# Best Active Metadata Management Software - Page 3

*By [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)*

Atlan is the top-ranked active metadata management platform in 2026, rated 4.5 out of 5 on G2 based on 100+ verified reviews. For enterprise-wide governance needs, Collibra delivers centralized data asset management, while Alation stands out for behavioral metadata-driven discovery that connects technical and business users.

1. Atlan — 4.5/5 (100+ reviews): Cross-stack lineage with governed data discovery
2. Collibra — 4.2/5 (100+ reviews): Enterprise-wide active metadata cataloging with governance lineage
3. Alation — 4.4/5 (90+ reviews): Behavioral metadata-driven data discovery and governance
4. ServiceNow Workflow Data Fabric — 4.3/5 (100+ reviews): Zero-copy metadata governance inside ServiceNow workflows
5. Cloudera — 4.1/5 (100+ reviews): Hadoop-native big data pipeline governance

*Updated June 2026. Based on 2026 G2 verified review data across 5 products.*


Active metadata management is a new form of data management where active metadata is used to provide clear, intelligible business insights to drive smart business decisions. Active metadata is the key factor that will allow businesses to improve the efficiency of data-driven decisions and initiatives. Metadata is data that describes data. Traditional data catalogs contain passive metadata—data not proactively used by the user unless initiated and includes models and schemas. This is where active metadata comes in. Active metadata enriches passive metadata to improve data cataloging and data management. It manages the metadata for operational purposes.

Traditional metadata management platforms focused on organizing and storing metadata, including an organization's data. Active metadata management brings in the "analysis" component to this data, helping data users analyze metadata and derive valuable and rational insights via automation. In simple terms, metadata management connects technical, business, and operational data, and when AI and machine learning are integrated into this relationship, active metadata management is born. Active metadata management platforms also have a component of machine learning to ensure resource allocation, capacity monitoring, etc. It also supports real-time collaboration.

Active metadata management software works very similarly to [machine learning data catalogs](https://www.g2.com/categories/machine-learning-data-catalog). The major difference, however, is that active metadata management encompasses the entire data ecosystem and is the successor to a machine learning data catalog. Active metadata management tools do not focus only on crawling, cataloging, and scrolling data with the help of machine learning but also set up a data management framework for all users in an organization. It is a building block of the DataOps architecture.

To qualify for inclusion in the Active Metadata Management category, a product must:

- Manage a company’s active metadata and provide intelligent, actionable insights
- Build a knowledge graph of metadata management 
- Support integration with API connectors for collaboration
- Enable personalization of recommendations for data analysis and adjacent management tools





## Top Active Metadata Management Software at a Glance
| # | Product | Rating | Best For | What Users Say |
|---|---------|--------|----------|----------------|
| 1 | [Atlan](https://www.g2.com/products/atlan/reviews) | 4.5/5.0 (132 reviews) | Cross-stack lineage with governed data discovery | "[Outstanding AI Features, Easy UI, and a Truly Responsive Atlan Team](https://www.g2.com/survey_responses/atlan-review-12721177)" |
| 2 | [erwin Data Modeler](https://www.g2.com/products/quest-software-erwin-data-modeler/reviews) | 4.2/5.0 (107 reviews) | — | "[A Serious, Professional Data Modeling Tool That Keeps Docs and Design Aligned](https://www.g2.com/survey_responses/erwin-data-modeler-review-12949097)" |
| 3 | [Collibra](https://www.g2.com/products/collibra/reviews) | 4.2/5.0 (99 reviews) | Enterprise-wide active metadata cataloging with governance lineage | "[Powerful Data Governance and Quality Platform](https://www.g2.com/survey_responses/collibra-review-12128662)" |
| 4 | [Alation](https://www.g2.com/products/alation/reviews) | 4.4/5.0 (89 reviews) | Behavioral metadata-driven data discovery and governance | "[Exceptional Tool and Team, Expanding Our Data Governance](https://www.g2.com/survey_responses/alation-review-12007948)" |
| 5 | [ServiceNow Workflow Data Fabric](https://www.g2.com/products/servicenow-workflow-data-fabric/reviews) | 4.3/5.0 (139 reviews) | Zero-copy metadata governance inside ServiceNow workflows | "[Zero-Copy, Real-Time Intelligence with ServiceNow Workflow Data Fabric](https://www.g2.com/survey_responses/servicenow-workflow-data-fabric-review-12543653)" |
| 6 | [Cloudera](https://www.g2.com/products/cloudera/reviews) | 4.1/5.0 (131 reviews) | Hadoop-native big data pipeline governance | "[Reliable Platform for Managing Large-Scale Data Pipelines](https://www.g2.com/survey_responses/cloudera-review-11455117)" |
| 7 | [DataGalaxy](https://www.g2.com/products/datagalaxy/reviews) | 4.8/5.0 (63 reviews) | Business-IT data lineage with automated metadata harvesting | "[A comprehensive and accessible tool to strengthen governance and trust in data](https://www.g2.com/survey_responses/datagalaxy-review-12911659)" |
| 8 | [Nexla](https://www.g2.com/products/nexla/reviews) | 4.6/5.0 (62 reviews) | Automated schema detection with no-code pipelines | "[Smooth Data Integration with Impressive Speed and UI](https://www.g2.com/survey_responses/nexla-review-12630612)" |
| 9 | [Select Star](https://www.g2.com/products/select-star/reviews) | 4.5/5.0 (55 reviews) | Column-level lineage with cross-stack data discovery | "[Intuitive Data Discovery Made Effortless](https://www.g2.com/survey_responses/select-star-review-11919348)" |
| 10 | [Informatica Enterprise Data Catalog](https://www.g2.com/products/informatica-enterprise-data-catalog/reviews) | 4.3/5.0 (19 reviews) | Informatica-native metadata discovery and lineage | "[Informatica EDC - must have tool for Data catalog use case](https://www.g2.com/survey_responses/informatica-enterprise-data-catalog-review-9083881)" |


## 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)


## 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**: ER/Studio (+0.96%) - Among all products in this category, ER/Studio recorded the largest rating increase compared to last month
*Last updated: July 20, 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.


## Which Active Metadata Management Software Is Best for Your Use Case?

- **Leader:** [Atlan](https://www.g2.com/products/atlan/reviews)
- **Highest Performer:** [DataGalaxy](https://www.g2.com/products/datagalaxy/reviews)
- **Easiest to Use:** [DataGalaxy](https://www.g2.com/products/datagalaxy/reviews)
- **Top Trending:** [Atlan](https://www.g2.com/products/atlan/reviews)
- **Best Free Software:** [Alation](https://www.g2.com/products/alation/reviews)


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## What Is Active Metadata Management Software?

[IT Infrastructure Software](https://www.g2.com/categories/it-infrastructure)

## What Software Categories Are Similar to Active Metadata Management Software?

- [Data Quality Tools](https://www.g2.com/categories/data-quality)
- [ETL Tools](https://www.g2.com/categories/etl-tools)
- [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms)
- [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog)
- [Data Governance Tools](https://www.g2.com/categories/data-governance-tools)
- [Data Fabric Software](https://www.g2.com/categories/data-fabric)
- [DataOps Platforms](https://www.g2.com/categories/dataops-platforms)
- [Data Observability Software](https://www.g2.com/categories/data-observability)