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12 Best Data Governance Tools Shortlist

After a thorough evaluation, I've curated the 12 best data governance tools. These will expertly address your specific challenges and fill the gaps in your data strategy.

  1. Collibra - Best for extensive enterprise-level data governance
  2. Transcend - Best for automation in data privacy operations
  3. Atlan - Best for human-first data cataloging
  4. Salesforce Security and Privacy - Best for integrating data privacy with CRM
  5. MineOS - Best for mining operational intelligence from data
  6. Segment - Best for unifying user data into a single platform
  7. Egnyte - Best for secure file sharing and collaboration
  8. SAP Master Data Governance (MDG) - Best for centralized control of master data
  9. CastorDoc - Best for document-based data governance and compliance
  10. Alation - Best for data search and discovery
  11. Snowflake Data Governance - Best for governing data on a cloud data platform
  12. Talend - Best for real-time data integration and quality control

Data governance tools are key in managing the lifecycle of data initiatives, including data modeling, meta management, and streamlining data flow through connectors and APIs. These tools are vital for interacting with your data fabric, data profiling, and aligning stakeholders like data engineers and business decision-makers through a data governance framework.

They facilitate informed business decisions by providing a self-service interface for users to access data according to their needs. Data governance software addresses poor data quality and inconsistency, fostering transparency and transforming data into a valuable asset.

What is a Data Governance Tool?

Data governance tools are comprehensive software solutions that help organizations manage, control, and utilize their data effectively. These tools provide mechanisms to ensure data quality, integrity, security, and compliance with regulatory standards, enabling organizations to convert their raw data into actionable insights.

They are predominantly used by data management professionals, business analysts, and IT departments to maintain consistency across different datasets, streamline big data sources, and facilitate informed decision-making. Such tools find their use in diverse sectors - from healthcare and finance to retail and technology - anywhere the efficient handling of vast amounts of data is critical for business success.

Overviews of the 12 Best Data Governance Tools

1. Collibra - Best for extensive enterprise-level data governance

Collibra data governance tool interface
Here's the screenshot of Collibra's data catalog dashboard.

Collibra is a robust data governance platform designed to foster data literacy, empower data stewards, and ensure data compliance. This tool stands out due to its wide-ranging enterprise-level features, aligning data governance with business goals and operational needs.

Why I Picked Collibra:

I chose Collibra because of its comprehensive governance capabilities that span the entire data governance program spectrum. This tool stands out for its ability to handle complex, enterprise-level data governance tasks. Its broad feature set provides holistic data governance, making it ideal for organizations with high data control and literacy.

Standout features & integrations:

Collibra offers a data catalog, data lineage, data stewardship, business glossary, and governance policy management, among its key features. These enable users to locate relevant data, understand its journey, and ensure its usage aligns with regulations. It also integrates with major data management and business data intelligence tools like Tableau, Informatica, and IBM's suite of data tools, ensuring smooth data flow across different platforms.


Pricing starts from $100/user/month (min 5 seats).


  • Comprehensive enterprise-level data governance tool
  • Robust data lineage and cataloging capabilities
  • Strong integration with other data management tools


  • High starting price point
  • Can be complex for small businesses
  • Steep learning curve for new users

2. Transcend - Best for automation in data privacy operations

Transcend data governance tool interface
Here's the data inventory overview in Transcend.

Transcend is a data privacy infrastructure that automates the process of data subject access requests (DSARs). It simplifies privacy operations by handling user data rights requests efficiently and accurately, making it a prime choice for businesses prioritizing data privacy operations.

Why I Picked Transcend:

Transcend made my selection due to its unique focus on data privacy operation automation. Its strength lies in its ability to simplify a traditionally complex business process, setting it apart from other tools in the market. I judged it as the best tool for automation in data privacy operations because it truly empowers companies to comply with user data rights requests in an efficient, streamlined manner.

Standout features & integrations:

Transcend's primary features include automated data erasure and portability, a comprehensive privacy dashboard, and a secure data request portal. These features help create an efficient and organized data privacy system that works with popular business apps like Salesforce and Slack, allowing for easy management across multiple platforms.


