# Best Data Governance Tools ## How Many Data Governance Tools Products Does G2 Track? **Total Products under this Category:** 234 ### Category Stats (Aug 2026) - **Average Rating:** 4.45/5 The average rating of products in this category, based on all submitted ratings - **Top Trending Product:** Integrate (+5.02%) - Among all products in this category, Integrate recorded the largest rating increase compared to last month _Last updated: August 19, 2026_ ## How Does G2 Rank Data Governance Tools Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 12,300+ Authentic Reviews - 234+ 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](https://www.g2.com/categories/data-governance-tools/grids.png?focus%5B%5D=10470&focus%5B%5D=10938&focus%5B%5D=1308796&focus%5B%5D=2083&focus%5B%5D=1308797&focus%5B%5D=604&focus%5B%5D=1327283&focus%5B%5D=1173013) Highlighted products: Databricks, Snowflake, IBM watsonx.data, Egnyte, IBM watsonx.governance, Domo, SAS Viya, and Data 360 (formerly Salesforce Data Cloud). 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=ibm-watsonx-data&focus%5B%5D=egnyte&focus%5B%5D=ibm-watsonx-governance&focus%5B%5D=domo&focus%5B%5D=sas-sas-viya&focus%5B%5D=data-360-formerly-salesforce-data-cloud) **Sponsored** ### SAS Viya SAS Viya is a cloud-native data and AI platform that enables teams to build, deploy and scale explainable AI that drives trusted, confident decisions. It unites the entire data and AI life cycle and empowers teams to innovate quickly while balancing speed, automation and governance by design. Viya unifies data management, advanced analytics and decisioning in a single platform, so organizations can move from experimentation to production with confidence, delivering measurable business impact that is secure, explainable and scalable across any environment. Key capabilities required to deliver trusted decisions include: • End-to-end clarity across the data and AI life cycle, with built-in lineage, auditability and continuous monitoring to support defensible decisions. • Governance by design, enabling consistent oversight across data, models and decisions to reduce risk and accelerate adoption. • Explainable AI at scale, so insights and outcomes can be understood, validated and trusted by business and regulators alike. • Operationalized analytics, ensuring value continues beyond deployment through monitoring, retraining and life cycle management. • Flexible, cloud-native deployment, allowing organizations to start anywhere and scale everywhere while maintaining control. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1661&secure%5Bchosen_at%5D=2026-08-29T07%3A46%3A47Z&secure%5Bdisplayable_resource_id%5D=1661&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1661&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1327283&secure%5Bresource_id%5D=1661&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-governance-tools&secure%5Btoken%5D=595a4fccfa177edd90773a01953b680f809b385b975d040d9a0126a49f3b9937&secure%5Burl%5D=https%3A%2F%2Fwww.sas.com%2Fgms%2Fredirect.jsp%3Fdetail%3DPLN73455_275629423&secure%5Burl_type%5D=custom_url) ### [Databricks](https://www.g2.com/products/databricks/reviews) Databricks is a software designed to help organizations build, govern, and scale data pipelines, analytics, machine learning, AI applications, and agents. The software provides data engineering, analytics, governance, and AI development capabilities by leveraging an open lakehouse architecture built on Apache Spark, Delta Lake, MLflow, and Unity Catalog. It automates batch, streaming, and real-time data pipeline management and reduces data silos across teams, clouds, and workloads. Databricks addresses enterprise data and AI challenges by unifying structured and unstructured data processing, model development, and governed AI agent creation in a single platform. The software supports use cases including customer personalization, fraud detection, predictive maintenance, financial risk management, and supply chain optimization across AWS, Azure, and Google Cloud. **Average Rating:** 4.6/5.0 **Total Reviews:** 1,332 #### How Do G2 Users Rate Databricks? - **Roles Management:** 8.9/10 (Category avg: 8.8/10) - **Data Discovery:** 8.7/10 (Category avg: 8.7/10) - **Compliance Management:** 8.8/10 (Category avg: 8.9/10) - **Ease of Use:** 8.8/10 (Category avg: 8.7/10) #### Who Is the Company Behind Databricks? - **Seller:** [Databricks Inc.](https://www.g2.com/sellers/databricks-inc) - **Company Website:** databricks.com - **Year Founded:** 2013 - **HQ Location:** San Francisco, CA - **Twitter:** @databricks 92,269 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bddca64732f61b923d96364e8c8eb35711aab4f98797cb00ab071ff24fbdd392&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3477522%2F&secure%5Burl_type%5D=linkedin_company_website) 15,627 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Data Engineer, Data Analyst - **Top Industries:** Information Technology and Services, Financial Services - **Company Size:** 47% Large, 38% Medium #### What Do G2 Reviewers Say About Databricks? _AI-generated summary from verified user reviews_ ##### Pros - Users enjoy the **ease of use and extensive features** of Databricks, streamlining data warehousing and machine learning tasks. - Users appreciate the **ease of use** of Databricks, enhancing their experience with its intuitive interface and efficient features. - Users value the **seamless integrations with AWS services** that enhance efficiency and support diverse business needs. - Users value the **seamless collaboration** provided by Databricks, enhancing teamwork on data projects and insights sharing. - Users value the **wide array of integrated analytical features** in Databricks, enhancing efficiency and collaboration in data projects. ##### Cons - Users face a **steep learning curve** with Databricks, as its complexity can be confusing for newcomers. - Users note that the **cost of Databricks can be quite high** , particularly for large data projects and limited free options. - Users find the **steep learning curve** of Databricks challenging, particularly for those unfamiliar with big data tools. - Users find the **complexity** of Databricks challenging, especially during initial setup and navigation of advanced features. - Users encounter **complex setup** challenges with Databricks initially, but support helps resolve issues quickly. #### What Are Recent G2 Reviews of Databricks? **["Databricks Streamlines ETL and Analytics with Scalable Notebooks"](https://www.g2.com/survey_responses/databricks-review-13181721)** **Rating:** 5.0/5.0 stars _— Diana C._ [Read full review](https://www.g2.com/survey_responses/databricks-review-13181721) **["Reliable Platform for Building Scalable Data Pipelines"](https://www.g2.com/survey_responses/databricks-review-13198355)** **Rating:** 5.0/5.0 stars _— aravind k._ [Read full review](https://www.g2.com/survey_responses/databricks-review-13198355) #### What Are G2 Users Discussing About Databricks? - [What does Databricks software do?](https://www.g2.com/discussions/what-does-databricks-software-do) - 3 comments, 1 upvote - [What is Databricks unified analytics platform?](https://www.g2.com/discussions/what-is-databricks-unified-analytics-platform) - 3 comments - [What is Lakehouse in Databricks?](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) - 4 comments, 3 upvotes - [What are the features of Databricks?](https://www.g2.com/discussions/what-are-the-features-of-databricks) - 4 comments, 2 upvotes ### [Snowflake](https://www.g2.com/products/snowflake/reviews) Snowflake (NYSE: SNOW) is a software designed to make enterprise AI easy, efficient, and trusted for organizations of all sizes. The software provides data sharing, application development, and AI-powered analytics capabilities by leveraging a cloud-native AI Data Cloud architecture. It automates data access and sharing workflows and reduces friction in cross-organizational data collaboration. Snowflake addresses enterprise AI adoption challenges by providing a unified platform where companies can store, process, and activate data at scale. The software supports use cases including business intelligence, data application development, and AI-driven decision-making for thousands of companies worldwide. **Average Rating:** 4.5/5.0 **Total Reviews:** 716 #### How Do G2 Users Rate Snowflake? - **Roles Management:** 10.0/10 (Category avg: 8.8/10) - **Data Discovery:** 10.0/10 (Category avg: 8.7/10) - **Compliance Management:** 8.9/10 (Category avg: 8.9/10) - **Ease of Use:** 9.0/10 (Category avg: 8.7/10) #### Who Is the Company Behind Snowflake? - **Seller:** [Snowflake, Inc.](https://www.g2.com/sellers/snowflake-inc) - **Company Website:** www.snowflake.com - **Year Founded:** 2012 - **HQ Location:** 135 Constitution Drive, Menlo Park CA - **Twitter:** @SnowflakeDB 278 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ad18ff73a9b8bb34dd1b98a6ba1c6be57f7364939ad352612ecc483aba05d2b2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsnowflake-computing%2F&secure%5Burl_type%5D=linkedin_company_website) 11,308 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Data Engineer, Data Analyst - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 45% Medium, 42% Large #### What Do G2 Reviewers Say About Snowflake? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **ease of use** of Snowflake, which simplifies data sharing and enhances productivity across teams. - Users value the **reliable features and user-friendly interface** of Snowflake, enhancing data management and analytics efficiency. - Users appreciate the **ease of use and efficient data integration** in Snowflake for their warehousing projects. - Users value the **seamless scalability** of Snowflake, enabling efficient handling of large datasets and workload changes without performance loss. - Users value the **fast and efficient data processing** capabilities of Snowflake, enhancing their analysis experience significantly. ##### Cons - Users highlight the **high costs** of Snowflake, making it less accessible for smaller businesses with limited budgets. - Users find **feature limitations** in Snowflake, such as lack of code blocks and restricted permissions, frustrating. - Users find the **learning curve steep** , requiring training due to its complexity and overwhelming interface for beginners. - Users often struggle with **high costs** due to unoptimized queries and inadequate cost control measures in Snowflake. - Users find the **cost structure challenging** , requiring time to optimize for efficient use of Snowflake. #### What Are Recent G2 Reviews of Snowflake? **["Snowflake Simplifies Data Management at Scale"](https://www.g2.com/survey_responses/snowflake-review-12898129)** **Rating:** 4.0/5.0 stars _— Harshil A._ [Read full review](https://www.g2.com/survey_responses/snowflake-review-12898129) **["Elastic Scaling and Fast Analytics with Snowflake"](https://www.g2.com/survey_responses/snowflake-review-13129003)** **Rating:** 4.5/5.0 stars _— Ravindra N._ [Read full review](https://www.g2.com/survey_responses/snowflake-review-13129003) #### What Are G2 Users Discussing About Snowflake? - [What is Snowflake used for?](https://www.g2.com/discussions/what-is-snowflake-used-for) - 2 comments, 1 upvote ### [IBM watsonx.data](https://www.g2.com/products/ibm-watsonx-data/reviews) IBM watsonx.data is a software designed to help organizations access, integrate, and understand structured and unstructured data across any environment. The software provides workload optimization and consistent data governance capabilities by leveraging a hybrid, multi-environment data architecture that spans cloud and on-premises systems. It automates governance enforcement across data sources and formats and reduces cost inefficiencies through price-and-performance workload optimization. IBM watsonx.data addresses enterprise data complexity by unifying data access and management across teams and environments without requiring data migration. The software supports use cases including generative AI application development, AI agent creation, and governed analytics across diverse data sources. **Average Rating:** 4.4/5.0 **Total Reviews:** 167 #### G2 Deal: Save 30% on your first monthly or annual subscription. Offer ends 15 April 2026. Get 30% off your new monthly or annual watsonx.data Enterprise subscription. Optimize data workloads at a fraction of the cost. Offer ends 15 April 2026. **Price:** ~~61.81~~ → 88.30 [View this exclusive G2 deal](https://www.g2.com/deals/offers/245ee783-2209-473a-beb1-3df6bd40f9ef?source=categories) #### How Do G2 Users Rate IBM watsonx.data? - **Roles Management:** 9.0/10 (Category avg: 8.8/10) - **Data Discovery:** 8.6/10 (Category avg: 8.7/10) - **Compliance Management:** 9.0/10 (Category avg: 8.9/10) - **Ease of Use:** 8.2/10 (Category avg: 8.7/10) #### Who Is the Company Behind IBM watsonx.data? - **Seller:** [IBM](https://www.g2.com/sellers/ibm) - **Company Website:** www.ibm.com - **Year Founded:** 1911 - **HQ Location:** Armonk, New York, United States - **Twitter:** @IBMSecurity 74,660 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=14b544adaece4fdbc987f1d7f7028048c22259946811200cc751263825586af9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1009%2F&secure%5Burl_type%5D=linkedin_company_website) 328,202 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Software Engineer, CEO - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 34% Small, 32% Large #### What Do G2 Reviewers Say About IBM watsonx.data? