[ Google ... Reviews ](https://www.g2.com/products/google-cloud-data-catalog/reviews) [ Google ... Reviews ](https://www.g2.com/products/google-cloud-data-catalog/reviews) # Google Cloud Data Catalog Features ##### ## Data Governance (3) User Access Management Allows administrators to assign role-based user access for specific data sets Dynamic Data Masking Hides and masks sensitive data automatically based on user permissions Data Lineage Provides historical insights into original data sources and transformations made to data sets Show More ##### ## Data Preparation (4) Search Offers simple search capabilities to discover specific data sets Data Quality and Cleansing Allows users and administrators to easily clean data to maintain quality and integrity Data Transformation Converts data formats of source data into the format required for the reporting system without mistakes Data Modeling Tools to (re)structure data in a manner that allows extracting insights quickly and accurately Show More ##### ## Collaboration (4) Commenting Allows users to comment on data sets to help future users better interact and interpret the data Profiling and Classification Permits profiling of data sets for increased organization, both by users and machine learning Business and Data Glossary Creates a business glossary for faster understanding by the average business user Metadata Management Indexes metadata descriptions for easier searching and enhanced insights Show More ##### ## Artificial Intelligence (3) Machine Learning Recommendations Automates recommendations for users based on machine learning functionality Natural Language Query Offers natural language querying functionality for non-technical users Automatic Data Cleansing Cleans data to improve quality via automation Show More ##### ## Generative AI (2) AI Text Generation Allows users to generate text based on a text prompt. AI Text Summarization Condenses long documents or text into a brief summary. Show More ##### ## Agentic AI - Machine Learning Data Catalog (5) Autonomous Task Execution Capability to perform complex tasks without constant human input Multi-step Planning Ability to break down and plan multi-step processes Cross-system Integration Works across multiple software systems or databases Adaptive Learning Improves performance based on feedback and experience Decision Making Makes informed choices based on available data and objectives Show More [ ![Cloudera](https://images.g2crowd.com/uploads/product/hd_favicon/dcfb9e6879febb34cef773ddde921835/cloudera.svg "Cloudera") Sponsored Cloudera 4.1/5 (136) Visit Website ](javascript:void(0)) ## Top-Rated Alternatives [ ![Collibra](https://images.g2crowd.com/uploads/product/hd_favicon/e60286dbdf38c65ae3dae9ac03b00d4a/collibra.svg "Collibra") Collibra 4.2/5 (99) ](https://www.g2.com/products/collibra/reviews) [ ![Alation](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_ea989648a8d5461960c467d15a523b8c/alation.png "Alation") Alation 4.4/5 (89) ](https://www.g2.com/products/alation/reviews) [ ![Atlan](https://images.g2crowd.com/uploads/product/hd_favicon/722784271f56e840d415fd7ca4d6e2f6/atlan.svg "Atlan") Atlan 4.5/5 (131) ](https://www.g2.com/products/atlan/reviews) [ View All Alternatives ](https://www.g2.com/products/google-cloud-data-catalog/competitors/alternatives) Google Cloud Data Catalog Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_b7b3793b61c95945921ea0ce17b52be1/collibra.png "Product Avatar Image") Collibra 4.2/5 (102) [ Compare Now ](https://www.g2.com/compare/collibra-vs-google-cloud-data-catalog) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_ea989648a8d5461960c467d15a523b8c/alation.png "Product Avatar Image") Alation 4.4/5 (91) [ Compare Now ](https://www.g2.com/compare/alation-vs-google-cloud-data-catalog) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_e9344d13e61e52378fa7636577a0dca7/atlan.png "Product Avatar Image") Atlan 4.5/5 (131) [ Compare Now ](https://www.g2.com/compare/atlan-vs-google-cloud-data-catalog) ##### Categories on G2 [ Machine Learning Data Catalog ](https://www.g2.com/categories/machine-learning-data-catalog) ##### Explore More [ Best AI platforms for generating unit tests and improving code coverage automatically ](https://www.g2.com/discussions/best-ai-platforms-for-generating-unit-tests-and-improving-code-coverage-automatically)[ What's the leading software for pricing strategy ](https://www.g2.com/discussions/what-s-the-leading-software-for-pricing-strategy)[ What is the leading audit software currently ](https://www.g2.com/discussions/what-is-the-leading-audit-software-currently) [ Top platforms for client self-service and document access ](https://www.g2.com/discussions/what-are-the-top-platforms-for-client-self-service-and-document-access)[ Top platforms for managing cross-device display advertising ](https://www.g2.com/discussions/what-are-the-top-platforms-for-managing-cross-device-display-advertising)[ Best platforms for integrating bug tracking with CI/CD ](https://www.g2.com/discussions/best-platforms-for-integrating-bug-tracking-with-ci-cd) Show More [ Best AI platforms for generating unit tests and improving code coverage automatically ](https://www.g2.com/discussions/best-ai-platforms-for-generating-unit-tests-and-improving-code-coverage-automatically)[ What's the leading software for pricing strategy ](https://www.g2.com/discussions/what-s-the-leading-software-for-pricing-strategy)[ What is the leading audit software currently ](https://www.g2.com/discussions/what-is-the-leading-audit-software-currently) [ Top platforms for client self-service and document access ](https://www.g2.com/discussions/what-are-the-top-platforms-for-client-self-service-and-document-access)[ Top platforms for managing cross-device display advertising ](https://www.g2.com/discussions/what-are-the-top-platforms-for-managing-cross-device-display-advertising)[ Best platforms for integrating bug tracking with CI/CD ](https://www.g2.com/discussions/best-platforms-for-integrating-bug-tracking-with-ci-cd)