Pricing upon request


  • Specializes in data privacy operations
  • Offers a comprehensive privacy dashboard
  • Supports numerous integrations with popular data stores and business applications


  • Pricing is not transparent
  • May be too specialized for companies seeking broader data governance solutions
  • Requires technical knowledge to maximize its benefits

3. Atlan - Best for human-first data cataloging

Atlan data governance tool interface
Here's Atlan's Personas section, which allows you to control access to users who belong to a group/domain.

Atlan is a modern data workspace that creates a unified, collaborative environment for diverse data teams. Its "human-first" approach to data cataloging fosters a user-friendly experience, making it the go-to choice for teams seeking an intuitive interface for their data governance needs.

Why I Picked Atlan:

Atlan piqued my interest with its unique focus on creating a "human-first" data catalog. This user-centric approach sets it apart from other data governance tools. I believe Atlan stands out as the best tool for human-first data cataloging, as it centers the user experience, enabling individuals and teams to navigate and manage data governance tasks with greater ease.

Standout features & integrations:

Atlan offers data cataloging, lineage, discovery, and a collaboration hub for data teams. These features make data governance tasks more accessible and collaborative. It boasts integrations with various data sources and business intelligence tools, including BigQuery, Redshift, and Tableau, ensuring your data is connected and accessible across platforms.


Pricing starts from $50/user/month (billed annually).


  • User-centric approach to data cataloging
  • Excellent collaboration features for data teams
  • Wide range of data source integrations


  • Pricing is only available annually
  • May require a cultural shift for traditional data teams
  • Limited advanced data governance features

4. Salesforce Security and Privacy - Best for integrating data privacy with CRM

Salesforce Security and Privacy data governance tool interface
Here's the reporting on event monitoring in Salesforce Security and Privacy, which provides a CRM analytics app, that comes with event monitoring.

Salesforce Security and Privacy is a robust tool designed to integrate data privacy measures with your customer relationship management (CRM) activities. Recognized for its top-tier security and data privacy provisions, it ensures regulatory compliance while enabling efficient customer data management.

Why I Picked Salesforce Security and Privacy:

I chose Salesforce Security and Privacy for reliable data protection and integration with CRM functions. Its unique ability to consolidate these two critical areas of business operation sets it apart from other tools in the market. Given its comprehensive features and reliable performance, it is the best for integrating data privacy with CRM.

Standout features & integrations:

Salesforce Security and Privacy's salient features include comprehensive privacy management, advanced threat detection, multi-factor authentication, and extensive compliance coverage. It prevents data loss and controls user access. It also integrates with Salesforce products like CRM, Marketing Cloud, and Service Cloud.


Salesforce Security and Privacy starts at $25/user/month (billed annually) for their basic package, offering extensive data protection and CRM integration.


  • Comprehensive data privacy and security management
  • Integration with CRM and other Salesforce products
  • Granular user access control for data protection


  • Pricing can be high for small businesses
  • Requires time and technical know-how for full setup and customization
  • Some users report the need for frequent updates and patches

5. MineOS - Best for mining operational intelligence from data

MineOS data governance tool interface
Here's the MineOS server overview page, which shows the number of servers running, the sum of all players on all your servers, the server uptime, and the amount of free ram.

MineOS is a dedicated data mining platform that serves to extract actionable insights from raw data. Its intelligent algorithms and easy-to-use interface make it particularly effective in deriving operational intelligence, making it an ideal tool for businesses looking to make data-driven decisions.

Why I Picked MineOS:

When comparing data mining tools, I found MineOS' approach to be particularly compelling. The platform's dedicated focus on operational intelligence sets it apart, offering users a more tailored and efficient experience. This unique proposition, along with its powerful feature set, led me to identify MineOS as the "best for" mining operational intelligence from data.

Standout features & integrations:

Some of the most significant features of MineOS include its versatile data mining capabilities, robust data visualization tools, and advanced predictive analytics. Furthermore, MineOS integrates well with various databases such as MySQL, PostgreSQL, and Oracle, ensuring users can tap into a wealth of data sources. It also integrates with business intelligence platforms like Tableau and PowerBI, enabling data analysis and reporting.


