# Top Free Active Metadata Management Software

## How Many Active Metadata Management Software Products Does G2 Track?

**Total Products under this Category:** 49

### Category Stats (Jul 2026)

- **Average Rating:** 4.49/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Tribal Platform (+0.24%) - Among all products in this category, Tribal Platform recorded the largest rating increase compared to last month

_Last updated: July 31, 2026_

## How Does G2 Rank Active Metadata Management Software Products?

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

- 30 Analysts and Data Experts
- 1,500+ Authentic Reviews
- 49+ 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 Active Metadata Management Software
 ![G2 Grid® for Active Metadata Management Software plotting products by satisfaction and market presence](https://www.g2.com/categories/active-metadata-management/grids.png?focus%5B%5D=108031&focus%5B%5D=111980&focus%5B%5D=39669&focus%5B%5D=35126&focus%5B%5D=1208609&focus%5B%5D=1886&focus%5B%5D=1309551&focus%5B%5D=53924)

Highlighted products: Atlan, erwin Data Modeler, Collibra, Alation, ServiceNow Workflow Data Fabric, Cloudera, DataGalaxy, and Nexla.

Underlying data: [Grid® JSON](https://www.g2.com/categories/active-metadata-management/grids.json?focus%5B%5D=atlan&focus%5B%5D=quest-software-erwin-data-modeler&focus%5B%5D=collibra&focus%5B%5D=alation&focus%5B%5D=servicenow-workflow-data-fabric&focus%5B%5D=cloudera&focus%5B%5D=datagalaxy&focus%5B%5D=nexla)

**Sponsored**

### Sweep

Sweep is the agentic layer for enterprise systems, giving AI agents the context they need to understand, plan, and govern changes across platforms including Salesforce, ServiceNow, and Snowflake. By connecting discovery, design, build, and monitoring into one continuous workflow, Sweep helps teams compress enterprise transformation from months to days. Founded in 2021, Sweep is trusted by enterprises including Brex, Wix, LG Electronics, and SailPoint.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=paid_promo&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1003209&secure%5Bchosen_at%5D=2026-07-31T18%3A43%3A04Z&secure%5Bmedium%5D=sponsored&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1212153&secure%5Bresource_id%5D=1003209&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Factive-metadata-management%2Ffree%3Fopen_modal_url%3D%252Fproducts%252Fer-studio%252Fwishlists%253Fhost_path%253D%25252Fcategories%25252Factive-metadata-management%25252Ffree%2526source%253Dcategory&secure%5Btoken%5D=5d845394a8823d61b0bb1ab9f8d64adca70eddcf8ddbeb3ea4aff436dc1ff8bb&secure%5Burl%5D=https%3A%2F%2Fwww.sweep.io%2Fabout&secure%5Burl_type%5D=paid_promos)

### [Alation](https://www.g2.com/products/alation/reviews)

Alation is the creator of AIOS™, the open, governed, self-improving intelligence operating system for enterprises that cannot afford to get AI wrong. Having pioneered the data catalog market, Alation helps organizations establish trust in the agents, data, and context that power AI-driven decisions. The result is AI organizations can trust—enabling them to navigate regulatory complexity, maintain data fidelity, accelerate operational outcomes, and transform AI ambition into trusted business impact. Alation partners with the world’s leading to leverage better data to solve their most critical challenges.

**Average Rating:** 4.4/5.0

**Total Reviews:** 89

#### How Do G2 Users Rate Alation?

- **Ease of Use:** 8.3/10 (Category avg: 8.7/10)
- **Metadata Management:** 8.3/10 (Category avg: 9.0/10)
- **Data Discovery:** 8.3/10 (Category avg: 8.8/10)
- **Automation Features:** 7.4/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Alation?

- **Seller:** [Alation](https://www.g2.com/sellers/alation)
- **Company Website:** alation.com
- **Year Founded:** 2012
- **HQ Location:** Redwood City, CA
- **Twitter:** @Alation  
3,567 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a7f7e9ccd16e7165128a966e9428e0691e7330918523a3dc7e2519043fe9a497&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3231829%2F&secure%5Burl_type%5D=linkedin_company_website)  
608 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Financial Services
- **Company Size:** 57% Large, 27% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Alation, allowing for efficient navigation and intuitive data discovery.
- Users value the **intuitive data discovery** capabilities of Alation, enhancing their ability to find and understand data.
- Users appreciate Alation's **intuitive navigation** , enhancing productivity and streamlining access to essential project documentation.
- Users value the **intuitive catalog structure** of Alation, enhancing data discovery and governance through effective collaboration.
- Users value Alation's **intuitive user interface** , simplifying navigation and enhancing productivity in data discovery and documentation.

##### Cons

- Users experience **slow performance** with Alation, particularly during search with larger datasets and metadata freshness issues.
- Users are frustrated by **missing features** like data quality tools and lack of visual indicators for hidden assets.
- Users note the **limited functionality** in Alation, especially regarding data quality and custom workflows.
- Users report **significant lineage limitations** in Alation, facing bugs and inconsistent support that complicate data tracking tasks.
- Users find the **user interface lacking** and suggest improvements for better organization and intuition in Alation.

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

**["Exceptional Tool and Team, Expanding Our Data Governance"](https://www.g2.com/survey_responses/alation-review-12007948)**

**Rating:** 5.0/5.0 stars

_— Eric N._

[Read full review](https://www.g2.com/survey_responses/alation-review-12007948)

**["A Solid Product With Areas for Refinement"](https://www.g2.com/survey_responses/alation-review-11980120)**

**Rating:** 5.0/5.0 stars

_— Melissa B._

[Read full review](https://www.g2.com/survey_responses/alation-review-11980120)

#### What Are G2 Users Discussing About Alation?

- [Is Alation a database?](https://www.g2.com/discussions/is-alation-a-database)
- [Which three are capabilities of Oracle Cloud Infrastructure data catalog service?](https://www.g2.com/discussions/which-three-are-capabilities-of-oracle-cloud-infrastructure-data-catalog-service) - 1 comment
- [Is Alation good?](https://www.g2.com/discussions/is-alation-good)
- [What does Alation software do?](https://www.g2.com/discussions/what-does-alation-software-do)

