# Best Enterprise Data Governance Tools

## How Many Data Governance Tools Products Does G2 Track?

**Total Products under this Category:** 213

### Category Stats (Aug 2026)

- **Average Rating:** 4.45/5 (↑0.01 vs Jul 2026) 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 03, 2026_

## How Does G2 Rank Data Governance Tools Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 12,100+ Authentic Reviews
- 213+ 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=108767&focus%5B%5D=1308796&focus%5B%5D=109588&focus%5B%5D=116064&focus%5B%5D=444&focus%5B%5D=604)

Highlighted products: Databricks, Snowflake, Varonis Data Security Platform, IBM watsonx.data, AvePoint Confidence Platform, Securiti, D&B Connect, and Domo.

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=varonis-data-security-platform&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=avepoint-confidence-platform&focus%5B%5D=securiti&focus%5B%5D=d-b-connect&focus%5B%5D=domo&segment=enterprise)

**Sponsored**

### CampaignTrackly

CampaignTrackly helps marketing teams eliminate broken UTM tracking, inconsistent campaign naming, and misclassified traffic before it corrupts analytics and reporting. Instead of manually building campaign URLs in spreadsheets or ad-hoc tools, CampaignTrackly automates campaign metadata governance so every link is standardized, compliant, and analytics-ready. This ensures accurate attribution across platforms like Google Analytics 4 and Adobe Analytics. Why Teams Choose CampaignTrackly 1. Eliminate Broken Campaign Tracking Most marketing teams rely on spreadsheets or manual UTM builders, which leads to inconsistent naming, missing parameters, and misclassified traffic. CampaignTrackly enforces tagging rules automatically so every campaign link follows the same standard. 2. Build Campaign Links in Seconds Generate fully compliant campaign links instantly using templates, presets, and automated tag generation—saving hours of manual work. 3. Centralize Campaign Assets in One Platform CampaignTrackly combines UTM builders, short links, QR codes, templates, tag libraries, and campaign governance in one workspace. 4. Improve Data Integrity Across GA4 and Adobe Campaign metadata is standardized before it reaches analytics platforms, improving attribution accuracy and reporting reliability. 5. Automate Campaign Workflows CampaignTrackly integrates with marketing tools and APIs so campaign data flows automatically across platforms. What Makes CampaignTrackly Different Most tools generate campaign links. CampaignTrackly governs campaign metadata. Instead of simply creating URLs, the platform enforces campaign standards and ensures metadata consistency across marketing channels. Integrations & Automation CampaignTrackly connects with 100+ marketing, analytics, and productivity platforms through its automation integration layer, allowing campaign metadata to flow automatically across tools. This enables marketing teams to eliminate manual copying of UTM parameters and destination URLs between platforms and to automate campaign tracking workflows. Examples include integrations with: • Salesforce • WorkFront • Marketo • Google Analytics 4 • other project management and marketing workflow platforms Free GA4 Campaign Data Integrity Audit CampaignTrackly’s GA4 Integrity Audit analyzes your campaign metadata and exposes hidden attribution risks that most teams do not realize exist. In seconds, the system scans campaign traffic patterns, tagging structures, and parameter usage to surface issues that typically take analysts days to discover manually. The audit provides: • A complete visibility report of campaign tagging issues across your GA4 data • Identification of missing, inconsistent, or invalid campaign parameters • Detection of misclassified paid traffic and attribution distortions • Discovery of duplicate or fragmented campaign naming structures • Analysis of source and medium taxonomy inconsistencies • An overall Campaign Metadata Integrity Score Beyond identifying problems, the audit generates clear, actionable recommendations so teams know exactly what needs to be fixed and how to correct it. Run the audit here: https://www.campaigntrackly.com/run-a-free-marketing-data-integrity-audit/

[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=2026-08-04T13%3A13%3A39Z&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=19970&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%2Fenterprise%3Fopen_modal_url%3D%252Fproducts%252Filum-ilum%252Fwishlists%253Fhost_path%253D%25252Fcategories%25252Fdata-governance-tools%25252Fenterprise%2526source%253Dcategory&secure%5Btoken%5D=fb2d0bfa5f78eb753790de09878de2a5442a8de857f2a1dc94952ea2f6e27102&secure%5Burl%5D=https%3A%2F%2Fwww.campaigntrackly.com&secure%5Burl_type%5D=company_website)

### [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:** 1,328

#### 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 praise the **ease of use** and **comprehensive features** of Databricks for data warehousing and ML applications.
- Users praise the **ease of use** of Databricks, enhancing their experience with intuitive interfaces and reliable services.
- Users appreciate the **seamless integrations** of Databricks with AWS and other tools, enhancing daily operations and efficiency.
- Users value the **seamless collaboration** offered by Databricks, enhancing teamwork on data projects with real-time insights.
- Users praise the **integrated analytical features** of Databricks, enhancing collaborative data processing and insight visualization.