Pricing for MineOS starts at $20/user/month. This is the base price for their lowest-tier paid plan, which offers a comprehensive suite of data mining tools.


  • Advanced data mining capabilities for operational intelligence
  • Strong integrations with databases and business intelligence platforms
  • Robust data visualization tools for better insights


  • Might be complex for beginners without data mining experience
  • Higher cost compared to some other data mining tools
  • Customization can require technical knowledge

6. Segment - Best for unifying user data into a single platform

Segment data governance tool interface
Here's the destination tab in Segment, which lists all of the Destinations connected to your workspace.

Segment is a customer data platform that enables businesses to collect, clean, and control their customer data. Combining data from multiple sources into a unified platform allows for a comprehensive understanding of user behavior and preferences.

Why I Picked Segment:

In choosing tools for data unification, Segment stood out due to its ability to consolidate data from various sources into one manageable platform. It differentiates itself by focusing on clean, unified, and controlled customer data. Segment is the "best for" unifying user data into a single platform due to its comprehensive data management features and unification capabilities.

Standout features & integrations:

Key features of Segment include its robust data pipeline, which can collect, transform, and route data to any destination. It also offers privacy and compliance tools to ensure data handling meets regulatory standards. Segment's integrations are vast, connecting with over 300 other tools, including CRM systems like Salesforce, marketing automation tools like Marketo, and analytics platforms like Google Analytics.


Pricing for Segment starts from $120/month (billed annually) for their Team plan, which is the most affordable option that includes all essential features. This pricing is based on monthly tracked users, rather than per individual user.


  • Excellent at unifying data from various sources
  • Large number of integrations with other platforms
  • Strong focus on data privacy and compliance


  • Can be complex for non-technical users to set up
  • Cost can be high for small businesses
  • Certain advanced features require higher-tier plans

7. Egnyte - Best for secure file sharing and collaboration

Egnyte data governance tool interface
Here's Egnyte's compliance management feature.

Egnyte is a comprehensive platform that specializes in secure file sharing and collaboration. It offers businesses a centralized, secure hub for storing, accessing, and collaborating on files, thereby promoting team productivity and data safety.

Why I Picked Egnyte:

Egnyte stood out to me for its robust data security measures and user-friendly collaboration features in the realm of file sharing and collaboration tools. Its unique emphasis on secure data storage and efficient collaboration led me to choose it as the "best for" secure file sharing and collaboration.

Standout features & integrations:

Egnyte's standout features include robust file encryption, permission controls, and real-time collaboration capabilities. Additionally, it offers audit reporting for maintaining security compliance. It integrates well with many commonly used platforms, such as Microsoft Office 365, Google Workspace, Slack, and various CRM systems, facilitating better collaboration and workflow.


Pricing for Egnyte begins at $10/user/month (min 5 seats) for their Team plan, providing a well-rounded set of features for secure file sharing and collaboration.


  • High-grade security features including encryption and permission controls
  • Extensive integration capabilities with other productivity platforms
  • Real-time collaboration tools for improved teamwork


  • Requires a minimum of five users for the Team plan
  • Some users may find the interface less intuitive compared to competitors
  • Advanced features and larger storage are only available at higher pricing tiers

8. SAP Master Data Governance (MDG) - Best for centralized control of master data

SAP Master Data Governance (MDG) data governance tool interface
Screenshot of process analytics feature in SAP Master Data Governance (MDG).

SAP Master Data Governance (MDG) is a comprehensive master data management (MDM) solution that helps users to implement a cohesive and harmonized master data management strategy across all master data domains.

Why I Picked SAP Master Data Governance (MDG):

I picked SAP MDG due to its excellent reputation and comprehensive functionality in managing master data. It is developed to perform effective enterprise data management, decrease risk, improve compliance, and lower the total cost of ownership. Its strong emphasis on ensuring data consistency and accuracy across different systems makes it the best choice for centralized control of master data.

Standout features & integrations:

SAP MDG's notable features include robust data validation and duplicate check capabilities, data replication functionality, and comprehensive audit trails. It integrates well with other SAP products, and its flexible architecture also allows integration with non-SAP systems. It’s also accessible on-premises or in the Cloud.