### [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?

- **Ease of Use:** 9.5/10 (Category avg: 8.7/10)
- **Metadata Management:** 9.5/10 (Category avg: 9.0/10)
- **Data Discovery:** 8.0/10 (Category avg: 8.8/10)
- **Automation Features:** 7.5/10 (Category avg: 8.5/10)

#### 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)

### [Nexla](https://www.g2.com/products/nexla/reviews)

Nexla is an enterprise-grade, AI-powered data integration platform designed to help organizations unlock data from any source and transform it into production-ready data products for AI and agents. With support for 1000+ pre-built connectors and multiple integration styles, including ELT, ETL, streaming, APIs, and agentic RAG, the platform enables teams to build and manage data flows without writing code. Trusted by leading enterprises, Nexla processes over one trillion records per month across industries, ​​showcasing its ability to handle large volumes of data while maintaining performance and reliability. Innovators like Autodesk, DoorDash, Instacart, Johnson & Johnson, LinkedIn, and LiveRamp rely on Nexla to keep mission-critical data flowing seamlessly across their enterprises. Key features of Nexla include flexible deployment across cloud, hybrid, and on-premises environments, ensuring compliance with enterprise-grade security standards such as SOC 2 Type II, GDPR, CCPA, and HIPAA. Nexla delivers 10x faster implementation than traditional alternatives, turning data challenges and variety into competitive advantages. Try our AI Data Engineer at https://express.dev Increase the impact of your data engineering team with next-gen data integration: ✅ Eliminate costly replications & reduce storage bills ✅ Increase engineering productivity & capacity for innovation ✅ Empower users with Pro/Low/No-code collaboration ✅ Cut out maintenance with data validation, quality monitoring, & alerts ✅ Build production-ready custom GenAI applications Go beyond one traditional integration pattern, and invest in data architecture that supports: ✅ Agentic Data Integration with AI built data pipelines and MCP servers ✅ Any integration pattern (ELT, ETL, API / API proxy, & RAG - Retrieval Augmented Generation) ✅ Bi-directional connectors out of the box & on demand ✅ Any processing speed (streaming, real-time, batch) ✅ Unstructured, structured, or semi-structured data ✅ Complete data lineage search & tagging for governance ✅ Metadata-driven architecture for agility & scale Nexla is a Gartner Cool Vendor and pairs perfectly with the technologies you rely on: ✅ Compute: AWS, Azure, Google Cloud, On-Premise ✅ Storage: S3, Redshift, BigQuery, Snowflake, Oracle, Databricks, Kafka, Redis, MongoDB, Postgres, MySQL ✅ Applications: SAP, Salesforce, Marketo, Hubspot, Amazon Seller Central, Google Ads, API, Salesforce ✅ Catalogs: Alation, Collibra, data.world ✅ Webhooks, emails, FTP & APIs ✅ Vector database & LLM: Pinecone, GPT, Falcon, LLaMDa And many more Differentiators & Awards 🏆 2025 Highest Rating Gartner Peer Insights™ Voice of the Customer for Data Integration Tools 🏆 2024 Highest Rating Gartner Peer Insights™ Voice of the Customer for Data Integration Tools 🏆 2023 Highest Rating Gartner Peer Insights™ Voice of the Customer for Data Integration Tools 🏆 2022 Highest Rating Gartner Peer Insights™ Voice of the Customer for Data Integration Tools

**Average Rating:** 4.6/5.0

**Total Reviews:** 62

#### How Do G2 Users Rate Nexla?

- **Ease of Use:** 8.7/10 (Category avg: 8.7/10)
- **Metadata Management:** 8.8/10 (Category avg: 9.0/10)
- **Data Discovery:** 9.2/10 (Category avg: 8.8/10)
- **Automation Features:** 9.6/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Nexla?

- **Seller:** [Nexla](https://www.g2.com/sellers/nexla)
- **Company Website:** www.nexla.com
- **Year Founded:** 2016
- **HQ Location:** San Mateo, California
- **Twitter:** @NexlaInc  
944 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=97f400a2065554cdc6fdce04350b3ccd2a182503057fdbe14334d75211f5f665&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnexla%2F&secure%5Burl_type%5D=linkedin_company_website)  
67 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Insurance
- **Company Size:** 41% Medium, 33% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** of Nexla, facilitating smooth data manipulation without requiring coding skills.
- Users value the **automation capabilities** of Nexla, significantly reducing manual work and enhancing data cleanliness and consistency.
- Users appreciate the **ease of deployment and manipulation** of data with Nexla, finding it user-friendly and flexible.
- Users value the **seamless integrations** offered by Nexla, enhancing efficiency with minimal technical requirements and diverse data sources.
- Users appreciate the **ease of deployment and integration** with Nexla, enabling seamless data manipulation without coding.

##### Cons

- Users find the **learning difficulty** in setting up Nexla can be confusing, especially for beginners with advanced features.
- Users notice **slow performance** with UI and search, impacting their overall experience with Nexla.
- Users find the **difficult learning curve** of Nexla challenging, especially during initial setup and feature exploration.
- Users find the **learning curve steep** , particularly for new users due to complex setup and advanced features.
- Users find the **poor documentation** of Nexla confusing, especially when navigating complex features and edge cases.

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

**["Smooth Data Integration with Impressive Speed and UI"](https://www.g2.com/survey_responses/nexla-review-12630612)**

**Rating:** 4.5/5.0 stars

_— Srinivasulu L._

[Read full review](https://www.g2.com/survey_responses/nexla-review-12630612)

**["Robust Data Consolidation with Excellent Support"](https://www.g2.com/survey_responses/nexla-review-12648347)**

**Rating:** 4.0/5.0 stars

_— Jaspreet S._

[Read full review](https://www.g2.com/survey_responses/nexla-review-12648347)

#### What Are G2 Users Discussing About Nexla?

- [How do you use Nexla?](https://www.g2.com/discussions/nexla-how-do-you-use-nexla)
- [How do you use Nexla?](https://www.g2.com/discussions/how-do-you-use-nexla)
- [What is a data fabric?](https://www.g2.com/discussions/nexla-what-is-a-data-fabric)
- [What is a data fabric?](https://www.g2.com/discussions/what-is-a-data-fabric)
- [What does DataOps do?](https://www.g2.com/discussions/nexla-what-does-dataops-do)

### [Select Star](https://www.g2.com/products/select-star/reviews)

Select Star is a modern data governance platform that helps organizations manage and understand their data at scale, enabling AI, analytics, and self-service across the business. It automatically catalogs datasets, traces end-to-end lineage, and builds a shared business glossary and semantic layer, so teams can confidently work with trusted data. With a user-friendly data portal and built-in automation, Select Star supports use cases including data democratization, data governance, semantic layers, and cloud data migrations serving as a foundational layer for enterprise AI and data initiatives.