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **ease of use** of IBM watsonx.data, finding it reliable and efficient for data management. - Users value the **seamless data integration** and user-friendly interface of IBM watsonx.data for efficient analytics. - Users appreciate the **organized and efficient data management** of IBM watsonx.data, simplifying analytics and enhancing team collaboration. - Users value the **seamless data source integration** of IBM watsonx.data, enhancing efficiency and flexibility in their workflows. - Users appreciate the **flexible analytics capabilities** of IBM watsonx.data, enabling faster insights from diverse data sources. ##### Cons - Users find the **steep learning curve** of IBM watsonx.data challenging, hindering easy adoption for newcomers. - Users find the **complexity** of setting up IBM watsonx.data a barrier, especially for newcomers and small teams. - Users find the **pricing steep** for IBM watsonx.data, especially for smaller businesses with limited resources. - Users find the **difficult setup** process time-consuming, with a steep learning curve and extensive documentation review required. - Users find **performance tuning difficult** with IBM watsonx.data, especially for beginners and teams with limited IT resources. #### What Are Recent G2 Reviews of IBM watsonx.data? **["Flexible and Scalable Data Platform for Analytics and AI"](https://www.g2.com/survey_responses/ibm-watsonx-data-review-13229034)** **Rating:** 5.0/5.0 stars _— Nishant V._ [Read full review](https://www.g2.com/survey_responses/ibm-watsonx-data-review-13229034) **["Clean, Smooth UI with Excellent Onboarding and Infrastructure Visuals"](https://www.g2.com/survey_responses/ibm-watsonx-data-review-13204444)** **Rating:** 4.0/5.0 stars _— Aliasgar B._ [Read full review](https://www.g2.com/survey_responses/ibm-watsonx-data-review-13204444) ### [Egnyte](https://www.g2.com/products/egnyte/reviews) Egnyte is a software designed to help organizations manage content, secure data, and automate business processes through a single intelligent platform. The software provides cloud content management, data security, and AI-powered content intelligence capabilities by leveraging a unified architecture that combines governance and automation. It automates business workflows and reduces risk around critical data through integrated security controls and content intelligence. Egnyte addresses challenges around employee productivity and data protection by centralizing content management and enforcing data governance policies across the organization. The software supports use cases in architecture, engineering and construction, life sciences, and financial services, serving more than 22,000 customers worldwide. **Average Rating:** 4.4/5.0 **Total Reviews:** 1,137 #### How Do G2 Users Rate Egnyte? - **Roles Management:** 9.3/10 (Category avg: 8.8/10) - **Data Discovery:** 9.3/10 (Category avg: 8.7/10) - **Compliance Management:** 9.3/10 (Category avg: 8.9/10) - **Ease of Use:** 9.0/10 (Category avg: 8.7/10) #### Who Is the Company Behind Egnyte? - **Seller:** [Egnyte](https://www.g2.com/sellers/egnyte) - **Company Website:** www.egnyte.com - **Year Founded:** 2008 - **HQ Location:** Mountain View, CA - **Twitter:** @Egnyte 16,127 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=31d0612f324184ba5e281bcff6bf94116753a22d2f35e998950a1c5df7a2c1d6&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1015589%2F&secure%5Burl_type%5D=linkedin_company_website) 1,305 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Project Manager, Owner - **Top Industries:** Construction, Marketing and Advertising - **Company Size:** 44% Small, 38% Medium #### What Do G2 Reviewers Say About Egnyte? _AI-generated summary from verified user reviews_ ##### Pros - Users find Egnyte to be **user-friendly and easy to navigate** , enhancing their overall experience and efficiency. - Users love the **easy file sharing** capabilities of Egnyte, enhancing collaboration and workflow efficiency from anywhere. - Users appreciate the **easy sharing** capabilities of Egnyte, enhancing collaboration across departments with secure file access. - Users enjoy the **easy access** to files anywhere, ensuring productivity with a secure and reliable platform. - Users commend Egnyte for its **high security** , ensuring data safety while navigating and finding files easily. ##### Cons - Users find Egnyte **expensive** , especially when storage needs exceed small business plan limits without clear ROI. - Users experience **file saving failures, timeouts, and duplication issues** , which detracts from their overall experience with Egnyte. - Users find **user difficulty** with Egnyte, especially on mobile, complicating the overall experience and feature accessibility. - Users find Egnyte **lacking features** like clear visibility on team documents and effective handling of file sharing tasks. - Users are disappointed by the **missing features** in Egnyte, especially for 3D file support and collaboration. #### What Are Recent G2 Reviews of Egnyte? **["Easy way to manage, Share and secure files With team collaboration"](https://www.g2.com/survey_responses/egnyte-review-12753699)** **Rating:** 5.0/5.0 stars _— Ishan S._ [Read full review](https://www.g2.com/survey_responses/egnyte-review-12753699) **["Customisable, Intuitive Platform with Secure File Sharing and Helpful Support"](https://www.g2.com/survey_responses/egnyte-review-13112485)** **Rating:** 4.5/5.0 stars _— Verified User in Consulting_ [Read full review](https://www.g2.com/survey_responses/egnyte-review-13112485) #### What Are G2 Users Discussing About Egnyte? - [What is Egnyte used for?](https://www.g2.com/discussions/egnyte-what-is-egnyte-used-for) - 1 comment - [Is egnyte secure?](https://www.g2.com/discussions/is-egnyte-secure) - 1 comment - [What is egnyte used for?](https://www.g2.com/discussions/what-is-egnyte-used-for) - 2 comments - [What is egnyte software?](https://www.g2.com/discussions/what-is-egnyte-software) - 1 comment ### [IBM watsonx.governance](https://www.g2.com/products/ibm-watsonx-governance/reviews) IBM watsonx.governance is a software designed to provide end-to-end, platform-agnostic AI governance for traditional ML, generative AI, and agentic AI across the full lifecycle. The software provides observability, policy enforcement, and compliance management capabilities by leveraging automated telemetry, reasoning trace capture, and integrated risk assessment frameworks. It automates agent behavior monitoring and compliance evaluation and reduces risk through continuous in-the-loop policy enforcement with automated block, route, and fallback controls. IBM watsonx.governance addresses AI trust and regulatory challenges by governing AI regardless of where it is built or deployed, spanning IBM Cloud, AWS, Azure, Oracle Cloud, on-premises, and hybrid environments. The software supports use cases including AI agent auditing, regulatory compliance, risk management, and responsible AI adoption across enterprise and public sector organizations. **Average Rating:** 4.3/5.0 **Total Reviews:** 75 #### How Do G2 Users Rate IBM watsonx.governance? - **Roles Management:** 8.5/10 (Category avg: 8.8/10) - **Data Discovery:** 8.6/10 (Category avg: 8.7/10) - **Compliance Management:** 8.7/10 (Category avg: 8.9/10) - **Ease of Use:** 7.8/10 (Category avg: 8.7/10) #### Who Is the Company Behind IBM watsonx.governance? - **Seller:** [IBM](https://www.g2.com/sellers/ibm) - **Company Website:** www.ibm.com - **Year Founded:** 1911 - **HQ Location:** Armonk, New York, United States - **Twitter:** @IBMSecurity 74,660 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=14b544adaece4fdbc987f1d7f7028048c22259946811200cc751263825586af9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1009%2F&secure%5Burl_type%5D=linkedin_company_website) 328,202 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Information Technology and Services, Consulting - **Company Size:** 33% Large, 28% Small #### What Do G2 Reviewers Say About IBM watsonx.governance? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **automated compliance management** of IBM watsonx.governance, simplifying AI model documentation and monitoring. - Users value the **ease of use** of IBM watsonx.governance, simplifying data management and compliance for AI projects. - Users appreciate the **comprehensive toolkit** of IBM watsonx.governance for managing AI governance and compliance effectively. - Users value the **AI Governance & Trust capabilities** of IBM watsonx.governance, ensuring reliable and ethical AI deployment. - Users appreciate the **customizable automated workflows** of IBM watsonx.governance, greatly reducing manual efforts and enhancing compliance. ##### Cons - Users find the **setup difficulty** challenging and time-consuming, especially with integration into existing workflows. - Users find IBM watsonx.governance **expensive** , significantly impacting affordability for small businesses considering its purchase. - Users often face **integration challenges** with IBM watsonx.governance, leading to a complex and frustrating setup experience. - Users face a **steep learning curve** with IBM watsonx.governance, particularly novices adapting to its complex setup and configuration. - Users find the **complex implementation** of IBM watsonx.governance challenging, particularly for non-technical stakeholders and external systems. #### What Are Recent G2 Reviews of IBM watsonx.governance? **["Strong AI Governance Across the Full Lifecycle with Clear Visibility and Control"](https://www.g2.com/survey_responses/ibm-watsonx-governance-review-12763388)** **Rating:** 5.0/5.0 stars _— Mansi S._ [Read full review](https://www.g2.com/survey_responses/ibm-watsonx-governance-review-12763388) **["Centralized AI Governance with Robust Compliance Tools"](https://www.g2.com/survey_responses/ibm-watsonx-governance-review-13364719)** **Rating:** 4.0/5.0 stars _— Dewansh U._ [Read full review](https://www.g2.com/survey_responses/ibm-watsonx-governance-review-13364719) ### [Domo](https://www.g2.com/products/domo/reviews) Domo is a software designed to help organizations turn data into actionable insights and tailored data-driven solutions. The software provides data connection, preparation, dynamic reporting, and visualization capabilities by leveraging built-in AI and automation within a single unified interface. It automates workflows and AI agent deployment and reduces the complexity of managing multiple disconnected data tools. Domo addresses business intelligence challenges by enabling both technical and non-technical users to connect diverse data sources and generate insights without requiring separate tooling. The software supports use cases including custom reporting, workflow automation, and AI agent creation for teams across mid-market and enterprise organizations. **Average Rating:** 4.3/5.0 **Total Reviews:** 1,073 #### How Do G2 Users Rate Domo? - **Roles Management:** 7.9/10 (Category avg: 8.8/10) - **Data Discovery:** 6.7/10 (Category avg: 8.7/10) - **Compliance Management:** 7.8/10 (Category avg: 8.9/10) - **Ease of Use:** 8.3/10 (Category avg: 8.7/10) #### Who Is the Company Behind Domo? - **Seller:** [Domo](https://www.g2.com/sellers/domo) - **Company Website:** www.domo.com - **Year Founded:** 2010 - **HQ Location:** American Fork, UT - **Twitter:** @Domotalk 63,513 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=930264e423425693f202ced16a30f6d197bcd60a8bf42ced6ba13de91b09312c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F25237%2F&secure%5Burl_type%5D=linkedin_company_website) 1,288 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Data Analyst, Business Analyst - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 50% Medium, 28% Large #### What Do G2 Reviewers Say About Domo? _AI-generated