Pricing for SAP MDG is available upon request. Given enterprise solutions' complexity and customizable nature, the cost may vary.


  • Ensures data consistency across different systems
  • Provides robust data validation and duplicate checks
  • Flexible integration capabilities


  • Pricing information is not readily available
  • The interface may be complex for first-time users
  • May require additional implementation effort compared to other tools

9. CastorDoc - Best for document-based data governance and compliance

CastorDoc data governance tool interface
Here's the document-based data governance feature in CastorDoc.

CastorDoc is a unique solution in the IT governance space, focusing on document-based data governance and compliance. This tool is designed to manage and secure a wide array of digital documents within an organization, facilitating data governance at the document level.

Why I Picked CastorDoc:

I selected CastorDoc due to its distinct approach to data governance, concentrating on document-level data governance. This tool stands apart because of its ability to provide robust, compliant document management capabilities, a niche that often goes underrepresented in traditional data governance tools.

Standout features & integrations:

CastorDoc provides key features like automated document workflows, version control, and compliance tracking that are indispensable for any document-based data governance strategy. Regarding integrations, CastorDoc syncs well with commonly used business tools like Microsoft Office Suite and Google Workspace, allowing for document collaboration and management across the organization.


From $15/user/month (min 10 seats)


  • Document-level data governance
  • Strong compliance features
  • Efficient document management workflows


  • Learning curve can be steep for non-technical users
  • Requires minimum of 10 seats for pricing
  • Limited integration options compared to broader data governance tools

10. Alation - Best for data search and discovery

Alation data governance tool interface
Here's Alation's catalog sets overview.

Alation is a data catalog tool designed to improve data search and discovery. It facilitates quick access to data insights by fostering a shared understanding of data across an organization. Given its advanced search capabilities and ease of use, it stands out as the best data search and discovery tool.

Why I Picked Alation:

Alation was my selection for its innovative approach to managing data catalogs and its efficiency in data discovery. It distinguishes itself by using machine learning to continually refine and improve data search processes. I found it the best choice for organizations that handle vast amounts of data and require efficient search and discovery mechanisms.

Standout features & integrations:

Alation offers features like collaborative data catalogs, data governance, stewardship tools, and advanced search capabilities that make finding the right data a breeze. It also integrates with other data tools like SQL and popular business intelligence platforms, increasing its efficiency and versatility.


Pricing details for Alation are available upon request. As is often the case with comprehensive data solutions, the pricing would be based on the specific needs and scale of the organization.


  • Effective machine learning algorithms for improved search results
  • Strong integration capabilities with other data tools
  • Excellent for collaborative data governance


  • Pricing is not directly available
  • The full range of features may be overwhelming for some users
  • Potential for complex setup and implementation processes

11. Snowflake Data Governance - Best for governing data on a cloud data platform

Snowflake Data Governance tool interface
Here's the worksheets feature in Snowflakes Data Governance.

Snowflake Data Governance is integral to the Snowflake Cloud Data Platform, facilitating control over data quality, accessibility, and security. Its unique advantage lies in providing robust data governance directly on a cloud data platform.

Why I Picked Snowflake Data Governance:

I selected Snowflake Data Governance because of its comprehensive governance features that operate directly on a cloud data platform. The distinctiveness of this tool lies in its ability to manage data governance in a cloud-native environment. This makes it uniquely suited for organizations with cloud-based data infrastructures.

Standout features & integrations:

Snowflake Data Governance offers features like data cataloging, policy management, data quality control, and end-to-end data lineage. The tool also integrates with a range of other services in the Snowflake ecosystem and popular data tools, enhancing its functionality.


Pricing information for Snowflake Data Governance is available upon request. As it's part of the broader Snowflake ecosystem, the cost might depend on the organization's existing setup and requirements.



  • Pricing details are not directly available
  • Might not be suitable for organizations without a cloud-based data infrastructure
  • A complex suite of tools which might have a steep learning curve for some users

12. Talend - Best for real-time data integration and quality control

Talend data governance tool interface
Here's the Talend data preparation feature, which shows the data patterns and the valid and invalid record percentages.