**Average Rating:** 4.5/5.0

**Total Reviews:** 55

#### How Do G2 Users Rate Select Star?

- **Ease of Use:** 8.9/10 (Category avg: 8.7/10)
- **Metadata Management:** 8.8/10 (Category avg: 9.0/10)
- **Data Discovery:** 8.8/10 (Category avg: 8.8/10)
- **Automation Features:** 7.4/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Select Star?

- **Seller:** [Select Star](https://www.g2.com/sellers/select-star)
- **Year Founded:** 2020
- **HQ Location:** San Francisco, CA
- **Twitter:** @selectstarhq  
389 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=50f3d04e78469fdf3907cd995a11aa9452d5bf67d28b688ef6d0888bf6225b34&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fselectstarhq%2F&secure%5Burl_type%5D=linkedin_company_website)  
17 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Real Estate
- **Company Size:** 51% Medium, 38% Large

#### What Do G2 Reviewers Say About Select Star?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Select Star, finding it simple and efficient for daily data management tasks.
- Users value the **robust data lineage feature** in Select Star, which simplifies data navigation and understanding.
- Users value the **clean and intuitive user interface** of Select Star, enhancing usability and simplifying complex data tasks.
- Users value the **easy data discovery** capabilities of Select Star, simplifying navigation within complex data architectures.
- Users appreciate the **ease of locating data fields** with Select Star, enhancing data discovery and collaboration.

##### Cons

- Users feel the **limited functionality** of Select Star hinders the accessibility of insights and robust reporting capabilities.
- Users find **lineage limitations** in Select Star, making it difficult to visualize and filter dependencies effectively.
- Users find the **complex setup** for a dbt mesh ecosystem challenging, requiring significant effort for project unification.
- Users find the **difficult learning curve** of Select Star makes it challenging to gain quick value from the product.
- Users feel the need for **more straightforward guidance** with Select Star to maximize value without extensive expertise.

#### What Are Recent G2 Reviews of Select Star?

**["Intuitive Data Discovery Made Effortless"](https://www.g2.com/survey_responses/select-star-review-11919348)**

**Rating:** 5.0/5.0 stars

_— Clara C._

[Read full review](https://www.g2.com/survey_responses/select-star-review-11919348)

**["Seamless Integration, Solid Support"](https://www.g2.com/survey_responses/select-star-review-11904733)**

**Rating:** 5.0/5.0 stars

_— Steve K._

[Read full review](https://www.g2.com/survey_responses/select-star-review-11904733)

### [Coalesce Catalog (formerly CastorDoc)](https://www.g2.com/products/castor-doc/reviews)

Coalesce Catalog is a collaborative, automated data discovery & catalog tool. We believe that data people spend way too much time trying to find and understand their data. Coalesce Catalog redesigns how data people collaborate. It provides a single source of truth to reference and document all the knowledge related to data within your company. If you are looking for a table related to your customers, just look for it as you would in Google, and Coalesce Catalog provides you with all the context you will need for your analysis. Inspired by internal tools developed by Uber, Airbnb, Lyft, and Spotify, Coalesce Catalog has developed a plug-and-play solution that deploys in minutes to drive value for companies of all sizes. Discover and catalog your data today with Coalesce Catalog.

**Average Rating:** 4.7/5.0

**Total Reviews:** 63

#### How Do G2 Users Rate Coalesce Catalog (formerly CastorDoc)?

- **Ease of Use:** 9.6/10 (Category avg: 8.7/10)
- **Metadata Management:** 9.3/10 (Category avg: 9.0/10)
- **Data Discovery:** 9.4/10 (Category avg: 8.8/10)
- **Automation Features:** 8.2/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Coalesce Catalog (formerly CastorDoc)?

- **Seller:** [Coalesce](https://www.g2.com/sellers/coalesce)
- **Company Website:** coalesce.io
- **Year Founded:** 2020
- **HQ Location:** San Francisco, CA
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8cad3d021ee68b3fe6029419b441f3415268c9bec4a8ae062757ce5b35d316cd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcoalesceio%2F&secure%5Burl_type%5D=linkedin_company_website)  
118 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Financial Services
- **Company Size:** 59% Medium, 27% Large

#### What Do G2 Reviewers Say About Coalesce Catalog (formerly CastorDoc)?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **ease of use** of Coalesce Catalog, finding it intuitive and powerful for data governance.
- Users appreciate the **easy collaboration** features of Coalesce Catalog, enhancing teamwork and knowledge sharing effectively.
- Users appreciate the **seamless connectivity** of Coalesce Catalog, simplifying data access and integration across multiple sources.
- Users appreciate the **data lineage feature** for simplifying data discovery and enhancing connectivity across sources.
- Users appreciate the **intuitive interface** of Coalesce Catalog, enhancing data governance and simplifying data discovery.

##### Cons

- Users find the **connector issues** limiting, as direct AI agent integration with the Catalog knowledge is unavailable.
- Users face **integration issues** preventing connection of other AI agents to Coalesce Catalog, limiting functionality and flexibility.
- Users face a **limitation in AI connectivity** , as integrating other AI agents with the Catalog knowledge remains unavailable.

