--- title: Atlan Reviews meta_title: 'Atlan Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 131 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: 131 scale: '5' date_modified: '2026-07-07' 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:** 131 ## 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 praise Atlan for its **ease of use** , making data collaboration seamless and accessible for everyone. (7 reviews) - Users value Atlan’s **great data discovery features** and smooth collaboration, significantly enhancing their data management experience. (6 reviews) - Users value Atlan's **seamless data collaboration** , making it easy to share, understand, and trust their data. (5 reviews) - Users appreciate the **exceptional data cataloging** features of Atlan, enhancing data discovery and collaboration effortlessly. (5 reviews) - Users appreciate the **easy setup** of Atlan, enabling a seamless integration and efficient collaboration on data. (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 Teams and other databases, hindering streamlined workflows and requests. (4 reviews) - Users experience **dependency issues** with Atlan, limiting its value due to vulnerabilities and lack of integrations. (3 reviews) - Users express concerns over **limited customization** options in Atlan, hindering adaptation to unique team workflows. (3 reviews) - Users experience **slow technical support** and occasional inaccuracies in issue resolution, affecting overall satisfaction with Atlan. (3 reviews) - Users face **user interface issues** with limited customization, technical navigation, and challenges in usability for business 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) ## Atlan Reviews ### 1. Atlan for modern data management **Rating:** 5.0/5.0 stars **Reviewed by:** Arijit S. | Chief Technology Officer, Mid-Market (51-1000 emp.) **Reviewed Date:** December 22, 2024 **What do you like best about Atlan?** Our experience with Atlan has been exceptionally positive, from initial exploration and technical evaluation to implementation and ongoing operational support. We included Atlan as part of our data infrastructure due to its intuitive user interface, robust product features, and forward-looking vision. Atlan's compatibility with the rest of our modern data stack (Snowflake, dbt, Sigma Computing) and other enterprise tools such as Slack, Google Workspace, and Chrome was a key factor, too. The Atlan team provided ample opportunity to carry out a Proof of Concept (POC) and Proof of Value (POV), which included live demonstrations of functionalities to the various data stakeholders. Additionally, Atlan's pricing and support model were both reasonable and adaptable. Setting up the platform was swift, with a few hours of onboarding calls spread over a week. We could quickly run scans on our Snowflake instance and set up integrations with other platforms like dbt. Later, when support for Sigma Computing was introduced, we could integrate the same on our own. Features such as web search of metadata and detailed column-level lineage for root cause and impact analysis were an instant hit with our data power users. The Atlan customer success team was meticulous in providing us with the necessary support to improve the adoption and engagement on the platform. They consistently strive to understand our specific use cases, deliverables, and business outcomes to provide optimal support. We appreciate how the Atlan team has supported us so far with active metadata management and helping improve the governance of our data and machine learning products. **What do you dislike about Atlan?** A strong product roadmap backs the vision, but the communication regarding the upcoming features and releases can be better. The concepts of Personas and Purpose overlap, and explaining them to most stakeholders is difficult. **What problems is Atlan solving and how is that benefiting you?** Helping find information about data is easier in a self service way that reduces dependency on data engineers and helps them focus on writing code. The lineage helps during impact analysis and troubleshooting. Establishing a better data governance is easier with a tool like ATlan. ### 2. Gratitude towards Atlan **Rating:** 5.0/5.0 stars **Reviewed by:** Param S. | Data Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** November 04, 2025 **What do you like best about Atlan?** Its user friendly data catalog and it is very supportive and collaborative. **What do you dislike about Atlan?** Limited customization for UI components. **What problems is Atlan solving and how is that benefiting you?** Ensuring good quality data. ### 3. Using Atlan for Data tagging/Classification **Rating:** 4.0/5.0 stars **Reviewed by:** Aikande M. | Director - Data Governance, Enterprise (> 1000 emp.) **Reviewed Date:** December 17, 2024 **What do you like best about Atlan?** The ability to apply definitions and tags for almost any data asset is useful, especially the feature to attach existing documentation as a resource. Great search feature, and ability to propagate tags downstream from objects. **What do you dislike about Atlan?** The UI is sometimes difficult to navigate, and there are some screens that may be more suitable to view as a table. There's also sometimes a steep learning curve to go from basic read-only use (or single asset management), to enabling mass-tagging/documentation efforts. **What problems is Atlan solving and how is that benefiting you?** Atlan is supporting our initiative to tag and classify all sensitive data in our source system and downstream applications. Being able to propagate tags and view lineage has been really useful. - [View Atlan pricing details and edition comparison](https://www.g2.com/products/atlan/reviews?filters%5Bsentiment_snippet%5D=1791592&qs=pros-and-cons§ion=pricing&secure%5Bexpires_at%5D=2026-07-10+18%3A44%3A48+-0500&secure%5Bsession_id%5D=f2231827-5301-4a5f-a8f4-dd659d7bcc91&secure%5Btoken%5D=e78b4404f1577c00bb2dbfbbc5f53f63b855ac44cae2739e1d350e66b9eca2e1&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) - [Alation](https://www.g2.com/products/alation/reviews) - 4.4/5.0 (89 reviews) - [Secoda](https://www.g2.com/products/secoda/reviews) - 4.5/5.0 (55 reviews)