Talend, a comprehensive open-source data integration and management tool, excels at combining, cleaning, and moving data in real-time. Its proficiency in real-time data integration and a strong emphasis on quality control make it the ideal choice for organizations requiring instantaneous data insight while maintaining data integrity.

Why I Picked Talend:

I selected Talend because of its capability to efficiently handle real-time data integration and maintain a keen focus on quality control. Its distinctive edge comes from a robust suite of features that facilitate real-time data handling, setting it apart from competitors. This combination makes it the ideal candidate for businesses that need to process data rapidly and maintain high data standards.

Standout features & integrations:

Talend's standout features include real-time data integration, profiling and quality, cataloging, and user-friendly interface. With Talend, users can build, deploy, and manage data pipelines for various use cases, such as ETL, ELT, and data warehouse automation. Furthermore, it offers extensive integrations with databases, cloud platforms, and CRM tools, including AWS, Azure, Google Cloud, Salesforce, and SAP, to name a few.


Talend's pricing starts from $1,170/user/month (billed annually). This is the starting cost for its 'Stitch' plan, designed for smaller businesses or teams that need essential data integration capabilities.


  • Strong real-time data integration capabilities
  • Comprehensive data quality control features
  • Extensive integrations with databases and cloud platforms


  • Pricing can be high for smaller organizations
  • The abundance of features might be overwhelming for beginners
  • Custom integrations might require technical expertise

Other Noteworthy Data Governance Tools

Below is a list of additional data governance tools that I shortlisted, but did not make it to the top 12. Definitely worth checking them out.

  1. Satori Security Data Platform - Good for securing data in real-time across multiple platforms
  2. Teradata Vantage - Good for advanced analytics and machine learning capabilities
  3. Lyftrondata - Good for simplifying data transformation and migration
  4. Securiti - Good for AI-driven data privacy and protection
  5. Microsoft Purview - Good for comprehensive data governance on the Azure cloud platform
  6. Secoda - Good for easy collaboration on data management tasks
  7. Oracle Enterprise Manager - Good for managing Oracle-based applications and databases
  8. Netwrix Auditor - Good for auditing and reporting on IT infrastructure changes
  9. Odaseva - Good for Salesforce data management and compliance
  10. Informatica Cloud Data Quality - Good for cloud-based data quality assurance
  11. Avo - Good for monitoring and improving data analytics implementations
  12. Select Star - Good for data discovery and understanding data lineage
  13. Immuta - Good for enforcing data privacy policies across the organization

Selection Criteria for Data Governance Tools

When evaluating data governance tools, there are key criteria that I kept at the forefront of my analysis. As someone who has thoroughly tested and researched these tools, I can provide a unique perspective on the core functionality, key features, and usability aspects that are particularly important for this software category.

I evaluated dozens of data governance tools, but in this case, I was really looking for effective data control, compatibility with various data sources, ease of use, and robust security, which I'll detail below.

Core Functionality:

Data governance tools should enable you to:

  • Monitor and manage the quality of data across various sources
  • Set and enforce data policies and compliance rules
  • Identify, classify, and protect sensitive data
  • Provide clear lineage and tracking for all data
  • Automate data management tasks where possible

Key Features:

The essential features for data governance tools include:

  • Data Cataloguing: The tool should provide a searchable catalog of all data assets across the organization.
  • Compliance Management: Features that assist in meeting data-related regulatory requirements, such as GDPR and HIPAA, are essential.
  • Data Quality Management: Tools should offer features that help maintain data accuracy and consistency, such as error detection and automated cleansing.
  • Risk Management: Tools should provide clear data lineage and tracking to mitigate risks associated with data misuse or misinterpretation.
  • Security: Robust security features, including data encryption and user access controls, are essential to protect sensitive data.


For the best user experience, data governance tools should:

  • Have an intuitive user interface that makes it easy to navigate through the tool, even for users with limited technical expertise
  • Provide effective onboarding and training resources to ensure users can get up to speed quickly
  • Offer excellent customer support, preferably with live chat or phone support, to resolve issues promptly
  • Provide customizable dashboards and reports that allow users to easily monitor data quality, compliance status, and other key metrics
  • Implement role-based access controls that are easy to configure, allowing organizations to ensure that only authorized users can access certain data assets.