#### What Are Recent G2 Reviews of Coalesce Catalog (formerly CastorDoc)?

**["User-friendly & easy adoption for all of our data users"](https://www.g2.com/survey_responses/coalesce-catalog-formerly-castordoc-review-11753164)**

**Rating:** 4.5/5.0 stars

_— Théo C._

[Read full review](https://www.g2.com/survey_responses/coalesce-catalog-formerly-castordoc-review-11753164)

**["A great tool to organize and explain your data hub"](https://www.g2.com/survey_responses/coalesce-catalog-formerly-castordoc-review-10622007)**

**Rating:** 4.5/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/coalesce-catalog-formerly-castordoc-review-10622007)

### [Secoda](https://www.g2.com/products/secoda/reviews)

Secoda is an AI-powered data governance platform designed to help organizations explore, understand, and utilize their data effectively. By providing a comprehensive platform that connects to 75+ data sources, pipelines, warehouses, and visualization tools, Secoda aims to create a unified source of truth for businesses. This functionality is particularly valuable for organizations looking to enhance their self-serve analytics, streamline operations, and improve decision-making. Targeted at data teams, business stakeholders, and organizations of all sizes, Secoda serves as an essential tool for those who need to manage and interpret large volumes of data. Its user-friendly interface ensures that individuals with varying levels of technical expertise can leverage the platform to gain actionable insights. Companies such as Vanta, Cardinal Health, ID.me, and Dialpad have adopted Secoda to monitor the health of their data ecosystems, enhance the efficiency of their data teams, and scale AI readiness. One of Secoda’s core advantages is its ability to unify data cataloging, enterprise governance, and observability into a single, streamlined platform. This consolidation not only reduces the overhead of managing multiple tools but also powers Secoda AI with rich, connected context, enabling teams to focus on insights instead of infrastructure. Secoda automates key data management tasks including documentation, tagging, glossary term creation, and policy creation. This automation enables users to quickly discover and access relevant data and insights without extensive manual effort. By streamlining these processes, Secoda not only saves valuable time but also empowers teams to make confident, data-driven decisions based on current, well-organized information, ultimately driving better business outcomes. Overall, Secoda stands out in the data management landscape by offering a comprehensive, AI-driven solution that caters to the needs of both technical and non-technical users. Its ability to create a single source of truth, coupled with its integration of multiple functionalities into one platform, positions it as a valuable asset for organizations aiming to harness the full potential of their data.

**Average Rating:** 4.5/5.0

**Total Reviews:** 55

#### How Do G2 Users Rate Secoda?

- **Ease of Use:** 8.2/10 (Category avg: 8.7/10)
- **Metadata Management:** 9.3/10 (Category avg: 9.0/10)
- **Data Discovery:** 8.2/10 (Category avg: 8.8/10)
- **Automation Features:** 7.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Secoda?

- **Seller:** [Secoda](https://www.g2.com/sellers/secoda)
- **Year Founded:** 2021
- **HQ Location:** Toronto, CA
- **Twitter:** @SecodaHQ  
923 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8f1837632c4ab80c8e59891b62d653832890bc68b79a494f0d793f7a5eb73e02&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsecodahq%2Fabout&secure%5Burl_type%5D=linkedin_company_website)  
19 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Financial Services
- **Company Size:** 65% Medium, 18% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **data lineage** feature of Secoda for enhancing metadata integration and facilitating easy discovery across teams.
- Users appreciate the **self-serve onboarding** of Secoda, making it easy to empower teams with data governance.
- Users value the **integration capabilities** of Secoda, seamlessly connecting to platforms like Looker Studio and Salesforce.
- Users appreciate the **ease of use** of Secoda, making it accessible for both tech and non-tech users.
- Users find the **data management features** in Secoda invaluable for knowledge sharing and simplifying data understanding.

##### Cons

- Users find the **learning difficulty** with Secoda's settings and integrations frustrating, particularly for nontechnical team members.
- Users note the **product immaturity** of Secoda, with bugs and missing features as challenges to their experience.
- Users highlight the need for significant **improvement** in functionality and usability to derive real value from Secoda.
- Users note the **limited functionality** of Secoda, stating it lacks essential features and struggles with usability.
- Users experience **performance issues** with Secoda, facing syncing problems and minor bugs that hinder usability.

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

**["Making real progress with metadata, lineage, documentation and AI use cases"](https://www.g2.com/survey_responses/secoda-review-11392959)**

**Rating:** 4.5/5.0 stars

_— Verified User in Financial Services_

[Read full review](https://www.g2.com/survey_responses/secoda-review-11392959)

**["Secoda offers great integration with Snowflake, dbt, Tableau for Data Cataloging and AI assistance"](https://www.g2.com/survey_responses/secoda-review-11049626)**

**Rating:** 5.0/5.0 stars

_— Surya Kant M._

[Read full review](https://www.g2.com/survey_responses/secoda-review-11049626)

### [IBM watsonx.data intelligence](https://www.g2.com/products/ibm-watsonx-data-intelligence/reviews)

IBM watsonx.data intelligence revolutionizes the way organizations curate, manage, and utilize data by leveraging the power of AI to simplify data delivery across hybrid ecosystems. IBM watsonx.data intelligence is a comprehensive solution that integrates capabilities such as data governance (formerly IBM Knowledge Catalog), data lineage (formerly IBM Manta Data Lineage), data sharing, and data quality management. It empowers organizations to discover, trust, and access meaningful data, providing consumers with reliable data products. Explore Demo Library - https://www.ibm.com/products/watsonx-data-intelligence/demo-library Start your free trial - https://dataplatform.cloud.ibm.com/registration/stepone?context=df&apps=all&uucid=1227cc9e37cb9292&preselect\_region=true

**Average Rating:** 4.2/5.0

**Total Reviews:** 24

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

- **Ease of Use:** 8.4/10 (Category avg: 8.7/10)
- **Metadata Management:** 8.3/10 (Category avg: 9.0/10)
- **Data Discovery:** 8.9/10 (Category avg: 8.8/10)
- **Automation Features:** 9.4/10 (Category avg: 8.5/10)

#### Who Is the Company Behind IBM watsonx.data intelligence?

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **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®
- **Ownership:** SWX:IBM

#### Who Uses This Product?

- **Company Size:** 38% Small, 34% Large

#### What Do G2 Reviewers Say About IBM watsonx.data intelligence?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **automation features** of IBM watsonx.data intelligence, simplifying data flow understanding and reducing manual efforts.
- Users value the **automated data lineage visualization** of IBM watsonx.data intelligence for improved understanding and governance of data flows.
- Users value the **data lineage capabilities** of IBM Watsonx.data intelligence, enhancing data governance and visualization across systems.
- Users appreciate the **ease of use** of IBM Manta Data Lineage, enhancing understanding and governance of data flows.
- Users value the **efficiency** of IBM watsonx.data intelligence, streamlining data management and enhancing governance processes significantly.