##### Cons

- Users note a **steep learning curve** initially, with confusing permissions and compute modes affecting usability.
- Users note that the **costs can be quite high** for utilizing Databricks effectively, especially for large data projects.
- Users find a **steep learning curve** with Databricks, especially challenging for newcomers to big data tools.
- Users find the **complexity** of Databricks challenging, especially for smaller teams and initial setup processes.
- Users face **complex setup** challenges initially, though support helps simplify the experience over time.

#### What Are Recent G2 Reviews of Databricks?

**["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)

**["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)

#### 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, 2 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:** 712

#### 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, 43% Large

#### What Do G2 Reviewers Say About Snowflake?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Snowflake, finding it fast and effective for data sharing and analytics.
- Users value the **reliable features** of Snowflake, enjoying its intuitive interface and seamless data integration for analytics.
- Users find Snowflake's **data management capabilities** excellent for efficiently aggregating and querying across multiple datasets.
- Users admire the **seamless scalability** of Snowflake, effortlessly accommodating work demands and ensuring optimal performance.
- Users appreciate the **fast data analysis** of Snowflake, enabling quick insights without infrastructure worries.

##### Cons

- Users find Snowflake's **high costs** burdensome, especially for small businesses with limited budgets.
- Users find **feature limitations** in Snowflake, such as lack of code blocks and challenge in permissions management.
- Users find that **cost management** requires discipline, as unexpected charges can accumulate quickly without careful monitoring.
- Users find the **cost structure difficult to optimize** , leading to unexpectedly high initial expenses during implementation.
- Users find Snowflake's **limited features** in dynamic scripts and monitoring hinder flexibility and usability.

#### What Are Recent G2 Reviews of Snowflake?

**["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)

**["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)

#### 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:** 166

#### How Do G2 Users Rate IBM watsonx.data?

- **Roles Management:** 9.0/10 (Category avg: 8.8/10)
- **Data Discovery:** 8.8/10 (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:** Information Technology and Services, Computer Software
- **Company Size:** 33% 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 tasks.
- Users value the **organized data integration** and intuitive interface of IBM watsonx.data, enhancing efficiency and analytics.
- Users value the **organized and efficient data management** of IBM watsonx.data, enhancing analytics and reporting tasks seamlessly.
- Users value the **seamless data source integration** in IBM watsonx.data, enhancing flexibility and efficiency for diverse projects.
- Users value the **ability to unify data across hybrid environments** , enhancing flexibility and driving informed decision-making.

##### Cons

- Users find the **learning curve steep** , making initial setup and navigation challenging for newcomers to IBM watsonx.data.
- Users find the **complexity** of setting up IBM watsonx.data a barrier, especially for newcomers to IBM technologies.
- Users find the **pricing steep** for IBM watsonx.data, making it less accessible for smaller businesses and projects.
- Users find the **difficult setup** of IBM watsonx.data time-consuming, with a steep learning curve and complex configurations.
- Users find IBM watsonx.data **difficult to navigate** , especially for beginners and those unfamiliar with AI and data analytics.

#### What Are Recent G2 Reviews of IBM watsonx.data?

**["Powerful Query Performance and Governance, But a Steep Onboarding Learning Curve"](https://www.g2.com/survey_responses/ibm-watsonx-data-review-12836202)**

**Rating:** 4.0/5.0 stars

_— Arkajit D._

[Read full review](https://www.g2.com/survey_responses/ibm-watsonx-data-review-12836202)

**["Unified Data Management with Learning Curve"](https://www.g2.com/survey_responses/ibm-watsonx-data-review-12817742)**

**Rating:** 5.0/5.0 stars

_— Anchal P._

[Read full review](https://www.g2.com/survey_responses/ibm-watsonx-data-review-12817742)

### [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 into sensitive data** , enhancing proactive alerts and improving overall cybersecurity.
- Users value the **robust data protection** and clear visibility into sensitive data that Varonis provides.
- Users value the **complete visibility into sensitive data** , enabling proactive alerts and enhanced overall cybersecurity.
- Users appreciate the **complete visibility and robust data protection** offered by Varonis, enhancing cybersecurity and compliance.
- Users find the **user-friendly management features** of Varonis Data Security Platform enhance their overall cybersecurity experience.

##### Cons

- Users note the **complexity of implementation** in Varonis, which may overwhelm teams lacking dedicated IT resources.
- Users find the **learning curve steep** , making initial setup and feature mastery a challenging experience.
- Users find the **learning difficulty** of Varonis challenging, as it requires time to understand its many features.
- Users note the **high cost** of Varonis Data Security Platform can be prohibitive for smaller organizations.
- Users find the **initial setup complex** , often requiring significant time and resources to fully implement Varonis.