Most Common Questions Regarding Data Governance Tools (FAQs)

What are the benefits of using data governance tools?

Data governance tools offer several key benefits including:

  • Data Quality: These tools help to ensure data accuracy and consistency across the organization, leading to better decision-making.
  • Regulatory Compliance: They assist in meeting data-related regulatory requirements such as GDPR, HIPAA, and more by providing necessary data protection and privacy features.
  • Operational Efficiency: Data governance tools can automate many manual data management tasks, reducing errors and improving efficiency.
  • Risk Management: By providing clear data lineage and tracking, these tools can help mitigate risks associated with data misuse or misinterpretation.
  • Better Decision-Making: Having reliable, consistent data across all departments leads to better business intelligence and more informed decision-making.

How much do data governance tools typically cost?

The cost of data governance tools can vary widely based on their features, the size of the organization, and the complexity of the data being managed. Prices can range from free for basic tools to several thousands of dollars per month for advanced, enterprise-level solutions.

What are the common pricing models for data governance tools?

The common pricing models for data governance tools include subscription-based pricing (monthly or annually), usage-based pricing (based on the amount of data or number of users), and perpetual licensing (one-time payment for lifetime use).

What is the typical range of pricing for data governance tools?

The pricing for data governance tools can range from as low as $10 per user per month for basic solutions to over $1,000 per user per month for advanced, enterprise-grade tools.

Which are some of the cheapest and most expensive data governance tools?

Some of the cheaper data governance tools include Microsoft Purview and Avo, starting from around $10 per user per month. On the higher end, tools like Oracle Enterprise Manager and Teradata Vantage can cost several thousands of dollars per month, depending on the size and complexity of the organization's data infrastructure.

Are there any free data governance tool options?

Yes, there are some free data governance tools available, though they typically offer limited functionality compared to paid versions. Examples include the free tier of Informatica Cloud Data Quality and Microsoft's free trial of Purview. These can be a good starting point for small businesses or those just beginning to implement data governance practices.


Choosing the right data governance tool can dramatically improve your organization's ability to manage, protect, and utilize data. But remember, the right tool isn't just about features – it's about how those features align with your specific needs and business objectives.

Key Takeaway 1: A clear understanding of your organization's data governance needs is the foundation of making the right choice. This includes knowing the size and complexity of your data environment, understanding the key regulatory compliance requirements you need to meet, and identifying the main challenges you face in managing and utilizing your data.

Key Takeaway 2: Prioritize core functionality and key features when comparing tools. Look for a tool that offers robust data cataloging, compliance management, data quality management, risk management, and security features. Remember that a feature-packed tool isn't necessarily the best if it doesn't meet your specific needs.

Key Takeaway 3: Usability is often overlooked, but it's critical for user adoption and successful implementation. Choose a tool with an intuitive interface, effective onboarding and training resources, excellent customer support, and customizable dashboards and reports. In particular, role-based access controls can ensure that data access aligns with user roles and responsibilities.

Remember, data governance is an ongoing process. The tool you choose should be able to grow and evolve with your organization's needs. Make sure to keep these considerations in mind as you navigate the landscape of data governance tools.

What do you think?

As thorough as this guide is, the world of data governance tools is vast and always evolving. There's always a chance that there's an exceptional tool out there that has slipped through the cracks. If you're using a data governance tool that you believe should be on this list, or if you've had remarkable experiences with one of the tools listed above, I invite you to share your thoughts and experiences.

Your input can make this guide more useful for everyone in search of the best data governance tools. So, don't hesitate to reach out and let us know!

By Paulo Gardini Miguel

Paulo is the Director of Technology at the rapidly growing media tech company BWZ. Prior to that, he worked as a Software Engineering Manager and then Head Of Technology at Navegg, Latin America’s largest data marketplace, and as Full Stack Engineer at MapLink, which provides geolocation APIs as a service. Paulo draws insight from years of experience serving as an infrastructure architect, team leader, and product developer in rapidly scaling web environments. He’s driven to share his expertise with other technology leaders to help them build great teams, improve performance, optimize resources, and create foundations for scalability.