##### Cons

- Users face **complex implementation** challenges due to intricate setups and integration issues, requiring specialized expertise.
- Users experience **setup complexity** with IBM watsonx.data intelligence, requiring specialized expertise and potentially high costs for implementation.
- Users find the **implementation cost to be high** , making it potentially out of reach for many organizations.
- Users find that **specialized expertise is required** for proper implementation of IBM watsonx.data intelligence, complicating the setup process.
- Users find the **extra costs** associated with IBM watsonx.data intelligence to be a significant barrier to access.

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

**["Intuitive Data Lineage Solution"](https://www.g2.com/survey_responses/ibm-watsonx-data-intelligence-review-10653356)**

**Rating:** 4.5/5.0 stars

_— srikanth c._

[Read full review](https://www.g2.com/survey_responses/ibm-watsonx-data-intelligence-review-10653356)

**["Good Data Management Tool !"](https://www.g2.com/survey_responses/ibm-watsonx-data-intelligence-review-10711565)**

**Rating:** 4.0/5.0 stars

_— Rahul C._

[Read full review](https://www.g2.com/survey_responses/ibm-watsonx-data-intelligence-review-10711565)

### [DataHub](https://www.g2.com/products/datahub/reviews)

DataHub is an event-driven AI and Data Context Platform designed to unify discovery, governance, and observability across an organization’s entire data estate. Unlike traditional data catalogs, DataHub Cloud offers real-time updates, automatic policy enforcement, and seamless integration with over 100 data sources. This ensures that organizations can maintain data quality, compliance, and AI-readiness at scale, addressing the complexities of modern data management. Targeted at data teams, governance professionals, and AI practitioners, DataHub serves a diverse audience that includes data engineers, analysts, data stewards, and compliance officers. The platform is particularly beneficial for organizations that require a centralized source of truth for all metadata across various environments, such as data warehouses, lakes, business intelligence platforms, machine learning systems, and AI agents. By consolidating data management processes, DataHub enhances collaboration and efficiency within data teams, enabling them to work more effectively. One of the standout features of DataHub is its automated data lineage tracking, which operates down to the column level. This capability allows teams to quickly assess the impact of any upstream changes, facilitating faster debugging of quality issues and helping to avert costly incidents before they escalate to production. Additionally, the platform employs AI-powered functionalities to manage repetitive tasks associated with metadata, such as documentation generation, intelligent glossary classification, and sensitive data tagging. This automation empowers data professionals to concentrate on higher-value activities, thereby increasing overall productivity. For data governance and compliance teams, DataHub offers robust tools for continuous policy enforcement, role-based access controls, and personally identifiable information (PII) detection. The platform is designed to support regulatory standards such as GDPR, HIPAA, and PCI, all while minimizing manual oversight. This ensures that organizations can maintain compliance without the burden of extensive manual processes. Furthermore, for AI and ML teams, DataHub provides the reliable data context essential for developing trustworthy AI agents and models, fostering innovation and improving outcomes. With backing from prominent investors like Bessemer Venture Partners, LinkedIn, and 8VC, DataHub has gained the trust of leading organizations, including Netflix, Visa, Slack, and Pinterest. This widespread adoption underscores the platform's effectiveness in transforming data operations and enhancing the overall data management landscape. For more information, visit datahub.com.

**Average Rating:** 4.4/5.0

**Total Reviews:** 8

#### How Do G2 Users Rate DataHub?

- **Ease of Use:** 8.5/10 (Category avg: 8.7/10)

#### Who Is the Company Behind DataHub?

- **Seller:** [DataHub](https://www.g2.com/sellers/datahub)
- **Company Website:** datahub.com
- **Year Founded:** 2013
- **HQ Location:** Palo Alto, California
- **Twitter:** @DataHubCloud  
720 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3bd1d36e5d2d4bc208233c3614bb4b96e93f6a8f17220249e845e529343d3dd0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdatahub-cloud%2F&secure%5Burl_type%5D=linkedin_company_website)  
18 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 63% Medium, 25% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **ease of use** of DataHub, enhancing organization and simplifying data sharing and management.
- Users value the **connectivity with a wide number of tools** , enhancing their productivity and integration capabilities.
- Users value the **ease of use and free access** of DataHub as an open source data catalog tool.
- Users value the **accuracy** of DataHub, finding it simplifies complex data lineage effortlessly.
- Users love the **affordability** of DataHub, appreciating its free and open-source nature for effortless access.

##### Cons

- Users struggle with **integration issues** due to insufficient support for DBT and data quality tests in DataHub.
- Users face **dependency issues** as some owners must invest effort, impacting the overall value of DataHub.
- Users find the **difficult interface** of DataHub can be clunky, impacting the overall user experience.
- Users find a **lack of features** , notably missing integrations for data quality tests and dbt support.
- Users find that **performance with large datasets** can slow down operations, making management cumbersome at times.

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

**["Easy and Efficient Tool!"](https://www.g2.com/survey_responses/datahub-review-10781084)**

**Rating:** 4.5/5.0 stars

_— Kessie M._

[Read full review](https://www.g2.com/survey_responses/datahub-review-10781084)

**["Easy to use data Catalog tool"](https://www.g2.com/survey_responses/datahub-review-10768422)**

**Rating:** 4.0/5.0 stars

_— Siddharth N._

[Read full review](https://www.g2.com/survey_responses/datahub-review-10768422)

### [Dawiso](https://www.g2.com/products/dawiso/reviews)

Dawiso is a modern, user-friendly data catalog and governance platform supporting the data democratisation of data-driven companies. With active metadata management, Dawiso enables everybody in an organisation, regardless of their technical knowhow, to work with data comfortably and to feel confident talking about it. As a result, everybody can make data-informed decisions.

**Average Rating:** 4.7/5.0

**Total Reviews:** 12

#### How Do G2 Users Rate Dawiso?

- **Ease of Use:** 9.4/10 (Category avg: 8.7/10)
- **Metadata Management:** 9.0/10 (Category avg: 9.0/10)
- **Data Discovery:** 10.0/10 (Category avg: 8.8/10)
- **Automation Features:** 8.8/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Dawiso?