#### What Are Recent G2 Reviews of Varonis Data Security Platform?

**["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)

**["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)

#### 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)

### [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:** 122

#### 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)  
2,662 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 40% Medium, 28% 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 a significant advantage for implementation and management.
- Users appreciate the **ease of use** and comprehensive backup solutions provided by AvePoint Confidence Platform.
- Users value the **flexible backup frequency** options of AvePoint Confidence Platform, ensuring worry-free data protection.
- Users value the **robust security and data protection** features of AvePoint Confidence Platform for comprehensive SaaS management.
- Users appreciate the **easy setup** of AvePoint Confidence Platform, facilitating a smooth implementation and management experience.

##### Cons

- Users note the **high costs** associated with the AvePoint Confidence Platform, which can become burdensome over time.
- Users experience **backup issues** with inconsistent data restoration and completion errors, causing frustration and inefficiency.
- Users express frustration with **poor customer support** , citing unresponsive service and issues with backup data consistency.
- Users experience **slow performance** , particularly with data retrieval speed, making it challenging for new IT staff.
- Users report **technical issues** with backup notifications and restore processes, complicating management and causing frustration.

#### What Are Recent G2 Reviews of AvePoint Confidence Platform?

**["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)

**["AvePoint’s Unified Ecosystem for Cloud Security, Compliance, and Governance"](https://www.g2.com/survey_responses/avepoint-confidence-platform-review-13114045)**

**Rating:** 5.0/5.0 stars

_— Verified User in Hospital & Health Care_

[Read full review](https://www.g2.com/survey_responses/avepoint-confidence-platform-review-13114045)

#### 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

### [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:** 100

#### 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:** 62% Large, 17% Medium

#### What Do G2 Reviewers Say About Securiti?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Securiti to be **easy to set up and manage** , enhancing their overall experience with the tool.
- Users commend the **professional and responsive customer support** provided by Securiti, enhancing their overall experience.
- Users appreciate the **robust features** of Securiti, especially for data management and privacy governance support.
- Users value Securiti for its **robust automation** in privacy tasks and exceptional customer support, enhancing compliance efforts.
- Users find Securiti's **robust automation for privacy tasks** significantly improves efficiency and compliance management.

##### Cons

- Users find the **complexity** of Securiti's configuration and workflows challenging, requiring extensive training and expertise.
- Users find the **learning curve challenging** , as mastering the extensive features requires significant time and training.
- Users face **difficulties with implementation and integration** , including quick screen timeout and challenges with bulk import.
- Users find the **complexity issues** of Securiti challenging, especially due to the steep learning curve of its features.
- Users experience a **significant learning difficulty** with Securiti due to its complex features and workflows.

#### 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)

**["Robust Data Security Simplified with Securiti"](https://www.g2.com/survey_responses/securiti-review-13202441)**

**Rating:** 5.0/5.0 stars

_— Viral S._

[Read full review](https://www.g2.com/survey_responses/securiti-review-13202441)

#### 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)

### [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:** 73

#### 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:** 34% Large, 26% Small

#### What Do G2 Reviewers Say About IBM watsonx.governance?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **automated compliance tools** of IBM watsonx.governance, streamlining governance and ensuring audit-ready documentation effortlessly.
- Users find IBM watsonx.governance to be **easy to use** , streamlining governance and reducing manual efforts in AI management.
- Users value the **comprehensive toolkit for responsible AI governance** offered by IBM watsonx.governance, enhancing transparency and compliance.
- Users appreciate the **AI Governance & Trust capabilities** of IBM watsonx.governance, ensuring ethical and reliable AI deployment.
- Users appreciate the **customizable automated workflows** of IBM watsonx.governance, significantly reducing manual efforts and enhancing compliance.

##### Cons

- Users find the **setup difficulty** daunting and time-consuming, particularly when integrating with existing tools and workflows.
- Users find IBM watsonx.governance to be **expensive** , making it a tough choice for smaller businesses.
- Users find the **integration issues** with IBM watsonx.governance challenging, especially when connecting with non-IBM ecosystems.
- Users find the **learning curve challenging** , particularly for new users, impacting their initial experience with the platform.
- Users face **complex implementation challenges** due to heavy setup, integration issues, and reliance on IBM systems.