summary from verified user reviews_ ##### Pros - Users find Domo's **ease of use** and intuitive design invaluable for managing data efficiently and effectively. - Users value the **flexible and user-friendly data visualization** capabilities of Domo, enhancing their data analysis experience significantly. - Users find Domo's **intuitive design** empowering, facilitating easy access and effective data visualization for all skill levels. - Users praise Domo for its **easy integrations** , streamlining data management and enhancing real-time collaboration across various platforms. - Users value Domo's **seamless integration capabilities** , enabling efficient data management and real-time insights from various sources. ##### Cons - Users find the **learning curve steep** , often needing dedicated resources to manage updates and functionalities effectively. - Users report **missing features** in Domo, including flexibility in pivot charts and dynamic column options. - Users face significant **data management issues** with Domo, including unreliable connectors and challenging reporting functionality. - Users find Domo **expensive** , especially with drastic price increases that strain budgets and erode client trust. - Users find Domo's **complexity** hinders flexibility and speed in dataset management, making changes challenging and time-consuming. #### What Are Recent G2 Reviews of Domo? **["Effortless Live Dashboards and Data Blending with Domo"](https://www.g2.com/survey_responses/domo-review-13093007)** **Rating:** 5.0/5.0 stars _— Karthik M._ [Read full review](https://www.g2.com/survey_responses/domo-review-13093007) **["Domo Turns Disconnected Reports Into a Game-Changing Sales Scorecard"](https://www.g2.com/survey_responses/domo-review-13128007)** **Rating:** 5.0/5.0 stars _— Renee G._ [Read full review](https://www.g2.com/survey_responses/domo-review-13128007) #### What Are G2 Users Discussing About Domo? - [What is Domo used for?](https://www.g2.com/discussions/what-is-domo-used-for) - 1 comment - [How much does Domo cost?](https://www.g2.com/discussions/how-much-does-domo-cost) - [What is Domo data?](https://www.g2.com/discussions/what-is-domo-data) - [Is Domo any good?](https://www.g2.com/discussions/is-domo-any-good) - [What does Domo software do?](https://www.g2.com/discussions/what-does-domo-software-do) ### [Data 360 (formerly Salesforce Data Cloud)](https://www.g2.com/products/data-360-formerly-salesforce-data-cloud/reviews) Salesforce Data 360 (formerly Data Cloud) is a software designed to unlock the full value of enterprise data by powering Customer 360 apps, Agentforce, and real-time intelligent action across an organization. The software provides structured and unstructured data unification, real-time insight generation, and low-code data activation capabilities by leveraging a Zero Copy architecture and deep partnerships with Amazon, Snowflake, Databricks, and Google. It automates data bridging across lakes, warehouses, and business applications and reduces the need to replace or re-platform existing data investments. Salesforce Data 360 addresses enterprise data fragmentation by acting as a smart integration layer that complements current systems while activating data seamlessly within the Salesforce ecosystem. The software supports use cases including customer personalization, AI agent enablement, and cross-platform data activation for mid-market and enterprise organizations. **Average Rating:** 4.3/5.0 **Total Reviews:** 308 #### How Do G2 Users Rate Data 360 (formerly Salesforce Data Cloud)? - **Roles Management:** 8.8/10 (Category avg: 8.8/10) - **Data Discovery:** 9.0/10 (Category avg: 8.7/10) - **Compliance Management:** 9.3/10 (Category avg: 8.9/10) - **Ease of Use:** 7.7/10 (Category avg: 8.7/10) #### Who Is the Company Behind Data 360 (formerly Salesforce Data Cloud)? - **Seller:** [Salesforce](https://www.g2.com/sellers/salesforce) - **Company Website:** www.salesforce.com - **Year Founded:** 1999 - **HQ Location:** San Francisco, CA - **Twitter:** @salesforce 579,511 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c04f36289ca03aeff007197f1d9e74e925e328ed6bcfaff98911c78b3ab382f7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3185%2F&secure%5Burl_type%5D=linkedin_company_website) 83,223 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Salesforce Developer - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 39% Medium, 39% Large #### What Do G2 Reviewers Say About Data 360 (formerly Salesforce Data Cloud)? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **real-time platform integration** of Salesforce Data 360, enhancing personalization and driving smarter decisions. - Users value the **ease of use** of Salesforce Data Cloud, enjoying time savings and streamlined data access. - Users value the **easy integration** of Salesforce Data 360, facilitating seamless data unification and enhanced reporting capabilities. - Users value the **efficient data aggregation** in Salesforce Data 360, enhancing insights and unified customer profiling. - Users value the **seamless integrations** of Salesforce Data 360, enhancing real-time data access and unified customer profiles. ##### Cons - Users find the **learning curve steep** for Salesforce Data Cloud, requiring significant support for setup and maintenance. - Users find Salesforce Data 360 to be **expensive** , facing challenges with unpredictable costs and a steep learning curve. - Users face a **difficult learning curve** with Salesforce Data 360, finding the setup and terminology quite challenging. - Users find the **initial setup complex** , facing a steep learning curve and challenges in configuration and data management. - Users face a **complex setup** , with a steep learning curve that complicates the initial experience and usability. #### What Are Recent G2 Reviews of Data 360 (formerly Salesforce Data Cloud)? **["Unified, Real-Time Customer Profiles with Powerful Salesforce Integration"](https://www.g2.com/survey_responses/data-360-formerly-salesforce-data-cloud-review-13224193)** **Rating:** 4.5/5.0 stars _— Chirag C._ [Read full review](https://www.g2.com/survey_responses/data-360-formerly-salesforce-data-cloud-review-13224193) **["Salesforce Data 360: Seamless Data Unification with Real-Time Insights"](https://www.g2.com/survey_responses/data-360-formerly-salesforce-data-cloud-review-13231710)** **Rating:** 4.5/5.0 stars _— Vedarth K._ [Read full review](https://www.g2.com/survey_responses/data-360-formerly-salesforce-data-cloud-review-13231710) #### What Are G2 Users Discussing About Data 360 (formerly Salesforce Data Cloud)? - [What is the benefit of the hub and spoke design of customer 360 Data Manager?](https://www.g2.com/discussions/what-is-the-benefit-of-the-hub-and-spoke-design-of-customer-360-data-manager) - [What is customer 360 Data Manager?](https://www.g2.com/discussions/what-is-customer-360-data-manager) - [What does customer 360 Data Manager provide businesses?](https://www.g2.com/discussions/what-does-customer-360-data-manager-provide-businesses) ### [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) SAS Viya is a software designed to help organizations build, deploy, and scale explainable AI that drives trusted, confident decisions across the full data and AI lifecycle. The software provides data management, advanced analytics, model governance, and decisioning capabilities by leveraging a cloud-native architecture with built-in lineage, auditability, and continuous monitoring. It automates model lifecycle management including monitoring and retraining and reduces risk through governance-by-design controls applied consistently across data, models, and decisions. SAS Viya addresses the challenge of moving AI from experimentation to production by delivering explainable, auditable outcomes that satisfy both business stakeholders and regulators. The software supports use cases including statistical analysis, machine learning operationalization, and governed AI deployment across flexible cloud-native environments spanning pharmaceuticals, banking, and other regulated industries. **Average Rating:** 4.3/5.0 **Total Reviews:** 774 #### How Do G2 Users Rate SAS Viya? - **Roles Management:** 8.4/10 (Category avg: 8.8/10) - **Data Discovery:** 8.5/10 (Category avg: 8.7/10) - **Ease of Use:** 8.2/10 (Category avg: 8.7/10) #### Who Is the Company Behind SAS Viya? - **Seller:** [SAS Institute Inc.](https://www.g2.com/sellers/sas-institute-inc-df6dde22-a5e5-4913-8b21-4fa0c6c5c7c2) - **Company Website:** www.sas.com - **Year Founded:** 1976 - **HQ Location:** Cary, NC - **Twitter:** @SASsoftware 60,863 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=64db42c044af5bbad79bd9677a620a6c31a8ff1abf4e7b2a6f1d6ed9561d105d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1491%2F&secure%5Burl_type%5D=linkedin_company_website) 18,638 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Student, Biostatistician - **Top Industries:** Pharmaceuticals, Banking - **Company Size:** 33% Small, 33% Large #### What Do G2 Reviewers Say About SAS Viya? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **ease of use** in SAS Viya, enhancing data visualization and decision-making for businesses. - Users appreciate the **advanced analytical capabilities** of SAS Viya, making data analysis and decision-making more efficient. - Users value the **sophisticated analytical capabilities** of SAS Viya, enhancing decision-making and insights from diverse data sources. - Users value the **end-to-end data lifecycle tooling** in SAS Viya, enhancing insights and strategic decision-making capabilities. - Users commend SAS Viya for its **user-friendly interface** , making complex analytics accessible to individuals of all skill levels. ##### Cons - Users find SAS Viya **difficult for non-technical users** to navigate, impacting ease of access to reports and dashboards. - Users find the **learning curve challenging** , especially for non-technical individuals navigating reports and dashboards. - Users find the **visualization complexity** of SAS Viya challenging, especially for those without technical expertise. - Users find the **difficult learning curve** for SAS Viya challenging, especially for non-technical users attempting to access features. - Users find the **expensive pricing** of SAS Viya a potential barrier, complicating their decision-making process. #### What Are Recent G2 Reviews of SAS Viya? **["SAS Viya: Powerful AI & Data Analysis with Seamless Integrations"](https://www.g2.com/survey_responses/sas-viya-review-11855145)** **Rating:** 5.0/5.0 stars _— Verified User in Hospital & Health Care_ [Read full review](https://www.g2.com/survey_responses/sas-viya-review-11855145) **["Effective Data Analysis with SAS Viya"](https://www.g2.com/survey_responses/sas-viya-review-11872818)** **Rating:** 4.5/5.0 stars _— Fungai J._ [Read full review](https://www.g2.com/survey_responses/sas-viya-review-11872818) #### What Are G2 Users Discussing About SAS Viya? - [What is SAS Visual Data Mining and Machine Learning used for?](https://www.g2.com/discussions/what-is-sas-visual-data-mining-and-machine-learning-used-for) - 2 comments ### [Varonis Data Security Platform](https://www.g2.com/products/varonis-data-security-platform/reviews) Varonis Data Security Platform is a software designed to secure AI systems and the enterprise data that powers them, giving organizations automated visibility and control over critical data wherever it lives. The software provides data exposure detection, access control, behavioral analytics, and managed detection and response capabilities by leveraging automated monitoring from code to runtime. It automates identification of overexposed data and excessive permissions and reduces incident response time through audit trails and real-time alerting. Varonis Data Security Platform addresses AI security and data governance challenges by continuously monitoring data access patterns and enforcing controls to stop AI-powered threats and insider risks. The software supports use cases including ransomware defense, data exfiltration prevention, regulatory compliance, and safe AI adoption for enterprise and mid-market organizations across financial services and retail. **Average Rating:** 4.6/5.0 **Total Reviews:** 88 #### How Do G2 Users Rate Varonis Data Security Platform? - **Roles Management:** 8.5/10 (Category avg: 8.8/10) - **Data Discovery:** 8.9/10 (Category avg: 8.7/10) - **Compliance Management:** 9.1/10 (Category avg: 8.9/10) - **Ease of Use:** 8.1/10 (Category avg: 8.7/10) #### Who Is the Company Behind Varonis Data Security Platform? - **Seller:** [Varonis](https://www.g2.com/sellers/varonis) - **Company Website:** www.varonis.com - **Year Founded:** 2005 - **HQ Location:** New York, US - **Twitter:** @varonis 6,400 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=169bb1fa79f60501fda9bd04d2e9d377f6defb89386efeecfb4ff24bb30caab0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fvaronis&secure%5Burl_type%5D=linkedin_company_website) 2,798 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Financial Services, Manufacturing - **Company Size:** 64% Large, 32% Medium #### What Do G2 Reviewers Say About Varonis Data Security Platform? