--- title: Atlan Reviews meta_title: 'Atlan Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 132 reviews by the users' company size, role or industry to find out how Atlan works for a business like yours. aggregate_rating: rating_value: 4.5 review_count: 132 scale: '5' date_modified: '2026-07-17' parent_category: name: IT Infrastructure url: https://www.g2.com/categories/it-infrastructure --- # Atlan Reviews **Vendor:** Atlan **Category:** [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog) **Average Rating:** 4.5/5.0 **Total Reviews:** 132 ## About Atlan 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. ## Atlan Pros & Cons **What users like:** - Users commend Atlan for its **ease of use** , enabling smooth data collaboration and making data management accessible to everyone. (7 reviews) - Users value Atlan's **powerful data discovery and collaboration features** , enhancing data quality, governance, and accessibility. (6 reviews) - Users value the **seamless collaboration** with Atlan, enhancing data understanding and team efficiency across organizations. (5 reviews) - Users appreciate the **superior data cataloging** capabilities of Atlan, enhancing data discovery and collaboration effortlessly. (5 reviews) - Users appreciate the **easy setup** of Atlan, which enhances collaboration and streamlines workflows effortlessly. (4 reviews) - Integration Support (4 reviews) - Metadata Management (4 reviews) - Customer Experience (3 reviews) - Users praise the **super quick response/support** from the Atlan team, enhancing their overall experience significantly. (3 reviews) - Users value the **lineage feature** of Atlan for its ability to seamlessly integrate and reveal data dependencies. (3 reviews) **What users dislike:** - Users face **integration issues** with Atlan, particularly with Teams and non-native database setups requiring complex configurations. (4 reviews) - Users experience significant **dependency issues** in Atlan, hindering functionality and complicating automated updates and integrations. (3 reviews) - Users note the **limited customization** of Atlan, wishing for more flexibility to suit diverse team workflows. (3 reviews) - Users experience **slow technical support** and inaccuracies in resolutions, impacting their overall satisfaction with Atlan. (3 reviews) - Users experience **limited customization and technical complexity** in Atlan's UI, making it challenging for non-technical users. (3 reviews) - UX Improvement (3 reviews) - Alert Overload (2 reviews) - Bug Issues (2 reviews) - Bugs (2 reviews) - Users often face **data lineage issues** due to overwhelming search results and lack of filtering options in Atlan. (2 reviews) - [View Atlan pricing details and edition comparison](https://www.g2.com/products/atlan/reviews?page=5&qs=pros-and-cons§ion=pricing&secure%5Bexpires_at%5D=2026-07-22+17%3A57%3A42+-0500&secure%5Bsession_id%5D=2994724a-c235-4dbe-bdc4-31ebca64d62d&secure%5Btoken%5D=9f6a9b0fadbb7204f935952813c6b798a2304b67a7e38b2ef0a5f2842f2dc2b9&format=llm_user) ## Atlan Integrations - [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) - [dbt](https://www.g2.com/products/dbt/reviews) - [Fivetran](https://www.g2.com/products/fivetran/reviews) - [Immuta](https://www.g2.com/products/immuta/reviews) - [Jira](https://www.g2.com/products/jira/reviews) - [Maia](https://www.g2.com/products/matillion-maia/reviews) - [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) - [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) - [SAP Datasphere](https://www.g2.com/products/sap-datasphere/reviews) - [ServiceNow App Engine](https://www.g2.com/products/servicenow-app-engine/reviews) - [ServiceNow IT Service Management](https://www.g2.com/products/servicenow-it-service-management/reviews) - [Slack](https://www.g2.com/products/slack/reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) - [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) ## Atlan Features **Data Governance** - User Access Management - Dynamic Data Masking - Data Lineage **Administration** - Data Modelling - Recommendations - Workflow Management - Dashboards and Visualizations **Data Management** - Data Integration - Data Discovery - Multi - Platform - Metadata **Management** - Business Glossary - Data Discovery - Data Profililng - Reporting and Visualization - Data Lineage **Data Management** - Data Integration - Metadata - Self-service - Automated workflows **Data management** - Metadata Management - Automation Features - Collaboration - Data Lineage - Data Discovery **Agentic AI - DataOps Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Decision Making **Data Preparation** - Search - Data Quality and Cleansing - Data Transformation - Data Modeling **Compliance** - Sensitive Data Compliance - Training and Guidelines - Policy Enforcement - Compliance Monitoring **Analytics** - Data Analytics **Security** - Access Control - Roles Management - Compliance Management **Analytics** - Analytics capabilities - Dasboard visualizations **Reporting** - Intelligent Insights - Actionable Insights - Dashboards **Collaboration** - Commenting - Profiling and Classification - Business and Data Glossary - Metadata Management **Data Quality** - Data Preparation - Data Distribution - Data Unification **Security** - Compliance - Governance - Data Protection **Maintainence** - Data Quality Management - Policy Management **Monitoring and Management** - Data Observability - Testing capabilities **Generative AI** - AI Text Generation - AI Text Summarization **Functionality** - Identification - Correction - Normalization - Preventative Cleaning - Data Matching **Cloud Deployment** - Hybrid cloud support - Cloud migration capabilities **Generative AI** - AI Text Generation - AI Text Summarization **Generative AI** - AI Text Generation - AI Text Summarization **Management** - Reporting - Automation - Quality Audits - Dashboard - Governance **Generative AI** - AI Text Generation - AI Text Summarization **Generative AI** - AI Text Generation - AI Text Summarization **Agentic AI - Data Governance** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Decision Making **Agentic AI - Data Fabric** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Decision Making **Generative AI** - AI Text Generation - AI Text Summarization **Agentic AI - Machine Learning Data Catalog** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Decision Making ## Top Atlan Alternatives - [Collibra](https://www.g2.com/products/collibra/reviews) - 4.2/5.0 (99 reviews) - [Secoda](https://www.g2.com/products/secoda/reviews) - 4.5/5.0 (55 reviews) - [Alation](https://www.g2.com/products/alation/reviews) - 4.4/5.0 (89 reviews)