#### What Are Recent G2 Reviews of IBM watsonx.governance?

**["Enterprise AI Governance with Strong IBM Integration and Compliance Focus"](https://www.g2.com/survey_responses/ibm-watsonx-governance-review-12848378)**

**Rating:** 4.5/5.0 stars

_— Ricardo M._

[Read full review](https://www.g2.com/survey_responses/ibm-watsonx-governance-review-12848378)

**["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)

### [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 appreciate the **ease of use** of D&B Connect, enjoying seamless integration and simplified data management.
- Users find the **data accuracy** of D&B Connect essential for enhancing growth and streamlining CRM integration.
- Users value the **extensive data quality** in D&B Connect, enhancing record mapping and enriching CRM systems effectively.
- Users appreciate the **easy setup** of D&B Connect, facilitating seamless integration and efficient data enrichment.
- Users value the **accuracy** of D&B Connect, enhancing data insights and supporting compliance and growth effectively.

##### Cons

- Users find **limited control and tracking** over data usage in D&B Connect, leading to confusion and inefficiencies.
- Users find D&B Connect **expensive** , limiting access for smaller businesses due to high pricing tiers and data coverage disparities.
- Users face a challenging **learning curve** with D&B Connect, making it difficult to utilize the tool effectively.
- Users find **limited functionality** in D&B Connect, facing challenges with account creation and contact matching processes.
- Users are frustrated by **missing features** in D&B Connect, such as incomplete data and slow reporting capabilities.

#### What Are Recent G2 Reviews of D&B Connect?

**["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)

**["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)

#### 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)

### [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:** 1,038

#### 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)  
1,299 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Analyst, Business Analyst
- **Top Industries:** Computer Software, Marketing and Advertising
- **Company Size:** 49% Medium, 28% Large

#### What Do G2 Reviewers Say About Domo?

_AI-generated summary from verified user reviews_

##### Pros

- Users value Domo's **ease of use** , making it accessible for all, even those who aren't tech-savvy.
- Users value the **flexible dashboards** in Domo, allowing seamless data visualization from various sources.
- Users find Domo's **intuitive design** enhances data handling and decision-making, making it accessible for all skill levels.
- Users praise Domo for its **easy integrations** , enabling seamless data connections and enhancing data management efficiency.
- Users value the **seamless integration** capabilities of Domo, enhancing data management across various platforms and sources.

##### Cons

- Users find the **learning curve challenging** with Domo, often requiring dedicated resources to manage updates and functionalities.
- Users struggle with **missing features** in Domo, including outdated systems and limited capabilities in visualizations and connectors.
- Users are frustrated by **data management issues** , including upload adjustments and poor organization of datasets in Domo.
- Users find Domo to be **expensive** due to high costs associated with features and external consulting needs.
- Users find Domo's **complexity** overwhelming, requiring technical expertise and extensive setup that complicate the user experience.

#### What Are Recent G2 Reviews of Domo?

**["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)

**["Fast, Reliable Dashboarding with Quick Data Connections in Domo"](https://www.g2.com/survey_responses/domo-review-13150907)**

**Rating:** 4.5/5.0 stars

_— Katie S._

[Read full review](https://www.g2.com/survey_responses/domo-review-13150907)

#### 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)

### [Atlan](https://www.g2.com/products/atlan/reviews)

Atlan is the context layer for enterprise AI. It continuously reads your warehouses, databases, pipelines, BI tools, and business systems to reverse construct an enterprise data graph that captures assets, lineage, entities, metrics, policies, and relationships. On top of that graph, it enriches and curates machine-readable semantics — descriptions, popular joins, KPI and metric definitions, ontologies, and business rules — and organizes them into governed, versioned context repos: bounded bundles of context that reflect how your company defines key concepts and makes decisions. These context repos are then exposed through open interfaces (SQL, APIs, SDKs, OSI/MCP-style protocols) so that agents, copilots, and AI applications can call the same trusted context in real time, rather than each team hard-coding its own logic. Human-on-the-loop governance workflows for conflict resolution, deprecation, feedback, and certification keep that context trustworthy as the business, data, and models evolve.

**Average Rating:** 4.5/5.0

**Total Reviews:** 133

#### How Do G2 Users Rate Atlan?

- **Roles Management:** 8.7/10 (Category avg: 8.8/10)
- **Data Discovery:** 9.5/10 (Category avg: 8.7/10)
- **Compliance Management:** 8.5/10 (Category avg: 8.9/10)
- **Ease of Use:** 8.9/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Atlan?