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **complete visibility** Varonis provides into sensitive data, enhancing proactive security measures and alerting features. - Users value the **clear visibility and proactive protection** of Varonis, simplifying compliance and minimizing risk effectively. - Users value the **complete visibility** Varonis provides into sensitive data, enhancing proactive threat detection and data protection. - Users appreciate the **complete visibility and robust data protection** Varonis provides, enhancing cybersecurity and compliance efforts. - Users value the **user-friendly management features** of Varonis, making cybersecurity navigation and implementation seamless. ##### Cons - Users report that the **complexity of setup and management** can overwhelm teams, especially in smaller organizations. - Users face a challenging **learning curve** during initial setup, requiring time to grasp the platform's numerous features. - Users find the **learning difficulty** of Varonis challenging, requiring considerable time to master its numerous features. - Users often find the **cost to be prohibitively high** , particularly for smaller and mid-market organizations. - Users note that the **initial setup is complex** and requires substantial time and effort to manage effectively. #### What Are Recent G2 Reviews of Varonis Data Security Platform? **["Varonis Saves Months of Compliance Work with Powerful Keyword Search and Helpful Support"](https://www.g2.com/survey_responses/varonis-data-security-platform-review-12798879)** **Rating:** 4.5/5.0 stars _— Douglas W._ [Read full review](https://www.g2.com/survey_responses/varonis-data-security-platform-review-12798879) **["The best experience with Varonis Data Security Platform"](https://www.g2.com/survey_responses/varonis-data-security-platform-review-8137807)** **Rating:** 5.0/5.0 stars _— Jean-Baptiste F._ [Read full review](https://www.g2.com/survey_responses/varonis-data-security-platform-review-8137807) #### What Are G2 Users Discussing About Varonis Data Security Platform? - [Is Varonis a reliable source?](https://www.g2.com/discussions/is-varonis-a-reliable-source) - [Does Varonis use agents?](https://www.g2.com/discussions/does-varonis-use-agents) - [What does Varonis DatAdvantage do?](https://www.g2.com/discussions/what-does-varonis-datadvantage-do) ### [SAP Master Data Governance (MDG)](https://www.g2.com/products/sap-master-data-governance-mdg/reviews) SAP Master Data Governance (MDG) is a software designed to facilitate the centralized or decentralized management of master data across an enterprise system landscape. The software provides data validation, quality checks, and governance framework capabilities by leveraging tight integration with existing SAP data models, business logic, and validation frameworks. It automates master data creation, modification, and distribution workflows and reduces data redundancy and errors through standardized quality controls. SAP Master Data Governance (MDG) addresses data consistency and compliance challenges by providing a unified view of customer, vendor, and product data while supporting open integration with third-party systems. The software supports use cases including master data consolidation, regulatory compliance, and cross-departmental data governance for industries such as finance, manufacturing, and retail. **Average Rating:** 4.4/5.0 **Total Reviews:** 242 #### How Do G2 Users Rate SAP Master Data Governance (MDG)? - **Roles Management:** 8.8/10 (Category avg: 8.8/10) - **Data Discovery:** 9.1/10 (Category avg: 8.7/10) - **Compliance Management:** 8.5/10 (Category avg: 8.9/10) - **Ease of Use:** 8.6/10 (Category avg: 8.7/10) #### Who Is the Company Behind SAP Master Data Governance (MDG)? - **Seller:** [SAP](https://www.g2.com/sellers/sap) - **Year Founded:** 1972 - **HQ Location:** Walldorf - **Twitter:** @SAP 297,052 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8fd712dbd816fadfc039a60dcf8c1a3d6a48469756075586fa0be3da7e4b74d7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsap%2F&secure%5Burl_type%5D=linkedin_company_website) 141,955 employees on LinkedIn® - **Ownership:** NYSE:SAP #### Who Uses This Product? - **Who Uses This:** Consultant, SAP MDG Consultant - **Top Industries:** Information Technology and Services, Pharmaceuticals - **Company Size:** 55% Large, 33% Medium #### What Do G2 Reviewers Say About SAP Master Data Governance (MDG)? _AI-generated summary from verified user reviews_ ##### Pros - Users find SAP MDG **user-friendly and streamlined** , simplifying data management and enhancing master data organization. - Users appreciate the **centralization and efficiency** of SAP MDG, enhancing master data management across systems. - Users value the **high data quality** maintained by SAP MDG, ensuring organized master data and reducing discrepancies. - Users appreciate the **data accuracy** of SAP MDG, ensuring high-quality, centralized, and compliant master data management. - Users appreciate the **centralization of data** in SAP MDG, enhancing efficiency and control over master data management. ##### Cons - Users find SAP MDG's **complex setup** challenging, requiring extensive time and effort for configuration and customization. - Users find the **complex implementation** of SAP MDG time-consuming and challenging, hindering initial setup and customization. - Users face **complexity in configuration** and a steep learning curve, which can hinder effective use of SAP MDG. - Users experience **data management issues** with SAP MDG, including duplicate handling, slow performance, and high setup costs. - Users find SAP MDG to be **expensive** for its perceived simplicity, preferring more cost-effective solutions instead. #### What Are Recent G2 Reviews of SAP Master Data Governance (MDG)? **["Effortless Master Data Management, Some Integration Hurdles"](https://www.g2.com/survey_responses/sap-master-data-governance-mdg-review-12805197)** **Rating:** 4.5/5.0 stars _— Ben B._ [Read full review](https://www.g2.com/survey_responses/sap-master-data-governance-mdg-review-12805197) **["Streamlined Workflow with Customizable Controls, But Lacks Industry-Specific Integration"](https://www.g2.com/survey_responses/sap-master-data-governance-mdg-review-12802108)** **Rating:** 4.0/5.0 stars _— xin l._ [Read full review](https://www.g2.com/survey_responses/sap-master-data-governance-mdg-review-12802108) #### What Are G2 Users Discussing About SAP Master Data Governance (MDG)? - [What is SAP Master Data Governance (MDG) used for?](https://www.g2.com/discussions/what-is-sap-master-data-governance-mdg-used-for) - 1 comment - [What is SAP MDG F?](https://www.g2.com/discussions/what-is-sap-mdg-f) - 1 comment - [What is SAP MDM and MDG?](https://www.g2.com/discussions/what-is-sap-mdm-and-mdg) - 1 comment - [What is SAP MDG used for?](https://www.g2.com/discussions/what-is-sap-mdg-used-for) - 1 comment - [What is SAP Master Data Governance?](https://www.g2.com/discussions/what-is-sap-master-data-governance) - 1 comment ### [AvePoint Confidence Platform](https://www.g2.com/products/avepoint-confidence-platform/reviews) AvePoint Confidence Platform is a software designed to unify data security, governance, and resilience to provide a trusted foundation for AI across enterprise cloud environments. The software provides lifecycle control, multicloud governance, rapid data recovery, and clear ownership management capabilities by leveraging integrations with Microsoft, Google, Salesforce, and other leading cloud platforms. It automates data protection and governance workflows and reduces overexposure, sprawl, and data loss through centralized policy enforcement and backup management. AvePoint Confidence Platform addresses the challenge of fragmented and legacy data environments by modernizing data governance and enabling rapid recovery through a single pane of glass. The software supports use cases including backup and restore, multicloud governance, AI readiness, and data loss prevention for more than 28,000 customers through a global ecosystem of approximately 6,000 MSPs, VARs, and SIs. **Average Rating:** 4.5/5.0 **Total Reviews:** 123 #### How Do G2 Users Rate AvePoint Confidence Platform? - **Ease of Use:** 9.1/10 (Category avg: 8.7/10) #### Who Is the Company Behind AvePoint Confidence Platform? - **Seller:** [AvePoint](https://www.g2.com/sellers/avepoint) - **Company Website:** www.avepoint.com - **Year Founded:** 2001 - **HQ Location:** Jersey City, NJ - **Twitter:** @AvePoint 9,747 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=64002eaac5a543972369cb8a50dab4ca893dc386d5c4b53ade87ab5e41f375e5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F46024%2F&secure%5Burl_type%5D=linkedin_company_website) 2,715 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 40% Medium, 27% Large #### What Do G2 Reviewers Say About AvePoint Confidence Platform? _AI-generated summary from verified user reviews_ ##### Pros - Users find the **ease of use** of AvePoint Confidence Platform enhances implementation and administration, ensuring a smooth experience. - Users value the **ease of use and comprehensive cloud backup** features of AvePoint Confidence Platform for Microsoft 365. - Users value the **flexible backup frequency** of AvePoint Confidence Platform, making data management effortless and efficient. - Users appreciate the **integrated data protection and security** of AvePoint Confidence Platform, simplifying SaaS management and compliance. - Users appreciate the **easy setup** of AvePoint Confidence Platform, simplifying implementation and administration significantly. ##### Cons - Users find the AvePoint Confidence Platform **expensive** with high initial costs and limited budget-friendly options for longer use. - Users experience **backup issues** with inconsistent data restoration and infrequent support, leading to frustration and inefficiency. - Users experience **poor customer support** from AvePoint, facing delayed responses and issues with call connectivity. - Users face **slow performance** issues, particularly with data retrieval speed, affecting overall efficiency and user experience. - Users report **technical issues** with backup completions and lack of timely notifications for errors and expiring accounts. #### What Are Recent G2 Reviews of AvePoint Confidence Platform? **["Centralized Backups & Governance for Microsoft 365 that any Service Provider should look into."](https://www.g2.com/survey_responses/avepoint-confidence-platform-review-13274401)** **Rating:** 5.0/5.0 stars _— Frank M._ [Read full review](https://www.g2.com/survey_responses/avepoint-confidence-platform-review-13274401) **["Governance Automation and Opus Reporting Keep Our Environment Compliant and Optimized"](https://www.g2.com/survey_responses/avepoint-confidence-platform-review-13131259)** **Rating:** 4.5/5.0 stars _— Scott K._ [Read full review](https://www.g2.com/survey_responses/avepoint-confidence-platform-review-13131259) #### What Are G2 Users Discussing About AvePoint Confidence Platform? - [What is AvePoint Cloud Backup used for?](https://www.g2.com/discussions/what-is-avepoint-cloud-backup-used-for) - 1 comment ### [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) Teradata Vantage is a software designed to provide organizations with a complete cloud analytics and data platform built to support AI-driven decision-making at enterprise scale. The software provides harmonized data management, trusted AI integration, and advanced analytics capabilities by leveraging a cloud-native architecture optimized for complex SQL and analytic joins across large datasets. It automates enterprise data integration and reduces friction in cross-functional analytics by unifying data across the organization into a single governed platform. Teradata Vantage addresses business performance and data complexity challenges by delivering trusted, harmonized data that empowers companies to make faster and more confident decisions. The software supports use cases including customer experience optimization, financial analytics, and enterprise-wide data integration for top companies