- **Seller:** [Dawiso](https://www.g2.com/sellers/dawiso)
- **Year Founded:** 2019
- **HQ Location:** Prague 1, Prague
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=59eede1584c66cc9e9ce6c0c92e295b5818c76f25a676c1db360ba916b69042a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdawiso%2F&secure%5Burl_type%5D=linkedin_company_website)  
37 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 42% Medium, 33% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **ease of use** of Dawiso, finding it intuitive and efficient for managing their work.
- Users value the **clean and intuitive interface** of Dawiso, enhancing their overall organization and management experience.
- Users appreciate the **AI-powered automation** for tagging and classifying metadata, greatly enhancing data management efficiency.
- Users benefit from Dawiso's **AI-powered automation** for easy management and classification of metadata assets.
- Users value the **AI-powered automation** of Dawiso, simplifying metadata management for greater efficiency.

##### Cons

- Users report **bugs in CRM integration** , leading to challenges in maintaining smooth and efficient workflows.
- Users find a **steep learning curve** with Dawiso, compounded by the lack of comprehensive documentation.
- Users face a **steep learning curve** due to the limited documentation, making the experience more challenging.
- Users find the **limited features** of Dawiso hinder their ability to manage complex workflows effectively.
- Users find the **limited advanced features** of Dawiso challenging when managing complex workflows.

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

**["Dawiso Review"](https://www.g2.com/survey_responses/dawiso-review-10638443)**

**Rating:** 4.0/5.0 stars

_— Paulina L._

[Read full review](https://www.g2.com/survey_responses/dawiso-review-10638443)

**["Dawiso Centralizes Knowledge and Keeps Everyone Aligned"](https://www.g2.com/survey_responses/dawiso-review-13076994)**

**Rating:** 4.5/5.0 stars

_— Verified User in Banking_

[Read full review](https://www.g2.com/survey_responses/dawiso-review-13076994)

### [ER/Studio](https://www.g2.com/products/er-studio/reviews)

What is ER/Studio? ER/Studio is an enterprise data modeling platform that helps organizations design, manage, and govern data assets across complex environments. It connects business requirements to technical implementation through conceptual, logical, and physical models, creating a single source of truth for enterprise data. Design and Collaborate Design data models and keep teams aligned with ER/Studio’s multi-user shared repository and web-based portal, Team Server. The centralized repository supports version control, role-based access, and parallel development so multiple modelers can work simultaneously while maintaining a complete change history. Team Server extends collaboration beyond architects by providing browser-based access for business and technical stakeholders to explore models, review definitions, and participate in discussions. Build, version, and review models on premises or across cloud-based platforms like Snowflake, Databricks, Azure Synapse, and Oracle to maintain accuracy, consistency, and visibility throughout your data ecosystem. Govern and Standardize Drive trusted analytics with standardized data definitions and integrated governance. ER/Studio connects business glossaries and data dictionaries while syncing seamlessly with Microsoft Purview and Collibra, ensuring consistent terminology, clear documentation, and enterprise-wide compliance from model creation to delivery. Accelerate with AI ER/Studio includes ERbert, an AI Data Modeling Assistant that converts plain-language business requests into structured data models. This feature saves time, reduces manual effort, and helps teams deliver faster. Why Organizations Choose ER/Studio - Intuitive interface preferred by data architects - Unified modeling environment for all major database platforms - Seamless collaboration between technical and business users - Enterprise-scale architecture for standardization and governance - Integrated AI and metadata management for faster delivery ER/Studio empowers enterprise data teams to build trusted, well-governed data architectures that accelerate analytics, reduce risk, and improve organizational understanding of data.

**Average Rating:** 4.0/5.0

**Total Reviews:** 14

#### How Do G2 Users Rate ER/Studio?

- **Ease of Use:** 8.9/10 (Category avg: 8.7/10)

#### Who Is the Company Behind ER/Studio?

- **Seller:** [Idera, Inc.](https://www.g2.com/sellers/idera-inc-2026-07-14)
- **Company Website:** erstudio.com
- **Year Founded:** 2007
- **HQ Location:** Austin, US
- **Twitter:** @MigrationWiz  
482 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b09e941fe0e0200fe0f682d4a7f5cbf7341776ce19a673d3ba3d6f06996e966b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fshowcase%2Fidera-er-studio%2F&secure%5Burl_type%5D=linkedin_company_website)  
73 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 59% Large, 29% Medium

#### What Do G2 Reviewers Say About ER/Studio?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **intuitive user interface** of ER/Studio, which simplifies complex database management and enhances collaboration.
- Users find ER/Studio's **ease of use** impressive, appreciating its intuitive interface and seamless database integration.
- Users praise ER/Studio for its **powerful features** , enhancing database design and collaboration efficiently.
- Users love ER/Studio for its **seamless collaboration** that simplifies complex database design and data tracking.
- Users value the **excellent customer support** provided by ER/Studio, enhancing their overall experience with the tool.

##### Cons

- Users find the **dashboard overwhelming** , especially beginners who may struggle to navigate effectively.
- Users find the **dashboard overwhelming** which can hinder the learning process for beginners.
- Users are frustrated with the **limited database support** as it remains client/server based, missing cloud-based options.
- Users feel the **outdated design** of ER/Studio is a drawback, lacking the modern cloud-based SaaS functionality.
- Users find the **dashboard overwhelming** for beginners, making it difficult to navigate and utilize effectively.