- **Seller:** [Atlan](https://www.g2.com/sellers/atlan)
- **Company Website:** www.atlan.com
- **Year Founded:** 2019
- **HQ Location:** New York, US
- **Twitter:** @AtlanHQ  
9,804 Twitter followers
- **LinkedIn® Page:** [in.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=76bdd8566f32b170e53cfee476c7ff510e111497aa6c737d48bedd8b767b15e1&secure%5Burl%5D=https%3A%2F%2Fin.linkedin.com%2Fcompany%2Fatlan-hq&secure%5Burl_type%5D=linkedin_company_website)  
558 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Financial Services, Information Technology and Services
- **Company Size:** 51% Medium, 42% Large

#### What Do G2 Reviewers Say About Atlan?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend Atlan for its **ease of use** , enabling smooth data collaboration and making data management accessible to everyone.
- Users value Atlan's **powerful data discovery and collaboration features** , enhancing data quality, governance, and accessibility.
- Users value the **seamless collaboration** with Atlan, enhancing data understanding and team efficiency across organizations.
- Users appreciate the **superior data cataloging** capabilities of Atlan, enhancing data discovery and collaboration effortlessly.
- Users appreciate the **easy setup** of Atlan, which enhances collaboration and streamlines workflows effortlessly.

##### Cons

- Users face **integration issues** with Atlan, particularly with Teams and non-native database setups requiring complex configurations.
- Users experience significant **dependency issues** in Atlan, hindering functionality and complicating automated updates and integrations.
- Users note the **limited customization** of Atlan, wishing for more flexibility to suit diverse team workflows.
- Users experience **slow technical support** and inaccuracies in resolutions, impacting their overall satisfaction with Atlan.
- Users experience **limited customization and technical complexity** in Atlan's UI, making it challenging for non-technical users.

#### What Are Recent G2 Reviews of Atlan?

**["Visual Design, Collaboration, and Outstanding Customer Support"](https://www.g2.com/survey_responses/atlan-review-13191535)**

**Rating:** 4.5/5.0 stars

_— Verified User in Transportation/Trucking/Railroad_

[Read full review](https://www.g2.com/survey_responses/atlan-review-13191535)

**["Atlan as a Central Metadata Hub with Powerful Lineage and AI-Assisted Documentation"](https://www.g2.com/survey_responses/atlan-review-12758713)**

**Rating:** 4.5/5.0 stars

_— Keith G._

[Read full review](https://www.g2.com/survey_responses/atlan-review-12758713)

### [Salesforce Data 360 (formerly Data Cloud)](https://www.g2.com/products/salesforce-data-360-formerly-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:** 302

#### How Do G2 Users Rate Salesforce Data 360 (formerly 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:** 7.8/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Salesforce Data 360 (formerly 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, Financial Services
- **Company Size:** 39% Large, 39% Medium

#### What Do G2 Reviewers Say About Salesforce Data 360 (formerly Data Cloud)?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **real-time platform integration** of Salesforce Data 360, enhancing data connectivity and decision-making across ecosystems.
- Users value the **ease of use** in Salesforce Data 360, enhancing user experience and simplifying data management.
- Users appreciate the **easy integration** of Salesforce Data 360, streamlining workflows and enhancing data accessibility across teams.
- Users value the **effective data aggregation** of Salesforce Data 360, unifying diverse sources into a real-time customer profile.
- Users value the **seamless integrations** with various platforms, enabling unified customer profiles and enhanced audience targeting.

##### Cons

- Users find the **steep learning curve** of Salesforce Data 360 challenging, hindering quick understanding and effective use.
- Users find the **cost burdens** of Salesforce Data 360 to be high due to extensive data integration and usage demands.
- Users experience a **difficult learning** curve with Salesforce Data 360, making setup and usability quite challenging.
- Users find the **implementation complexity** challenging, particularly for novices, affecting overall user experience and adoption.
- Users struggle with the **complex setup** of Salesforce Data 360, facing steep learning curves and extensive training needs.

#### What Are Recent G2 Reviews of Salesforce Data 360 (formerly Data Cloud)?

**["The Ultimate Architecture for Zero-Copy Data Harmonization and AI Grounding"](https://www.g2.com/survey_responses/salesforce-data-360-formerly-data-cloud-review-11813088)**

**Rating:** 4.5/5.0 stars

_— jasjit s._

[Read full review](https://www.g2.com/survey_responses/salesforce-data-360-formerly-data-cloud-review-11813088)

**["Data360 Zero-Copy connectors : Strong Foundation for a Unified Customer View"](https://www.g2.com/survey_responses/salesforce-data-360-formerly-data-cloud-review-13195682)**

**Rating:** 4.5/5.0 stars

_— laissaoui b._

[Read full review](https://www.g2.com/survey_responses/salesforce-data-360-formerly-data-cloud-review-13195682)

#### What Are G2 Users Discussing About Salesforce Data 360 (formerly 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)

### [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)  
1,302 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 appreciate the **ease of use** of Egnyte, highlighting its user-friendly interface and seamless integration with tools.
- Users value the **ease of file sharing** with Egnyte, enabling smooth collaboration and secure access across teams.
- Users value the **easy sharing** feature of Egnyte, enhancing collaboration for remote and in-office team members alike.
- Users value the **robust security features** of Egnyte, ensuring their data is well protected and compliant.
- Users appreciate the **easy access** to documents, enabling seamless sharing and collaboration with peers and subcontractors.