across information technology, financial services, and other major industries. **Average Rating:** 4.3/5.0 **Total Reviews:** 355 #### How Do G2 Users Rate Teradata Autonomous Knowledge Platform? - **Roles Management:** 8.8/10 (Category avg: 8.8/10) - **Data Discovery:** 8.2/10 (Category avg: 8.7/10) - **Compliance Management:** 8.1/10 (Category avg: 8.9/10) - **Ease of Use:** 8.3/10 (Category avg: 8.7/10) #### Who Is the Company Behind Teradata Autonomous Knowledge Platform? - **Seller:** [Teradata Autonomous Knowledge Platform](https://www.g2.com/sellers/teradata-autonomous-knowledge-platform) - **Year Founded:** 1979 - **HQ Location:** San Diego, CA - **Twitter:** @Teradata 93,113 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=06895b9a8db4fa478ba7da480ccd214a14ef698abd028e4642e62f189e82b650&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1466%2F&secure%5Burl_type%5D=linkedin_company_website) 9,941 employees on LinkedIn® - **Ownership:** NYSE:TDC #### Who Uses This Product? - **Who Uses This:** Data Engineer, Software Engineer - **Top Industries:** Information Technology and Services, Financial Services - **Company Size:** 69% Large, 22% Medium #### What Do G2 Reviewers Say About Teradata Autonomous Knowledge Platform? _AI-generated summary from verified user reviews_ ##### Pros - Users highlight the **extreme performance** of Teradata Autonomous Knowledge Platform, emphasizing its speed in processing large data volumes. - Users value the **high performance and scalability** of Teradata for handling complex queries and data integration. - Users value the **scalability of Teradata Autonomous Knowledge Platform** , seamlessly integrating and managing vast data resources efficiently. - Users commend the **extreme performance** of Teradata, highlighting its speed in processing large datasets seamlessly. - Users value the **fast processing of large datasets** in Teradata, appreciating its stability and integration capabilities. ##### Cons - Users identify a **steep learning curve** for Teradata Autonomous Knowledge Platform, hindering new user adaptation and productivity. - Users find the **steep learning curve** of Teradata Autonomous Knowledge Platform challenging, especially for those less technically inclined. - Users find the **complexity** of the Teradata platform challenging, especially for non-technical users and new adopters. - Users struggle with the **cost transparency** of Teradata Autonomous Knowledge Platform, needing close management to avoid issues. - Users express concerns about the **high cost** of the Teradata Autonomous Knowledge Platform, highlighting affordability issues. #### What Are Recent G2 Reviews of Teradata Autonomous Knowledge Platform? **["Teradata Vantage Excels at Big Data Processing and Advanced Analytics"](https://www.g2.com/survey_responses/teradata-autonomous-knowledge-platform-review-12739181)** **Rating:** 4.5/5.0 stars _— Nijat I._ [Read full review](https://www.g2.com/survey_responses/teradata-autonomous-knowledge-platform-review-12739181) **["Teradata Vantage Fast Query Performance and Strong Analytics for Big Data"](https://www.g2.com/survey_responses/teradata-autonomous-knowledge-platform-review-12821668)** **Rating:** 5.0/5.0 stars _— Muzammil M._ [Read full review](https://www.g2.com/survey_responses/teradata-autonomous-knowledge-platform-review-12821668) #### What Are G2 Users Discussing About Teradata Autonomous Knowledge Platform? - [What does Teradata Data Lab do?](https://www.g2.com/discussions/what-does-teradata-data-lab-do) - [Is Teradata a premiership?](https://www.g2.com/discussions/is-teradata-a-premiership) - [What is Teradata Vantage?](https://www.g2.com/discussions/what-is-teradata-vantage) - [How much does Teradata cost?](https://www.g2.com/discussions/how-much-does-teradata-cost) - [What is Sandbox in Teradata?](https://www.g2.com/discussions/what-is-sandbox-in-teradata) ### [Securiti](https://www.g2.com/products/securiti/reviews) Securiti is a software designed to enable the safe and governed use of data and generative AI through a centralized DataAI Command Center. The software provides unified data intelligence, security controls, and orchestration capabilities by leveraging a hybrid multicloud architecture that spans on-premises and cloud environments. It automates data security and privacy workflows and reduces compliance risk through integrated governance and policy enforcement across all data sources. Securiti addresses enterprise data trust challenges by centralizing visibility and control over data assets used to power AI, ensuring that data usage remains compliant with internal policies and external regulations. The software supports use cases including data security, privacy management, AI governance, and regulatory compliance for large global enterprises across computer software and retail industries. **Average Rating:** 4.6/5.0 **Total Reviews:** 110 #### How Do G2 Users Rate Securiti? - **Roles Management:** 9.0/10 (Category avg: 8.8/10) - **Data Discovery:** 9.1/10 (Category avg: 8.7/10) - **Compliance Management:** 9.2/10 (Category avg: 8.9/10) - **Ease of Use:** 8.6/10 (Category avg: 8.7/10) #### Who Is the Company Behind Securiti? - **Seller:** [Veeam](https://www.g2.com/sellers/veeam) - **Company Website:** www.veeam.com - **Year Founded:** 2006 - **HQ Location:** Kirkland, WA - **Twitter:** @veeam 51,541 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=646272071be15a290cbdd4111d9e0c5f0602e8e08def93b7c41f45cc526a2956&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fveeam-software%2F&secure%5Burl_type%5D=linkedin_company_website) 7,174 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Computer Software, Banking - **Company Size:** 58% Large, 21% Medium #### What Do G2 Reviewers Say About Securiti? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **ease of use** of Securiti, benefiting from its straightforward setup and intuitive interface. - Users commend the **professional and responsive customer support** of Securiti, enhancing their overall experience with the tool. - Users praise Securiti for its **user-friendly interface and innovative features** that streamline privacy management seamlessly. - Users value the **responsive and helpful support** from Securiti, enhancing collaboration and operational efficiency. - Users appreciate Securiti's **robust automation** for privacy tasks, enhancing efficiency and ensuring compliance effortlessly. ##### Cons - Users report that Securiti's **complexity** can lead to challenging configurations and a steep learning curve for effective use. - Users face a **steep learning curve** with Securiti, requiring significant training to navigate its complex features effectively. - Users find the **implementation issues** of Securiti time-consuming and complex, requiring significant expertise and coordination. - Users find the **complexity issues** of Securiti can complicate implementation and require significant expertise. - Users find the **learning difficulty** of Securiti frustrating, requiring extensive training to fully utilize its features. #### What Are Recent G2 Reviews of Securiti? **["Securiti.ai Delivers a True Control Center for Privacy, Governance & AI Risk"](https://www.g2.com/survey_responses/securiti-review-13128698)** **Rating:** 5.0/5.0 stars _— Chahat Raj K._ [Read full review](https://www.g2.com/survey_responses/securiti-review-13128698) **["Automated Sensitive Data Discovery and Classification Across Cloud and SaaS"](https://www.g2.com/survey_responses/securiti-review-13371356)** **Rating:** 5.0/5.0 stars _— Surya k._ [Read full review](https://www.g2.com/survey_responses/securiti-review-13371356) #### What Are G2 Users Discussing About Securiti? - [What are the examples of security software?](https://www.g2.com/discussions/what-are-the-examples-of-security-software) - [What security features mean?](https://www.g2.com/discussions/what-security-features-mean) - [What does a security software do?](https://www.g2.com/discussions/what-does-a-security-software-do) - [What are examples of security features?](https://www.g2.com/discussions/what-are-examples-of-security-features) ### [D&B Connect](https://www.g2.com/products/d-b-connect/reviews) D&B Connect (the next generation of D&B Optimizer) is an AI-driven Data Management Platform based on the D&B Cloud that provides businesses with customer data and market insights. With D&B Connect, users can collaborate on data management tasks, visualize, monitor, and benchmark data, as well as assess overall data health. Integrations with Master Data Management Platforms, Customer Data Platforms, and CRMs enable automated data updates and anomaly detection through the identity resolution engine. MAP integrations allow for the automation of cross-channel marketing tasks on social media, email, and websites. **Average Rating:** 4.1/5.0 **Total Reviews:** 131 #### How Do G2 Users Rate D&B Connect? - **Roles Management:** 8.8/10 (Category avg: 8.8/10) - **Data Discovery:** 8.5/10 (Category avg: 8.7/10) - **Compliance Management:** 8.1/10 (Category avg: 8.9/10) - **Ease of Use:** 8.5/10 (Category avg: 8.7/10) #### Who Is the Company Behind D&B Connect? - **Seller:** [Dun & Bradstreet](https://www.g2.com/sellers/dun-bradstreet) - **Company Website:** www.dnb.com - **HQ Location:** Short Hills, NJ - **Twitter:** @DunBradstreet 22,541 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=20afd0d2cd48d50cc271386179ca16404da5c8da48609b5c3528ba607428f128&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2385%2F&secure%5Burl_type%5D=linkedin_company_website) 5,747 employees on LinkedIn® - **Ownership:** NYSE: DNB #### Who Uses This Product? - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 44% Medium, 31% Small #### What Do G2 Reviewers Say About D&B Connect? _AI-generated summary from verified user reviews_ ##### Pros - Users find D&B Connect to be **very easy to use** , maximizing efficiency in data qualification and marketing research. - Users value the **data accuracy** of D&B Connect, enhancing their data quality efforts and supporting company growth. - Users value the **comprehensive data quality** features of D&B Connect, enhancing their data management efforts significantly. - Users value the **accuracy** of D&B Connect, enhancing credibility and supporting precise risk assessments in business operations. - Users value the **comprehensive B2B data coverage** of D&B Connect, enhancing their data management and insights collection. ##### Cons - Users find **limited functionality** in D&B Connect, struggling with credit tracking, contact matching, and data input controls. - Users report a challenging **learning curve** with D&B Connect, indicating the need for additional training to use effectively. - Users feel that D&B Connect is **expensive** , primarily benefiting larger enterprises while posing challenges for smaller businesses. - Users find **limited functionality** in D&B Connect, struggling with account creation and tracking of contact information. - Users are frustrated by the **outdated data** that delays updates and limits access to essential firmographic fields. #### What Are Recent G2 Reviews of D&B Connect? **["Seamless CRM Integration with Robust Data Enrichment"](https://www.g2.com/survey_responses/d-b-connect-review-12328160)** **Rating:** 4.5/5.0 stars _— Ramy A._ [Read full review](https://www.g2.com/survey_responses/d-b-connect-review-12328160) **["Flexibility to enable data governance and improve data quality for the business"](https://www.g2.com/survey_responses/d-b-connect-review-12212327)** **Rating:** 5.0/5.0 stars _— Avijit S._ [Read full review](https://www.g2.com/survey_responses/d-b-connect-review-12212327) #### What Are G2 Users Discussing About D&B Connect? - [What are the benefits of vitamin d3?](https://www.g2.com/discussions/what-are-the-benefits-of-vitamin-d3) - 1 upvote - [What happens when your vitamin D is low?](https://www.g2.com/discussions/what-happens-when-your-vitamin-d-is-low) - 1 upvote - [How do we get vitamin D?](https://www.g2.com/discussions/how-do-we-get-vitamin-d) - [What does vitamin D do?](https://www.g2.com/discussions/what-does-vitamin-d-do) ### [Twilio Segment](https://www.g2.com/products/twilio-segment/reviews) Twilio Segment is a software designed to provide companies with a customer data foundation that puts customers at the heart of every business decision. The software provides customer data collection, unification, and routing capabilities by leveraging a Customer Data Platform architecture that connects data across any system in real time. It automates customer data pipelines across marketing, product, and analytics tools and reduces data fragmentation by creating