--- title: IBM watsonx.data intelligence Reviews meta_title: 'IBM watsonx.data intelligence Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 29 reviews by the users' company size, role or industry to find out how IBM watsonx.data intelligence works for a business like yours. aggregate_rating: rating_value: 4.2 review_count: 29 scale: '5' date_modified: '2026-07-17' parent_category: name: IT Management url: https://www.g2.com/categories/it-management --- # IBM watsonx.data intelligence Reviews **Vendor:** IBM **Category:** [Data Governance Tools](https://www.g2.com/categories/data-governance-tools) **Average Rating:** 4.2/5.0 **Total Reviews:** 29 ## About IBM watsonx.data intelligence 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 ## IBM watsonx.data intelligence Pros & Cons **What users like:** - Users value the **automation features** of IBM watsonx.data intelligence for simplifying data lineage and enhancing governance. (3 reviews) - Users value the **automated data lineage** of IBM Manta, enhancing understanding of data movement and improving governance. (3 reviews) - Users value the **easy data flow visualization** provided by IBM Manta, enhancing data governance and actionable insights. (2 reviews) - Users praise the **ease of use** of IBM Manta Data Lineage, simplifying data flow understanding and governance. (2 reviews) - Users value the **efficiency** of IBM watsonx.data intelligence, which simplifies data management and enhances actionable insights. (2 reviews) - Visualization (2 reviews) - Accuracy (1 reviews) - Customizability (1 reviews) - Features (1 reviews) - Flexibility (1 reviews) **What users dislike:** - Users face **complex implementation** challenges, requiring specialized expertise and significant effort for successful integration. (3 reviews) - Users report **setup complexity** requiring specialized expertise, making integration and implementation challenges a concern. (2 reviews) - Users find the **implementation costs prohibitive** , making IBM watsonx.data intelligence less accessible for many organizations. (2 reviews) - Users find that **specialized expertise is required** for proper implementation, complicating the setup process significantly. (2 reviews) - Users find the **extra costs** for IBM watsonx.data intelligence to be prohibitive and challenging to manage. (2 reviews) - Integration Issues (2 reviews) - Setup Difficulty (2 reviews) - Compatibility Issues (1 reviews) - Complex Animation (1 reviews) - Complex Hierarchy (1 reviews) ## IBM watsonx.data intelligence Discussions - [After purchase of a Standard or Professional plan, how much set up is required in order to take full advantage of the product?](https://www.g2.com/discussions/getting-started-757e0d40-0a22-4ff2-988a-190034addd11) - 1 comment, 1 upvote - [What are Capacity Unit-Hours?](https://www.g2.com/discussions/billing-2a290bf4-84f2-4c9f-9cc3-e91a67dc20c3) - 1 comment, 1 upvote - [Can you set up access groups for people in different lines of business?](https://www.g2.com/discussions/access-51c16586-f122-422a-b4df-2db754e90949) - 1 comment, 1 upvote - [Are there data-preparation capabilities in Watson Knowledge Catalog?](https://www.g2.com/discussions/capabilities-d52e8a57-4b4f-49c1-9970-b787ccc2c119) - 1 comment, 1 upvote - [Does Watson Knowledge Catalog provide classification services?](https://www.g2.com/discussions/capabilities-c277dcfe-a08e-49a4-8b8e-381d794c7e0b) - 1 comment, 1 upvote - [View IBM watsonx.data intelligence pricing details and edition comparison](https://www.g2.com/products/ibm-watsonx-data-intelligence/reviews?page=2§ion=pricing&secure%5Bexpires_at%5D=2026-07-17+01%3A13%3A35+-0500&secure%5Bsession_id%5D=0872f092-dafc-44ce-ba4b-b5a529d05cc0&secure%5Btoken%5D=fb99c0be33b01760932faa4b76275d2fa83e8e9f9ad20b9ca3b45713d12cbdda&format=llm_user) ## IBM watsonx.data intelligence Features **Design** - Sculpting - Topology - Drawing - Brush Variety - Effects **Data Governance** - User Access Management - Dynamic Data Masking - Data Lineage **Administration** - Database Management - Access Control - Data Security **Administration** - Data Modelling - Recommendations - Workflow Management - Dashboards and Visualizations **Management** - Business Glossary - Data Discovery - Data Profililng - Reporting and Visualization - Data Lineage **Data management** - Metadata Management - Automation Features - Collaboration - Data Lineage - Data Discovery **Agentic AI - SAP Store** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Move** - Animate - Render - Views **Data Preparation** - Search - Data Quality and Cleansing - Data Transformation - Data Modeling **Federation** - Architecture - Provisioning - Orchestration - API / Integrations **Compliance** - Sensitive Data Compliance - Training and Guidelines - Policy Enforcement - Compliance Monitoring **Security** - Access Control - Roles Management - Compliance Management **Reporting** - Intelligent Insights - Actionable Insights - Dashboards **Store & Manage** - Pipeline - Controls - Template library **Collaboration** - Commenting - Profiling and Classification - Business and Data Glossary - Metadata Management **Transformation** - Data Visualization - Application Performance - Data Modeling **Data Quality** - Data Preparation - Data Distribution - Data Unification **Maintainence** - Data Quality Management - Policy Management **Generative AI** - AI Text Generation - AI Text Summarization **Artificial Intelligence** - Machine Learning Recommendations - Natural Language Query - Automatic Data Cleansing **Generative AI** - AI Text-to-Image - AI Text-to-3D **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 - Machine Learning Data Catalog** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Decision Making ## Top IBM watsonx.data intelligence Alternatives - [Meshy](https://www.g2.com/products/meshy/reviews) - 4.7/5.0 (2,985 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) - 4.6/5.0 (1,316 reviews) - [SketchUp](https://www.g2.com/products/sketchup/reviews) - 4.5/5.0 (1,299 reviews)