#### What Are Recent G2 Reviews of ER/Studio?

**["Easy-to-Understand Diagrams That Keep Our Data Model Organized"](https://www.g2.com/survey_responses/er-studio-review-13177215)**

**Rating:** 5.0/5.0 stars

_— Aniket P._

[Read full review](https://www.g2.com/survey_responses/er-studio-review-13177215)

**["ER/Studio: Strengths and Limitations"](https://www.g2.com/survey_responses/er-studio-review-13002214)**

**Rating:** 4.5/5.0 stars

_— Verified User in Real Estate_

[Read full review](https://www.g2.com/survey_responses/er-studio-review-13002214)

#### What Are G2 Users Discussing About ER/Studio?

- [What does a data architect do?](https://www.g2.com/discussions/what-does-a-data-architect-do)
- [What is Data Architect tool?](https://www.g2.com/discussions/what-is-data-architect-tool)
- [What is embarcadero ER Studio?](https://www.g2.com/discussions/what-is-embarcadero-er-studio)
- [What is ER Studio used for?](https://www.g2.com/discussions/what-is-er-studio-used-for)

### [Validio](https://www.g2.com/products/validio/reviews)

Validio helps Fortune 2000 enterprises and leading tech companies like Nordea, AllianceBernstein, Walden, Point Predictive, and Truecaller improve the reliability of their analytical and operational data. Validio's AI-powered platform automatically monitors and validates both data and business KPIs, surfacing issues in real-time. This enables confident data-driven decision making across business domains such as user experiences, personalization, growth, and product development.

**Average Rating:** 5.0/5.0

**Total Reviews:** 16

#### How Do G2 Users Rate Validio?

- **Ease of Use:** 9.6/10 (Category avg: 8.7/10)
- **Metadata Management:** 10.0/10 (Category avg: 9.0/10)
- **Data Discovery:** 9.4/10 (Category avg: 8.8/10)
- **Automation Features:** 9.4/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Validio?

- **Seller:** [Validio](https://www.g2.com/sellers/validio)
- **Year Founded:** 2019
- **HQ Location:** Stockholm, SE
- **Twitter:** @Validio\_Data  
65 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=254932f204cf00eb40826392664feff23c58038846d44a13391b87715c9135dd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fvalidio-ab%2F&secure%5Burl_type%5D=linkedin_company_website)  
36 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 63% Medium, 25% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find Validio's **easy data validation setup** enhances monitoring and ensures quick responses to quality issues.
- Users highlight the **ease of use** of Validio, making setup and implementation a seamless experience.
- Users value the **ease of setting up ML validations** in Validio, enhancing data quality monitoring and responsiveness.
- Users value the **access ease** of Validio, facilitating quick setup and efficient data validation for new datasets.

##### Cons

- Users desire greater **customizability in filtering segments** for validations, which currently limits their flexibility.
- Users find the **limited customization** of Validio restrictive, particularly for advanced features and reporting needs.

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

**["Validio is an automated data observability and quality platform that enhances data team productivity"](https://www.g2.com/survey_responses/validio-review-11907076)**

**Rating:** 5.0/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/validio-review-11907076)

**["Journey with Validio"](https://www.g2.com/survey_responses/validio-review-11838087)**

**Rating:** 4.5/5.0 stars

_— Ratiu V._

[Read full review](https://www.g2.com/survey_responses/validio-review-11838087)

### [Metadata2Go.com](https://www.g2.com/products/metadata2go-com/reviews)

Metadata2Go is an online platform that specializes in reading and extracting metadata from various types of files. It offers tools to view detailed information about files, such as images, documents, videos, and audio files. Accessibility and Usability Web-Based: Accessible directly from the browser with no need for software installation. Free to Use: Offers free access to all its metadata extraction tools. User-Friendly Interface: Designed to be intuitive, making it easy for users to upload files and view metadata. Privacy and Security: Ensures that uploaded files are secure and deleted after extraction to protect user privacy. Overall, Metadata2Go provides a simple and effective way to extract and view detailed metadata from various types of files, making it a valuable tool for anyone needing to analyze file information for personal, professional, or technical purposes.

**Average Rating:** 4.6/5.0

**Total Reviews:** 4

#### How Do G2 Users Rate Metadata2Go.com?

- **Ease of Use:** 9.6/10 (Category avg: 8.7/10)
- **Metadata Management:** 9.2/10 (Category avg: 9.0/10)
- **Data Discovery:** 8.3/10 (Category avg: 8.8/10)
- **Automation Features:** 7.8/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Metadata2Go.com?

- **Seller:** [Metadata2Go.com](https://www.g2.com/sellers/metadata2go-com)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=132e7864acf174fa1a5a16c6254879cb11ea66cef0a101b8af2420588996661b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fqaamgo%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Small, 25% Large

#### What Are Recent G2 Reviews of Metadata2Go.com?

**["Extract File Information with Metadata2Go.com"](https://www.g2.com/survey_responses/metadata2go-com-review-10319804)**

**Rating:** 5.0/5.0 stars

_— Mona K._

[Read full review](https://www.g2.com/survey_responses/metadata2go-com-review-10319804)

**["Good product for Metadata Management."](https://www.g2.com/survey_responses/metadata2go-com-review-10709786)**

**Rating:** 4.0/5.0 stars

_— Rahul C._

[Read full review](https://www.g2.com/survey_responses/metadata2go-com-review-10709786)

### [Sweep](https://www.g2.com/products/sweep/reviews)

Sweep is the agentic layer for enterprise systems, giving AI agents the context they need to understand, plan, and govern changes across platforms including Salesforce, ServiceNow, and Snowflake. By connecting discovery, design, build, and monitoring into one continuous workflow, Sweep helps teams compress enterprise transformation from months to days. Founded in 2021, Sweep is trusted by enterprises including Brex, Wix, LG Electronics, and SailPoint.

**Average Rating:** 4.9/5.0

**Total Reviews:** 38

#### How Do G2 Users Rate Sweep?

- **Ease of Use:** 9.3/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Sweep?

- **Seller:** [Sweep](https://www.g2.com/sellers/sweep)
- **Company Website:** www.sweep.io
- **Year Founded:** 2021
- **HQ Location:** New York, US
- **Twitter:** @sweep\_io  
25 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=00cfd48164e455738019bec71c744a8ff231a3e573febec9c390979afdffee5d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsweephq%2F&secure%5Burl_type%5D=linkedin_company_website)  
83 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 68% Medium, 26% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users rave about the **exceptional customer support** from Sweep, highlighting quick responses and knowledgeable assistance.
- Users find Sweep to be **simple and efficient** , making it easy to manage data and workflows effectively.
- Users highlight the **user-friendliness** of Sweep for Salesforce, enabling easy changes and excellent support from the team.
- Users love the **powerful automations** in Sweep, significantly increasing efficiency and simplifying complex processes.
- Users value the **automation capabilities** of Sweep, significantly enhancing efficiency and simplifying complex tasks with support.