a single unified customer profile. Twilio Segment addresses the challenge of understanding customers across touchpoints by enabling companies to collect and activate consistent, real-time customer data wherever it is needed. The software supports use cases including real-time personalization, growth acceleration, and customer experience optimization for thousands of companies including Intuit, FOX, Instacart, and Levi's. **Average Rating:** 4.5/5.0 **Total Reviews:** 556 #### How Do G2 Users Rate Twilio Segment? - **Roles Management:** 8.4/10 (Category avg: 8.8/10) - **Data Discovery:** 8.5/10 (Category avg: 8.7/10) - **Compliance Management:** 8.9/10 (Category avg: 8.9/10) - **Ease of Use:** 8.7/10 (Category avg: 8.7/10) #### Who Is the Company Behind Twilio Segment? - **Seller:** [Twilio](https://www.g2.com/sellers/twilio) - **Year Founded:** 2008 - **HQ Location:** San Francisco, CA - **Twitter:** @twilio 81,644 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3c9f98055e4a813ded4435e17926040455f87f0f05caa8b1303fd97ab3681e53&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftwilio-inc-%2F&secure%5Burl_type%5D=linkedin_company_website) 6,678 employees on LinkedIn® - **Ownership:** NYSE: TWLO #### Who Uses This Product? - **Who Uses This:** Product Manager, Software Engineer - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 47% Medium, 42% Small #### What Do G2 Reviewers Say About Twilio Segment? _AI-generated summary from verified user reviews_ ##### Pros - Users find **easy integration** with various platforms in Twilio Segment to be incredibly efficient and hassle-free. - Users love the **easy integrations** with various platforms, enabling quick data flow without needing engineering support. - Users appreciate the **ease of use** of Twilio Segment, finding integration and setup straightforward and effective. - Users appreciate the **easy setup** of Twilio Segment, enabling efficient integration of multiple data sources. - Users appreciate the **seamless integration capabilities** of Twilio Segment, making data transfer effortless without needing engineering support. ##### Cons - Users find the **pricing of Twilio Segment to be prohibitively expensive** , which affects their overall satisfaction and recommendations. - Users express concerns about **pricing issues** , finding Twilio Segment's costs to be prohibitively high, affecting overall satisfaction. - Users face a **steep learning curve** for implementation, leading to costly mistakes and challenges for development teams. - Users struggle with **poor customer support** from Twilio Segment, leading to difficult implementation and dissatisfaction. - Users experience **poor interface design** issues with Segment, leading to implementation troubles and frustrating functionality challenges. #### What Are Recent G2 Reviews of Twilio Segment? **["Super Clean Interface for Easy Third-Party Script Management"](https://www.g2.com/survey_responses/twilio-segment-review-12470532)** **Rating:** 4.0/5.0 stars _— Tim C._ [Read full review](https://www.g2.com/survey_responses/twilio-segment-review-12470532) **["Rock-Solid Reliability, Great Integrations, and Excellent Support"](https://www.g2.com/survey_responses/twilio-segment-review-12156555)** **Rating:** 5.0/5.0 stars _— André F._ [Read full review](https://www.g2.com/survey_responses/twilio-segment-review-12156555) #### What Are G2 Users Discussing About Twilio Segment? - [What is Segment used for?](https://www.g2.com/discussions/segment-what-is-segment-used-for) - 1 comment - [Is segment an ETL tool?](https://www.g2.com/discussions/is-segment-an-etl-tool) - 1 comment - [What is segment used for?](https://www.g2.com/discussions/what-is-segment-used-for) - 1 comment - [What is segment platform?](https://www.g2.com/discussions/what-is-segment-platform) - [What is segment software?](https://www.g2.com/discussions/what-is-segment-software) - ‹ Prev ‹ Prev - 1 - [2](/categories/data-governance-tools?order=g2_score&page=2#product-list) - [3](/categories/data-governance-tools?order=g2_score&page=3#product-list) - [4](/categories/data-governance-tools?order=g2_score&page=4#product-list) - [5](/categories/data-governance-tools?order=g2_score&page=5#product-list) - … - [15](/categories/data-governance-tools?order=g2_score&page=15#product-list) - [16](/categories/data-governance-tools?order=g2_score&page=16#product-list) - [Next › Next ›](/categories/data-governance-tools?order=g2_score&page=2#product-list) Spotlight Categories [E-Signature Software](https://www.g2.com/categories/e-signature) [Influencer Marketing Platforms](https://www.g2.com/categories/influencer-marketing-platforms) [Demo Automation Software](https://www.g2.com/categories/demo-automation) [Data Observability Software](https://www.g2.com/categories/data-observability) [Application Performance Monitoring (APM) Tools](https://www.g2.com/categories/application-performance-monitoring-apm) Similar Categories - [Application Portfolio Management](/categories/application-portfolio-management) - [Auto Scaling](/categories/auto-scaling) - [Cloud Cost Management](/categories/cloud-cost-management) - [Cloud Management Platforms](/categories/cloud-management-platforms) - [Cloud Migration Assessment Tools](/categories/cloud-migration-assessment-tools) - [Columnar Databases](/categories/columnar-databases) - [Data as a Service (DaaS)](/categories/data-as-a-service-daas) - [Data Destruction](/categories/data-destruction) - [Data Extraction](/categories/data-extraction-tools) - [Data Observability](/categories/data-observability) - [Data Recovery](/categories/data-recovery) - [Digital Employee Experience (DEX) Management](/categories/digital-employee-experience-dex-management) - [Digital Experience Monitoring (DEM)](/categories/digital-experience-monitoring-dem) - [Digital Governance](/categories/digital-governance) - [Disk Cleanup](/categories/disk-cleanup) [Browse Data Governance Themes](/categories/data-governance-tools/themes) ![Shalaka Joshi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shalaka Joshi") SJ Researched and written by [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi) Updated April 9, 2026 Data governance software helps organizations manage and control their data assets by establishing policies, standards, and accountability measures that ensure data availability, usability, and integrity across the data lifecycle. These platforms assist with metadata management, data classification, and lineage tracking, enabling users to understand the origin, context, and relationships of their data. ### Core Capabilities of Data Governance Software To qualify for inclusion in the Data Governance category, a product must: - Aid in outlining and implementing governance strategies - Facilitate data lifecycle management using data access permissions, authentication, and authorization - Allow the enforcement of standards and compliance requirements - Provide recommendations to improve governance processes - Provide lineage capabilities to track data origin, transformation, and movement ### Common Use Cases for Data Governance Software Organizations use data governance tools to meet regulatory standards and improve data quality across the business. Common use cases include: - Enforcing data compliance and security policies - Cataloging and discovering relevant data sources across the organization - Improving employee efficiency through data quality control guidelines ### How Data Governance Software Differs from Other Tools While some [master data management (MDM) software](https://www.g2.com/categories/master-data-management-mdm) and [data quality software](https://www.g2.com/categories/data-quality) include governance features, they are not dedicated to that purpose. Data governance tools are purpose-built to enforce compliance requirements, manage data access permissions, and provide lineage capabilities at an organizational level. ### Insights from G2 on Data Governance Software Based on category trends on G2, data lineage tracking and policy enforcement stand out as the most valued capabilities. Compliance readiness stands out as a primary driver of adoption. Top Tools at a Glance | Product | Best for | User Review | | --- | --- | --- | | [![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_a6c205d533dba77b318af96d91beb2ac/databricks.jpeg "Product Avatar Image")](https://www.g2.com/products/databricks/reviews)[Databricks](https://www.g2.com/products/databricks/reviews)[4.6/5(1,361)](https://www.g2.com/products/databricks/reviews) | Unified lakehouse governance with lineage-tracked access control | "Databricks Streamlines ETL and Analytics with Scalable Notebooks" | | [![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_2b00e05c107c3273cea5264090c3c1d0/snowflake.jpg "Product Avatar Image")](https://www.g2.com/products/snowflake/reviews)[Snowflake](https://www.g2.com/products/snowflake/reviews)[4.5/5(765)](https://www.g2.com/products/snowflake/reviews) | Centralized data governance with compute-storage separation | "Snowflake Simplifies Data Management at Scale" | | [![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_24bb2b0b5af8e7d875ea09d767bcb097/ibm-watsonx-data.jpg "Product Avatar Image")](https://www.g2.com/products/ibm-watsonx-data/reviews)[IBM watsonx.data](https://www.g2.com/products/ibm-watsonx-data/reviews)[4.4/5(173)](https://www.g2.com/products/ibm-watsonx-data/reviews) | Federated data governance across hybrid lakehouse environments | "Flexible and Scalable Data Platform for Analytics and AI" | | [![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b6cbc0bd00dcee3f3c8e43ac23e8c7b7/egnyte.png "Product Avatar Image")](https://www.g2.com/products/egnyte/reviews)[Egnyte](https://www.g2.com/products/egnyte/reviews)[4.4/5(1,162)](https://www.g2.com/products/egnyte/reviews) | Hybrid cloud file governance with granular access controls | "Easy way to manage, Share and secure files With team collaboration" | | [![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_24bb2b0b5af8e7d875ea09d767bcb097/ibm-watsonx-governance.jpg "Product Avatar Image")](https://www.g2.com/products/ibm-watsonx-governance/reviews)[IBM watsonx.governance](https://www.g2.com/products/ibm-watsonx-governance/reviews)[4.3/5(80)](https://www.g2.com/products/ibm-watsonx-governance/reviews) | AI model compliance and lifecycle governance | "Centralized AI Governance with Robust Compliance Tools" | | [![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_8ef2fed795a3ce0717d8b4925583871c/domo.jpg "Product Avatar Image")](https://www.g2.com/products/domo/reviews)[Domo](https://www.g2.com/products/domo/reviews)[4.3/5(1,090)](https://www.g2.com/products/domo/reviews) | Governed self-serve analytics across multi-source data | "Domo Turns Disconnected Reports Into a Game-Changing Sales Scorecard" | | [![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_1a70cdd349865c820ee875c1e18cada7/data-360-formerly-salesforce-data-cloud.jpeg "Product Avatar Image")](https://www.g2.com/products/data-360-formerly-salesforce-data-cloud/reviews)[Data 360 (formerly Salesforce Data Cloud)](https://www.g2.com/products/data-360-formerly-salesforce-data-cloud/reviews)[4.3/5(319)](https://www.g2.com/products/data-360-formerly-salesforce-data-cloud/reviews) | Salesforce-native unified customer profile governance | "Unified, Real-Time Customer Profiles with Powerful Salesforce Integration" | | [![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_c3e4922bb6835a32854c1dead2cda2bb/sas-sas-viya.jpg "Product Avatar Image")](https://www.g2.com/products/sas-sas-viya/reviews)[SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews)[4.3/5(817)](https://www.g2.com/products/sas-sas-viya/reviews) | End-to-end model governance with regulatory defensibility | "Effective Data Analysis with SAS Viya" | | [![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_02a26f3eea4aa365556f3aa467a3e289/varonis-data-security-platform.png "Product Avatar Image")](https://www.g2.com/products/varonis-data-security-platform/reviews)[Varonis Data Security Platform](https://www.g2.com/products/varonis-data-security-platform/reviews)[4.6/5(88)](https://www.g2.com/products/varonis-data-security-platform/reviews) | Sensitive data discovery with automated access remediation | "Varonis Saves Months of Compliance Work with Powerful Keyword Search and Helpful Support" | | [![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_7caad66b1c86da9baaf50e4fe2e07639/sap-master-data-governance-mdg.png "Product Avatar Image")](https://www.g2.com/products/sap-master-data-governance-mdg/reviews)[SAP Master Data Governance...](https://www.g2.com/products/sap-master-data-governance-mdg/reviews)[4.4/5(283)](https://www.g2.com/products/sap-master-data-governance-mdg/reviews) | SAP-native