##### Cons

- Users find Egnyte to be **expensive** , especially for small businesses, coupled with inflexible billing practices.
- Users note the **slow drive accessibility** at startup and challenges with file locks and O365 sharing in Egnyte.
- Users find Egnyte's **limited features** frustrating, particularly in bulk actions and user permission customizations.
- Users find Egnyte's interface **clunky and slow** , making navigation and file management more challenging than expected.
- Users find **lacking features** in Egnyte, struggling with bulk actions and unclear AI training tools.

#### What Are Recent G2 Reviews of Egnyte?

**["Secure, Powerful AI Collaboration with Outstanding Workflow Management"](https://www.g2.com/survey_responses/egnyte-review-12819916)**

**Rating:** 4.5/5.0 stars

_— Konjengbam M._

[Read full review](https://www.g2.com/survey_responses/egnyte-review-12819916)

**["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)

#### 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

### [ILUM](https://www.g2.com/products/ilum-ilum/reviews)

Ilum: A Data Platform Built by Data Engineers, for Data Engineers Ilum is a Data Lakehouse platform that unifies data management, distributed processing, analytics, and AI workflows for AI engineers, data engineers, data scientists, and analysts. It belongs to the Data Platform, Data Lakehouse, and Data Engineering software categories and supports flexible deployment across cloud, on-premise, and hybrid environments. Ilum enables technical teams to build, operate, and scale modern data infrastructure using open standards. It integrates tools for batch processing, stream processing, notebook-based exploration, workflow orchestration, and business intelligence, All In a Single Platform. Ilum supports modern open table formats like Delta Lake, Apache Iceberg, Apache Hudi, and Apache Paimon. It also offers native integration with Apache Spark and Trino for compute, with Apache Flink support currently in development. Key features include: - SQL Editor: Query Delta, Iceberg, Hudi, or Spark SQL with autocomplete, result previews, and metadata inspection. - Data Lineage & Catalog: Visualize data flow using OpenLineage and explore datasets through a searchable Data Catalog. - Notebook Integration: Use built-in Jupyter notebooks pre-wired to Spark, metadata, and your data environment for exploration or modeling. - Spark Job Management: Submit, monitor, and debug Spark jobs with integrated logs, metrics, scheduling, and a built-in Spark History Server. - Trino Support: Run federated queries across multiple data sources using Trino directly from within Ilum. - Declarative Pipelines: Define repeatable ETL and analytics pipelines, with dependency tracking and recovery logic. - Automatic ERD Diagrams: Instantly generate ER diagrams from schemas to aid in data understanding and onboarding. - ML Experimentation & Tracking: Includes MLflow for managing experiments, tracking parameters, metrics, and artifacts, fully integrated with notebooks and data pipelines to streamline model development workflows. - AI Integration & Deployment: Supports both classical ML and modern AI use cases, including GenAI workflows, vector search, and embedding-based applications. Models can be registered, versioned, and deployed for inference within declarative pipelines. - Built-in AI Agent Interface: Ilum integrates, providing a GPT-style interface to interact with your data, trigger pipelines, generate SQL, or explore metadata using natural language, bringing GenAI capabilities directly into your data platform. - BI Dashboards: Native support for Apache Superset, with JDBC integration for Tableau, Power BI, and other BI tools. Additional highlights: - Multi-Cluster Management: Connect multiple Spark or Kubernetes clusters to scale and isolate workloads. - Fine-Grained Access Control: LDAP, OAuth2, and Hydra integration for secure, role-based access. - Hybrid Ready: Designed to replace Databricks or Cloudera in environments where cloud adoption is partial, regulated, or not possible.

**Average Rating:** 4.9/5.0

**Total Reviews:** 23

#### How Do G2 Users Rate ILUM?

- **Roles Management:** 10.0/10 (Category avg: 8.8/10)
- **Data Discovery:** 10.0/10 (Category avg: 8.7/10)
- **Compliance Management:** 10.0/10 (Category avg: 8.9/10)
- **Ease of Use:** 9.3/10 (Category avg: 8.7/10)

#### Who Is the Company Behind ILUM?

- **Seller:** [Ilum](https://www.g2.com/sellers/ilum)
- **Company Website:** ilum.cloud
- **Year Founded:** 2019
- **HQ Location:** Santa Fe, US
- **Twitter:** @IlumCloud  
19 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1fbd1d37d0b9f349ede11be8e26481a08073e5b7f53b306080db734d9789f8fb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Filum-cloud%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Telecommunications
- **Company Size:** 52% Large, 35% Medium

#### What Do G2 Reviewers Say About ILUM?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of ILUM, enjoying seamless integration and a smooth workflow for managing data.
- Users value the **seamless integration** of ILUM with existing systems, enhancing efficiency in data management and analytics.
- Users appreciate the **seamless integrations** of ILUM, enhancing data management and analytics with a unified, efficient platform.
- Users value the **quick and seamless setup** of ILUM, appreciating its ease of integration and efficiency.
- Users appreciate the **easy integrations** of ILUM, smoothly fitting into existing systems without major rewrites.