##### Cons

- Users face **limitations in customization** with Sweep, requiring Salesforce for advanced flows and facing ordering challenges.
- Users find **limited customization** in Sweep, requiring additional Salesforce involvement for essential record management and modifications.
- Users find the **limited features** of Sweep frustrating, especially regarding record creation and AI interaction capabilities.
- Users notice some **software bugs** , but appreciate the team's rapid response and willingness to fix issues quickly.
- Users are frustrated by the **lack of admin control** in Sweep, limiting their ability to customize records effectively.

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

**["5x any SFDC RevOps pro with Sweep"](https://www.g2.com/survey_responses/sweep-review-7365473)**

**Rating:** 4.5/5.0 stars

_— Eric P._

[Read full review](https://www.g2.com/survey_responses/sweep-review-7365473)

**["A Game-Changer for Sales Operations and Admins"](https://www.g2.com/survey_responses/sweep-review-12979534)**

**Rating:** 5.0/5.0 stars

_— Natalie S._

[Read full review](https://www.g2.com/survey_responses/sweep-review-12979534)

### [TopQuadrant](https://www.g2.com/products/topquadrant/reviews)

TopBraid EDG is a comprehensive data governance platform designed to help organizations manage, connect, and make sense of their data assets with unmatched flexibility and transparency. Powered by semantic web standards and knowledge graph technology, TopBraid EDG helps build an AI-ready data foundation for governing your data at scale. By seamlessly integrating taxonomies, ontologies, structured and unstructured data, and policies, TopBraid EDG enables dynamic, enterprise-wide semantic interoperability to connect disparate systems, drive smarter decision-making and compliance that inject policy into the data layer. With its scalable, extensible architecture, TopBraid EDG empowers organizations to unlock the full potential of their data while maintaining trust, accuracy, and agility.

**Average Rating:** 4.7/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate TopQuadrant?

- **Ease of Use:** 6.7/10 (Category avg: 8.7/10)
- **Metadata Management:** 10.0/10 (Category avg: 9.0/10)
- **Data Discovery:** 8.3/10 (Category avg: 8.8/10)
- **Automation Features:** 10.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind TopQuadrant?

- **Seller:** [TopQuadrant](https://www.g2.com/sellers/topquadrant)
- **Company Website:** topquadrant.com
- **Year Founded:** 2001
- **HQ Location:** Raleigh, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7b5b6537de97af93510ed6f642ec255955f2818c10f7158602f57859abfa4895&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftopquadrant&secure%5Burl_type%5D=linkedin_company_website)  
35 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Medium

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

**["Rich HTTP Integration Support That Makes Taxonomy Workflows Easier"](https://www.g2.com/survey_responses/topquadrant-review-12512470)**

**Rating:** 5.0/5.0 stars

_— Verified User in Health, Wellness and Fitness_

[Read full review](https://www.g2.com/survey_responses/topquadrant-review-12512470)

**["Empowers Small Teams with Robust Metadata Reuse"](https://www.g2.com/survey_responses/topquadrant-review-12536057)**

**Rating:** 5.0/5.0 stars

_— Carrie H._

[Read full review](https://www.g2.com/survey_responses/topquadrant-review-12536057)

### [Dataedo](https://www.g2.com/products/dataedo/reviews)

Dataedo is a comprehensive data governance platform designed for mid-sized organizations seeking to catalog, document, and manage their data assets efficiently. It provides a centralized, intuitive solution that enhances data visibility, improves collaboration, and ensures compliance with industry regulations. Dataedo seamlessly integrates with all your data sources, giving you a clear picture of your data ecosystem in one place. It supports databases, ETLs, BI tools, applications, and data lakes through 50+ native connectors. It works with modern cloud solutions, on-premises systems, and legacy platforms. Key features of Dataedo include: - Data Catalog: Organize and document data assets for easy discovery and understanding. - Data Lineage: Visualize data flows and transformations to enhance transparency. - Data Quality: Define data validation rules to maintain data accuracy. - Data Classification: Identify and label sensitive data to support compliance with regulations such as GDPR, HIPAA, and CCPA. - Business Glossary: Standardize terminology to improve data literacy and communication. - Collaboration and Workflows: Enable teams to collaborate effectively with built-in community modules and approval workflows. - Data Profiling: Gain insights into the actual values stored in the database. Dataedo is trusted by over 1,000 organizations across industries, including financial services, government, healthcare, and education. It is an ideal solution for mid-sized companies and enterprises looking for an efficient, easy-to-use data governance tool. Start your data governance journey with Dataedo today and unlock the full potential of your data assets.

**Average Rating:** 5.0/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Dataedo?

- **Ease of Use:** 10.0/10 (Category avg: 8.7/10)
- **Metadata Management:** 10.0/10 (Category avg: 9.0/10)
- **Data Discovery:** 8.3/10 (Category avg: 8.8/10)
- **Automation Features:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Dataedo?

- **Seller:** [Dataedo](https://www.g2.com/sellers/dataedo)
- **Year Founded:** 2013
- **HQ Location:** Raleigh, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3ce6fc8f2407f28388b7f0dc65f087592993847aa39e255fcf068f621950c3a7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdataedo&secure%5Burl_type%5D=linkedin_company_website)  
40 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Medium, 50% Small

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

**["Dataedo greatly benefits work of Data Engineers and Business Analysts"](https://www.g2.com/survey_responses/dataedo-review-4749497)**

**Rating:** 5.0/5.0 stars

_— Verified User in Retail_

[Read full review](https://www.g2.com/survey_responses/dataedo-review-4749497)

**["Unlocking data insights with Dataedo"](https://www.g2.com/survey_responses/dataedo-review-9983294)**

**Rating:** 5.0/5.0 stars

_— Vipin G._

[Read full review](https://www.g2.com/survey_responses/dataedo-review-9983294)

#### What Are G2 Users Discussing About Dataedo?

- [What is called metadata?](https://www.g2.com/discussions/what-is-called-metadata)
- [How much does Dataedo cost?](https://www.g2.com/discussions/how-much-does-dataedo-cost)
- [Is Dataedo free?](https://www.g2.com/discussions/is-dataedo-free) - 1 comment

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