master data governance with workflow-enforced quality | "Effortless Master Data Management, Some Integration Hurdles" | * * * Show More ### Data Governance Topics - [Data governance software buying insights at a glance](#data-governance-software-buying-insights-at-a-glance) - [Top 5 FAQs from software buyers](#top-5-faqs-from-software-buyers) - [What are the top-reviewed data governance tools on G2?](#what-are-the-top-reviewed-data-governance-tools-on-g2) - [What I Often See in Data Governance Tools](#what-i-often-see-in-data-governance-tools) - [My Expert Takeaway on Data Governance Tools in 2026](#my-expert-takeaway-on-data-governance-tools-in-2026) - [Data Governance Software FAQs](#data-governance-software-faqs) [ ### Data Governance Topics Expand/Collapse ](#) - [Data governance software buying insights at a glance](#data-governance-software-buying-insights-at-a-glance) - [Top 5 FAQs from software buyers](#top-5-faqs-from-software-buyers) - [What are the top-reviewed data governance tools on G2?](#what-are-the-top-reviewed-data-governance-tools-on-g2) - [What I Often See in Data Governance Tools](#what-i-often-see-in-data-governance-tools) - [My Expert Takeaway on Data Governance Tools in 2026](#my-expert-takeaway-on-data-governance-tools-in-2026) - [Data Governance Software FAQs](#data-governance-software-faqs) ## Learn More About Data Governance Tools ### Data governance software buying insights at a glance [Data governance tools](https://www.g2.com/categories/data-governance-tools) help organizations **define, manage, and control how data is accessed and used** across systems. These platforms provide capabilities such as metadata management, lineage tracking, policy enforcement, and access governance, enabling teams to trust the data powering analytics, AI initiatives, and business decisions. As companies generate and store more data across cloud warehouses, applications, and operational systems, data governance software has become critical for maintaining data reliability, compliance, and responsible data usage. Organizations typically adopt these tools to address fragmented data environments, unclear data ownership, and inconsistent definitions across departments. Review feedback frequently highlights benefits such as improved visibility into enterprise data, stronger control over sensitive information, and better collaboration between technical and business teams. Many companies also use data governance platforms to document lineage, enforce governance policies, and standardize data quality across analytics pipelines.  When evaluating the best data governance software, buyers often focus on usability, governance automation, metadata discovery, and integrations with modern data infrastructure. Pricing for these solutions varies based on deployment scale, number of connected data sources, and governance capabilities required. Most enterprise vendors offer custom pricing models, with costs influenced by data volume, governance modules, and user access. Advanced features such as automated lineage discovery, AI-driven governance insights, and cross-system policy enforcement may also impact pricing. ### Top 5 FAQs from software buyers - How do data governance tools help organizations track data lineage and ownership? - Which data governance platforms integrate best with modern [data warehouses](https://www.g2.com/categories/data-warehouse) and data lakes? - What capabilities should teams look for when evaluating the best data governance software? - How difficult is it to implement data governance software across multiple business systems? - What security and compliance features do leading data governance solutions provide? G2’s top-rated data governance software, based on verified reviews, includes [Databricks](https://www.g2.com/products/databricks/reviews), [Domo](https://www.g2.com/products/domo/reviews), [Egnyte](https://www.g2.com/products/egnyte/reviews), [SAP Master Data Governance (MDG)](https://www.g2.com/products/sap-master-data-governance-mdg/reviews), and [IBM watsonx.data](https://www.g2.com/products/ibm-watsonx-data/reviews). ### What are the top-reviewed data governance tools on G2? [Databricks](https://www.g2.com/products/databricks/reviews) - Number of Reviews: 423 - Satisfaction: 100 - Market Presence: 97 - G2 Score: 98 [Domo](https://www.g2.com/products/domo/reviews) - Number of Reviews: 680 - Satisfaction: 96 - Market Presence: 83 - G2 Score: 89 [Egnyte](https://www.g2.com/products/egnyte/reviews) - Number of Reviews: 358 - Satisfaction: 91 - Market Presence: 73 - G2 Score: 82 [SAP Master Data Governance (MDG)](https://www.g2.com/products/sap-master-data-governance-mdg/reviews) - Number of Reviews: 166 - Satisfaction: 61 - Market Presence: 88 - G2 Score: 74 [IBM watsonx.data](https://www.g2.com/products/ibm-watsonx-data/reviews) - Number of Reviews: 72 - Satisfaction: 49 - Market Presence: 99 - G2 Score: 74 **Satisfaction** reflects user-reported ratings, including ease of use, support, and feature fit. ([Source 2](https://www.g2.com/reports)) **Market Presence** scores combine review and external signals that indicate market momentum and footprint. ([Source 2](https://www.g2.com/reports)) **G2 Score** is a weighted composite of Satisfaction and Market Presence. ([Source 2](https://www.g2.com/reports)) Learn how G2 scores products. ([Source 1](https://documentation.g2.com/docs/research-scoring-methodologies?_gl=1*5vlk6s*_gcl_au*MTAwMzU5MzUxLjE3NjM0MTg0NzYuNjY0NTIxMTY0LjE3NjQ2MTc0NzcuMTc2NDYxNzQ3Nw..*_ga*NzY1MDU0NjE3LjE3NjM0NzQ3ODM.*_ga_MFZ5NDXZ5F*czE3NjYwODk1MTMkbzY3JGcxJHQxNzY2MDkyMjQyJGo1NyRsMCRoMA..)) ### What I Often See in Data Governance Tools #### Feedback Pros: What Users Consistently Appreciate • **Centralized metadata catalog improves enterprise-wide data discovery and visibility** **_“_** _I use IBM watsonx.data primarily for training my AI models, and it significantly aids me in my learning purposes. The standout feature for me is its reliability, which provides governed, high-performance, and consistent access to data across hybrid environments. The platform's ability to use open formats along with robust metadata management is a huge advantage. I appreciate that I can access data from anywhere in a very hassle-free manner, which solves a common problem for me because, in my experience, similar models tend to require a lot of information, making them ultimately unusable. These aspects make IBM watsonx.data an excellent tool for my requirements.”_ - [IBM watsonx.data review](https://www.g2.com/products/ibm-watsonx-data/reviews/ibm-watsonx-data-review-11961573), Aman K. • **Granular access controls strengthen governance over sensitive enterprise datasets** _“Egnyte is a powerful and versatile platform for secure file storage, sharing, and collaboration. Its hybrid cloud capabilities make it especially valuable for organizations with both on-premise and remote work needs, allowing seamless access to files without sacrificing speed or security. The interface is clean and intuitive, making it easy for end users to navigate, while IT teams benefit from granular permission controls, robust auditing, and strong compliance features (HIPAA, GDPR, etc.)._ _Performance is strong for both local and remote access, and integration with Microsoft 365, Google Workspace, and other third-party apps is smooth. Mobile access is also reliable, enabling productivity on the go.”_ - [Egnyte review](https://www.g2.com/products/egnyte/reviews/egnyte-review-11539262), Kevin H. • **Automated lineage tracking improves transparency across complex data pipelines** _“This is an end-to-end platform that begins with flexible onboarding of data from multiple sources, followed by processing through a medallion architecture. The Unity Catalog is used for governance, cataloging, and tracking data lineage. Databricks SQL serves as the endpoint for use cases such as business intelligence, as well as downstream integration through API endpoints.”_ - [Databricks review](https://www.g2.com/products/databricks/reviews/databricks-review-12188497), Awadhesh P. #### Cons: Where Many Platforms Fall Short • **Initial implementation requires coordination across multiple technical teams** _“The initial setup and learning curve could be improved. There are a lot of concepts that teams need to understand upfront, and the onboarding is configuration-heavy. Setting up workflows, defining roles, and mapping the stages need some effort and research. It's not a plug-and-play kind of system.”_ - [IBM watsonx.governance review](https://www.g2.com/products/ibm-watsonx-governance/reviews/ibm-watsonx-governance-review-12095595) Vineet B.  • **User interface complexity when navigating advanced governance features** _“While SAP MDG is powerful, its initial configuration and customization can be complex and time-consuming, especially for organizations with unique data models or non-standard processes. The user interface, although improving, can still feel less intuitive compared to modern low-code tools, which sometimes slows down adoption for business users. That said, once the framework is set up, the benefits in data quality and governance outweigh the learning curve.”_ - [SAP Master Data Governance (MDG) review](https://www.g2.com/products/sap-master-data-governance-mdg/reviews/sap-master-data-governance-mdg-review-11530171), Guillaume H. • **Customization limitations when adapting governance frameworks to unique workflows** _“The one aspect of Domo that I find could use improvement is the out-of-the-box visualizations. While they are good, they tend to be a bit basic in terms of their default configurations. Unlike Power BI, which offers highly customizable visualizations, Domo's default options don't always allow for fine-tuning to the extent I desire. Although creating custom visualizations is possible, it often requires coding, which demands time and effort I'm reluctant to spend. Additionally, I wish there were more robust security around app pages in Domo. This feature is relatively new in Domo, and while I expect it to improve over time, currently it lacks some security measures I'd prefer.”_ - [Domo review](https://www.g2.com/products/domo/reviews/domo-review-11990877), Zac P. ### My Expert Takeaway on Data Governance Tools in 2026 Based on the G2 review dataset, data governance tools show strong overall satisfaction signals, with an **average rating of 4.44/5 across 294 reviews and 49 products**. Reviewers consistently highlight strong performance across areas such as feature fit, usability, support quality, and overall recommendation intent. This pattern suggests that teams often realize value once governance workflows and data connections are fully established. Where I saw differences emerge is in how governance is operationalized. High-performing teams tend to treat governance platforms as active systems for managing data ownership, lineage, and policy enforcement rather than static documentation layers. Clear stewardship roles, standardized data definitions, and close integration with analytics pipelines typically lead to higher adoption and stronger trust in enterprise data. I also noticed that adoption is particularly strong in data-intensive sectors such as **information technology and services, financial services, and computer software** , where reliable and well-governed data directly affects reporting accuracy, compliance readiness, and operational decision-making. If you are evaluating governance software, three factors tend to matter most: how clearly the platform surfaces lineage and ownership, how easily policies can be enforced across existing infrastructure, and whether business users can confidently discover and understand governed datasets. Organizations that prioritize these elements usually extract the greatest long-term value. ### Data Governance Software FAQs #### What are the top-rated data governance platforms for regulated industries? Regulated industries such as financial services, healthcare, and government require data governance platforms that support policy enforcement, audit trails, and compliance reporting. Top-rated data governance platforms used in regulated environments include: - [Collibra](https://www.g2.com/products/collibra/reviews): Helps organizations enforce governance policies, track lineage, and maintain audit-ready data documentation across enterprise systems. - [Informatica Cloud Data Governance and Catalog](https://www.g2.com/products/informatica-cloud-data-governance-and-catalog/reviews): Provides automated metadata discovery, data quality monitoring, and governance controls for regulated data environments. - [IBM