##### Cons

- Users find the **complex setup** for advanced configurations of ILUM can be challenging for newcomers to navigate.
- Users find the **difficult setup** process of ILUM challenging, requiring significant effort and experimentation to optimize configurations.
- Users find the **learning curve steep** for advanced features in ILUM, requiring time to adapt and configure settings.
- Users note that **UI improvements** are needed for easier access to advanced settings and configurations in ILUM.
- Users find some aspects of ILUM's setup **complex and unintuitive** , requiring considerable effort to configure effectively.

#### What Are Recent G2 Reviews of ILUM?

**["From Hadoop to K8s with lower TCO"](https://www.g2.com/survey_responses/ilum-review-11862422)**

**Rating:** 5.0/5.0 stars

_— Mark D._

[Read full review](https://www.g2.com/survey_responses/ilum-review-11862422)

**["Seamless Integration and Unified Features for Advanced Users"](https://www.g2.com/survey_responses/ilum-review-11904273)**

**Rating:** 5.0/5.0 stars

_— Jan L._

[Read full review](https://www.g2.com/survey_responses/ilum-review-11904273)

### [DataGalaxy](https://www.g2.com/products/datagalaxy/reviews)

Founded in France and rapidly expanding across Europe and the United States, DataGalaxy is trusted by over 200 global enterprises, including Dior, Airbus, and SwissLife. The company is committed to driving data culture and literacy by helping organizations deliver metadata to the agents and value to the people. The platform emphasizes the importance of metadata, ensuring that all stakeholders have access to the necessary context and information to make informed decisions. The platform features two primary products: DataGalaxy Catalog and DataGalaxy Portfolio. DataGalaxy Catalog serves as a comprehensive metadata repository, providing users with the context needed to build trust in their data assets while ensuring compliance with relevant regulations. This centralized hub allows organizations to manage their metadata efficiently, making it easier for teams to find, understand, and leverage data for strategic initiatives. On the other hand, DataGalaxy Portfolio acts as a value management tool that tracks the ROI impact of data and AI initiatives on business performance. It enables organizations to track and demonstrate the value created from their data investments, fostering alignment from C-level executives all the way through to business stakeholders. By visualizing the outcomes of data-driven projects, DataGalaxy Portfolio helps organizations prioritize their efforts and allocate resources effectively, ensuring that data initiatives are aligned with business objectives. Targeted towards enterprises looking to enhance their data governance and management practices, DataGalaxy is particularly beneficial for organizations operating in complex environments where data is abundant but underutilized. By integrating data governance with business strategy, DataGalaxy stands out in its category as a solution that not only addresses the technical aspects of data management but also emphasizes the human element of data utilization. This holistic approach ensures that organizations can maximize the value of their data assets while fostering collaboration across teams, ultimately driving better business outcomes.

**Average Rating:** 4.8/5.0

**Total Reviews:** 63

#### How Do G2 Users Rate DataGalaxy?

- **Roles Management:** 8.7/10 (Category avg: 8.8/10)
- **Data Discovery:** 9.3/10 (Category avg: 8.7/10)
- **Compliance Management:** 9.1/10 (Category avg: 8.9/10)
- **Ease of Use:** 9.5/10 (Category avg: 8.7/10)

#### Who Is the Company Behind DataGalaxy?

- **Seller:** [DataGalaxy](https://www.g2.com/sellers/datagalaxy)
- **Company Website:** www.datagalaxy.com
- **Year Founded:** 2015
- **HQ Location:** Lyon, Rhone-Alpes
- **Twitter:** @DataGalaxy  
864 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ca58022ba6cef03e32a84cc34c5690479151a92e1575f0698977b2dd993cf546&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdatagalaxy%2F&secure%5Burl_type%5D=linkedin_company_website)  
97 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Insurance, Banking
- **Company Size:** 54% Large, 43% Medium

#### What Do G2 Reviewers Say About DataGalaxy?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of DataGalaxy, highlighting its intuitive interface and straightforward integration.
- Users value the **collaborative tool** features of DataGalaxy, enabling seamless teamwork and integration across business functions.
- Users value the **easy integration** capabilities of DataGalaxy, making it a key part of their data infrastructure.
- Users commend the **easy-to-use interface** of DataGalaxy, enhancing their experience and facilitating data visualization.
- Users value the **easy accessibility** of DataGalaxy, enabling all employees with a business email to utilize the tool.

