIQ.AI, enhancing visibility of sensitive information in their organization.
  • Users value the security features of OptIQ.AI, efficiently pinpointing sensitive data across both cloud and on-premise systems.
Cons
  • Users experience implementation delays due to manual data classification, causing a backlog of work for their teams.
  • Users find the time-consuming classification process delays efficiency and increases workload for their teams.

What Are Recent G2 Reviews of OptIQ.AI?

Oraion

Who Is the Company Behind Oraion?

  • Seller: Oraion
  • Year Founded: 2024
  • HQ Location: Dublin, IE
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Personal Digital Spaces

Personal Digital Spaces (PDS) provides an enterprise-grade, blockchain-enabled API platform for building applications and marketplaces that can license and monetize digital content and services. Founded by proven technology and policy leaders, the PDS platform, APIs and business model are all designed to enable rapid development and deployment, industry-leading performance, and predictable, low-cost transactions on a global scale. PDS fosters responsible, real-time management of digital property rights toward a Sustainable Information Economy where all can thrive.

Average Rating: 4.7/5.0

Total Reviews: 3

How Do G2 Users Rate Personal Digital Spaces?

  • Ease of Use: 9.4/10 (Category avg: 8.8/10)

Who Is the Company Behind Personal Digital Spaces?

Who Uses This Product?

  • Company Size: 33% Large, 33% Medium

What Are Recent G2 Reviews of Personal Digital Spaces?

PHEMI Health DataLab

The PHEMI Trustworthy Health DataLab is a unique, cloud-based, integrated big data management system that allows healthcare organizations to enhance innovation and generate value from healthcare data by simplifying the ingestion and de-identification of data with NSA/military-grade governance, privacy, and security built-in. Conventional products simply lock down data, PHEMI goes further, solving privacy and security challenges and addressing the urgent need to secure, govern, curate, and control access to privacy-sensitive personal healthcare information (PHI). This improves data sharing and collaboration inside and outside of an enterprise—without compromising the privacy of sensitive information or increasing administrative burden. Built on privacy-by-design principles, the software gives researchers, scientists, and clinicians faster access to more information while ensuring that they only see data on a need-to-know basis. Responsible data sharing and a governance framework facilitate compliance with privacy regulations. PHEMI Trustworthy Health DataLab can scale to any size of organization, is easy to deploy and manage, connects to hundreds of data sources, and integrates with popular data science and business analysis tools. For more information, visit https://www.phemi.com/ and follow us on Twitter @PHEMISystems, Linkedin, Youtube, and Facebook

Average Rating: 3.9/5.0

Total Reviews: 6

How Do G2 Users Rate PHEMI Health DataLab?

  • Ease of Use: 9.6/10 (Category avg: 8.8/10)

Who Is the Company Behind PHEMI Health DataLab?

Who Uses This Product?

  • Company Size: 67% Small, 33% Large

What Are Recent G2 Reviews of PHEMI Health DataLab?

What Are G2 Users Discussing About PHEMI Health DataLab?

PiLog Data Quality and Governance Suite

PiLog Data Quality and Governance Suite is a comprehensive solution designed to empower organizations in their pursuit of reliable, consistent, and high-quality master data. It addresses the critical challenges of data integrity, which are paramount for informed decision-making, operational efficiency, and regulatory compliance. The suite's core functionality revolves around a robust set of tools that automate and streamline the entire data lifecycle, from initial data capture to ongoing maintenance and governance. The Suite consists of Data Governance, Data Quality, Data Migration, iContent Foundry, and SAP MDG Add-on. The key modules help with data cleansing, data enrichment, deduplication, and a sophisticated data governance framework. The data cleansing module employs advanced algorithms to identify and correct data errors, inconsistencies, and inaccuracies, ensuring that data is standardized and normalized according to established business rules. The data enrichment capabilities leverage internal and external data sources to supplement and enhance existing master data, providing a more complete and accurate view of assets, materials, vendors, or customers. The deduplication module is particularly effective in eliminating duplicate records, thereby reducing data redundancy and improving data storage efficiency.

Who Is the Company Behind PiLog Data Quality and Governance Suite?

  • Seller: PiLog Group
  • Year Founded: 1996
  • HQ Location: Dubai, Dubai, United Arab Emirates
  • LinkedIn® Page: www.linkedin.com
    546 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026