watsonx.governance](https://www.g2.com/products/ibm-watsonx-governance/reviews): Supports governance for both data and AI models, helping organizations manage compliance and monitor data usage. These platforms are commonly chosen for their ability to support compliance frameworks, maintain data lineage, and centralize governance policies. #### Which data governance tool has the best observability? Data governance observability refers to visibility into data lineage, ownership, and how data flows across systems and pipelines. Tools often used for governance observability include: - [DataGalaxy](https://www.g2.com/products/datagalaxy/reviews): Provides visual data lineage and knowledge graphs to help organizations understand relationships between datasets. - [Collibra](https://www.g2.com/products/collibra/reviews): Offers impact analysis and lineage tracking, helping teams monitor how data moves through enterprise systems. - [IBM watsonx.governance](https://www.g2.com/products/ibm-watsonx-governance/reviews): Enables organizations to monitor governance policies across data and AI models. These platforms help teams track data flows, monitor governance policies, and detect governance gaps. #### Which data governance platform is easiest to implement? Ease of implementation usually depends on how quickly a platform connects to existing data systems and how intuitive governance workflows are. Platforms commonly recognized for faster adoption include: - [DataGalaxy](https://www.g2.com/products/datagalaxy/reviews): Known for collaborative governance and visual data mapping, allowing teams to document data assets quickly. - [Alation](https://www.g2.com/products/alation/reviews): Supports automated metadata ingestion and guided catalog setup, helping teams launch governance programs faster. - [Egnyte](https://www.g2.com/products/egnyte/reviews): Combines data governance and content governance, making it easier to enforce access policies across file systems. Organizations often see faster adoption when governance tools integrate directly with data warehouses, BI platforms, and analytics pipelines. #### What are the best platforms for centralized data governance policies? Centralized governance platforms allow organizations to define policies once and enforce them across multiple data systems. Leading platforms for centralized governance include: - [Collibra](https://www.g2.com/products/collibra/reviews): Provides centralized governance frameworks, stewardship workflows, and policy management. - [Informatica Cloud Data Governance & Catalog](https://www.g2.com/products/informatica-cloud-data-governance-and-catalog/reviews): Enables organizations to manage governance policies, data ownership, and compliance controls from a central platform. - [IBM watsonx.governance](https://www.g2.com/products/ibm-watsonx-governance/reviews): Supports centralized governance for data and AI policies across enterprise analytics environments. These tools help organizations standardize governance rules and maintain consistent policies across business systems. #### Which platform offers AI-driven data governance recommendations? AI-driven governance platforms analyze metadata and usage patterns to automatically classify data, detect risks, and recommend governance policies. Examples include: - [IBM watsonx.governance](https://www.g2.com/products/ibm-watsonx-governance/reviews): Uses AI to monitor data usage, manage AI model governance, and recommend responsible AI controls. - [Informatica Cloud Data Governance & Catalog](https://www.g2.com/products/informatica-cloud-data-governance-and-catalog/reviews): Provides AI-powered metadata discovery and automated data classification. - [Collibra](https://www.g2.com/products/collibra/reviews): Offers intelligent metadata analysis to identify governance gaps and recommend stewardship actions. These capabilities help organizations scale governance programs while reducing manual policy management. #### Sources - [G2 Scoring Methodologies](https://documentation.g2.com/docs/research-scoring-methodologies?_gl=1*5ky9es*_gcl_au*MTY2NDg2MDY3Ny4xNzU1MDQxMDU4*_ga*MTMwMTMzNzE1MS4xNzQ5MjMyMzg1*_ga_MFZ5NDXZ5F*czE3NTUwOTkzMjgkbzQkZzEkdDE3NTUwOTk3NzYkajU3JGwwJGgw) - [G2 Winter 2026 Reports](https://company.g2.com/news/g2-winter-2026-reports) **Researched By:** [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi) **Last updated on:** March 12, 2026 ## Frequently asked questions about Data Governance Tools ### How do Data Governance solutions facilitate collaboration across departments? Data Governance solutions enhance collaboration across departments by providing centralized data management, ensuring compliance, and facilitating data sharing. Features such as role-based access control and data lineage tracking enable teams to work together efficiently while maintaining data integrity. Products like Collibra, Alation, and Informatica offer tools that promote transparency and accountability, allowing different departments to align their data strategies and make informed decisions collaboratively. User reviews highlight the importance of these features in breaking down silos and fostering a culture of data-driven collaboration. ### What are the best practices for implementing Data Governance in my organization? To implement effective Data Governance, organizations should establish clear policies and procedures, ensure stakeholder engagement, and utilize robust tools. Key practices include defining data ownership, conducting regular audits, and providing training for staff. Tools like Collibra, Alation, and Informatica are highly rated for their user-friendly interfaces and comprehensive features, facilitating better data management and compliance. Regularly reviewing and updating governance frameworks based on user feedback can enhance effectiveness and adaptability. ### How can I measure the ROI of a Data Governance initiative? To measure the ROI of a Data Governance initiative, focus on quantifiable metrics such as reduced data-related errors, improved compliance rates, and enhanced decision-making speed. Users report that effective data governance tools like Collibra, Informatica, and Alation lead to significant cost savings by minimizing data breaches and optimizing data usage. For instance, organizations using these tools often cite a reduction in time spent on data management tasks, translating to increased productivity and financial gains. Additionally, tracking user satisfaction and operational efficiency improvements can provide further insights into ROI. ### What are the differences in deployment options for Data Governance solutions? Data Governance solutions typically offer various deployment options, including cloud-based, on-premises, and hybrid models. For instance, products like Collibra and Informatica are predominantly cloud-based, providing flexibility and scalability, while others like Alation and IBM Watson offer robust on-premises solutions for organizations with strict data control requirements. Additionally, some vendors, such as Talend, support hybrid deployments, allowing businesses to leverage both cloud and on-premises resources. This variety enables organizations to choose a deployment strategy that aligns with their specific compliance, security, and operational needs. ### How do Data Governance tools ensure data quality and accuracy? Data Governance tools ensure data quality and accuracy through features like automated data profiling, which identifies inconsistencies and errors, and data lineage tracking, which provides visibility into data sources and transformations. Tools such as Collibra, Alation, and Informatica are noted for their robust data quality management capabilities, with users highlighting their effectiveness in maintaining data integrity and compliance. Additionally, user reviews emphasize the importance of collaboration features that facilitate communication among stakeholders, ensuring that data definitions and standards are consistently applied across the organization. ### What level of user support can I expect from Data Governance vendors? User support levels from Data Governance vendors vary significantly. For instance, Informatica and Collibra receive high ratings for customer support, with users frequently praising their responsiveness and expertise. Alation also stands out for its robust onboarding assistance and ongoing support. Conversely, some users report mixed experiences with Talend, indicating that while the product is strong, support can be inconsistent. Overall, expect a range of support experiences, with many vendors offering dedicated resources and training to enhance user satisfaction. ### How do I assess the scalability of a Data Governance platform? To assess the scalability of a Data Governance platform, consider user feedback on performance under increased data loads and user counts. Look for features like automated data lineage, role-based access controls, and integration capabilities with existing systems. Platforms such as Collibra, Informatica, and Alation are noted for their robust scalability features, with users highlighting their ability to handle large datasets and complex governance requirements effectively. Additionally, check for customer reviews that mention ease of scaling operations and support for multi-cloud environments. ### What are common use cases for implementing Data Governance in an organization? Common use cases for implementing Data Governance in an organization include ensuring data quality and integrity, facilitating compliance with regulations, managing data privacy and security, and enabling better decision-making through reliable data access. Organizations often utilize tools like Collibra, Informatica, and Alation to establish frameworks that support these objectives, with users highlighting features such as data lineage tracking, policy enforcement, and collaborative data stewardship as critical for successful governance initiatives. ### How can Data Governance solutions integrate with existing data management systems? Data Governance solutions can integrate with existing data management systems through APIs, data connectors, and built-in compatibility features. For instance, products like Collibra and Informatica offer robust integration capabilities, allowing seamless data flow and governance across platforms. Users frequently highlight the ease of integration with tools like Microsoft Azure and AWS, enhancing data visibility and compliance. Additionally, solutions such as Alation and Talend emphasize their ability to work alongside existing data architectures, ensuring that governance processes align with current data management practices. ### What is the typical pricing structure for Data Governance software? The typical pricing structure for Data Governance software varies significantly, with most vendors offering subscription-based models. For instance, products like Collibra and Informatica often start around $10,000 annually for basic packages, while larger enterprises may pay upwards of $100,000 depending on features and user count. Other solutions, such as Alation and Talend, also follow similar pricing tiers, with costs influenced by deployment options and additional services. Overall, organizations should expect to invest between $5,000 to over $100,000 annually based on their specific needs and scale. ### How do Data Governance tools handle compliance with regulations like GDPR? Data Governance tools typically handle compliance with regulations like GDPR by offering features such as data discovery, classification, and lineage tracking. For instance, products like Collibra and Informatica provide robust data cataloging capabilities that help organizations identify and manage personal data effectively. Additionally, tools like Alation and Talend emphasize automated compliance reporting and audit trails, which are crucial for demonstrating adherence to GDPR requirements. User reviews highlight the importance of these features in ensuring data privacy and regulatory compliance. ### What are the key features to look for in a Data Governance solution? Key features to look for in a Data Governance solution include data cataloging, which helps in organizing and managing data assets; data quality management to ensure accuracy and reliability; compliance tracking for regulatory adherence; and role-based access controls to secure sensitive information. Additionally, look for automated workflows for data stewardship and lineage tracking to understand data flow and transformations. User reviews highlight the importance of user-friendly interfaces and integration capabilities with existing systems as critical factors for effective implementation.