##### Cons

- Users find the **user interface not intuitive** and seek improvements in functionality and usability throughout the system.
- Users find the **limited functionality** of DataGalaxy hampers usability, seeking improvements in management capabilities and API ease-of-use.
- Users find the **user interface unintuitive** and struggle with immature functions and metadata import connectors.
- Users face challenges with **connector issues** , making metadata importation difficult and frustrating in DataGalaxy.
- Users find the **difficult interface** of DataGalaxy not intuitive, impacting usability and function cohesiveness.

#### What Are Recent G2 Reviews of DataGalaxy?

**["A comprehensive and accessible tool to strengthen governance and trust in data"](https://www.g2.com/survey_responses/datagalaxy-review-12911659)**

**Rating:** 5.0/5.0 stars

_— Jean C._

[Read full review](https://www.g2.com/survey_responses/datagalaxy-review-12911659)

**["Ergonomic Business Tool around data knowledge and excellent publisher support"](https://www.g2.com/survey_responses/datagalaxy-review-11878399)**

**Rating:** 5.0/5.0 stars

_— Maurice L._

[Read full review](https://www.g2.com/survey_responses/datagalaxy-review-11878399)

### [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 enjoy the **ease of use** of SAP MDG, simplifying master data governance with smooth, customizable workflows.
- Users appreciate the **single, trusted source of master data** in SAP MDG, enhancing data quality and compliance across the organization.
- Users value the **effective centralization and streamlining** of master data management offered by SAP MDG, enhancing operational efficiency.
- Users value the **data accuracy** of SAP MDG, which enhances compliance and enforces consistent data standards across systems.
- Users appreciate the **seamless data integration** of SAP MDG, enabling a reliable and consistent master data environment.

##### Cons

- Users find the **complex setup** of SAP MDG challenging and time-consuming, requiring significant customization for proper implementation.
- Users find the **implementation complex and time-consuming** , especially when customizing for unique business requirements and processes.
- Users highlight **data management issues** with SAP MDG, citing risks of data manipulation and integration challenges.
- Users find SAP MDG **expensive** , especially for a simple solution compared to other alternatives on the market.
- Users find the **setup and configuration complex** , often facing delays and requiring extensive IT and business coordination.

#### What Are Recent G2 Reviews of SAP Master Data Governance (MDG)?

**["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)

**["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)

#### 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

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- [Cloud Migration Assessment Tools](/categories/cloud-migration-assessment-tools)

- [Columnar Databases](/categories/columnar-databases)
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[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 

Products classified in the overall Data Governance category are similar in many regards and help companies of all sizes solve their business problems. However, enterprise business features, pricing, setup, and installation differ from businesses of other sizes, which is why we match buyers to the right Enterprise Business Data Governance to fit their needs. Compare product ratings based on reviews from enterprise users or connect with one of G2's buying advisors to find the right solutions within the Enterprise Business Data Governance category.

In addition to qualifying for inclusion in the Data Governance Tools category, to qualify for inclusion in the Enterprise Business Data Governance Tools category, a product must have at least 10 reviews left by a reviewer from an enterprise business.

Top Tools at a Glance

| 

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Unified lakehouse governance with lineage-tracked access control

 | 

User Review

"Reliable Platform for Building Scalable Data Pipelines"

 |
| 

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Centralized data governance with compute-storage separation

 | 

User Review

"Elastic Scaling and Fast Analytics with Snowflake"

 |
| 

 | 

Federated data governance across hybrid lakehouse environments

 | 

User Review

"Powerful Query Performance and Governance, But a Steep Onboarding Learning Curve"

 |
| 

 | 

Hybrid cloud file governance with granular access controls

 | 

User Review

"Secure, Powerful AI Collaboration with Outstanding Workflow Management"

 |
| 

 | 

AI model compliance and lifecycle governance

 | 

User Review

"Enterprise AI Governance with Strong IBM Integration and Compliance Focus"

 |
| 

 | 

Governed self-serve analytics across multi-source data

 | 

User Review

"Domo Turns Disconnected Reports Into a Game-Changing Sales Scorecard"

 |
| 

 | 

Salesforce-native unified customer profile governance

 | 

User Review

"The Ultimate Architecture for Zero-Copy Data Harmonization and AI Grounding"

 |
| 

 | 

End-to-end model governance with regulatory defensibility

 | 

User Review

"Effective Data Analysis with SAS Viya"

 |
| 

 | 

SAP-native master data governance with workflow-enforced quality

 | 

User Review

"Streamlined Workflow with Customizable Controls, But Lacks Industry-Specific Integration"

 |
| 

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Sensitive data discovery with automated access remediation

 | 

User Review

"The best experience with Varonis Data Security Platform"

 |

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