[ Great E... Reviews ](https://www.g2.com/products/great-expectations/reviews) [ Great E... Reviews ](https://www.g2.com/products/great-expectations/reviews) # Great Expectations Features ##### ## Functionality (9) Identification Correctly identify inaccurate, incomplete, or duplicated data from a data source. Correction Utilize deletion, modification, appending, merging, or other methods to correct bad data. Normalization Standardize data formatting for uniformity and easier data usage. Preventative Cleaning Clean data as it enters the data source to prevent mixing bad data with cleaned data. Data Matching Finds duplicates using the fuzzy logic technology or an advance search feature. Real-time Analytics Generate real-time depth analytics utilizing event metrics, logging and metadata. Data quality monitoring Use custom or pre-built tests for buisness rules. to ensure data quality. Automation Involves automation capabilities to identify and track issues, failed operations by looking at historical trends. End to End visiblity Complete visibility of the data pipeline, and immediately notifies the data team if any issues. Ensures cross stack visbility. Show More ##### ## Management (10) Reporting Provide follow-up information after data cleanings through a visual dashboard or reports. Automation Automatically run data identification, correction, and normalization on data sources. Quality Audits Schedule automated audits to identify data anomalies over time based on set business rules. Dashboard Gives a view of the entire data quality management ecosystem. Governance Allows user role-based access and actions to authorization for specific tasks. Anomaly identification Identify the different type of anomalies and receive alerts. Single pane view The data observability environment can be viewed from a single dashboard. Real-time alerts Provides immediate alerts for any anomalies or expected events. Data lineage Establishes lineage for the data pipeline - from data warehouse to the data user. Integrations Support integrations with various business applications which support different data processes. Also, integrate with apps to provide alerts. Show More ##### ## Generative AI (3) AI Text Generation Allows users to generate text based on a text prompt. 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 - Data Observability (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 Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Show More ## Top-Rated Alternatives [ ![Soda](https://images.g2crowd.com/uploads/product/hd_favicon/e638e91488c4eb39ed2012d3148576e6/soda-data.svg "Soda") Soda 4.4/5(55) ](https://www.g2.com/products/soda/reviews) [ ![Monte Carlo](https://images.g2crowd.com/uploads/product/hd_favicon/4ee77be496500644e055bc774924d023/monte-carlo.svg "Monte Carlo") Monte Carlo 4.3/5(536) ](https://www.g2.com/products/monte-carlo/reviews) [ ![Demandbase One](https://images.g2crowd.com/uploads/product/hd_favicon/c774a027c587be17b366c706735319c9/demandbase-one.svg "Demandbase One") Demandbase One 4.4/5(1,988) ](https://www.g2.com/products/demandbase-one/reviews) [ View All Alternatives ](https://www.g2.com/products/great-expectations/competitors/alternatives) Great Expectations Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_594278445bf849c944ed2a2b9bd8646c/soda-data.png "Product Avatar Image") Soda 4.4/5(55) [ Compare Now ](https://www.g2.com/compare/great-expectations-vs-soda) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_1f8ef3ea8e49dda40fdea78ef1ff37b9/monte-carlo.png "Product Avatar Image") Monte Carlo 4.3/5(536) [ Compare Now ](https://www.g2.com/compare/great-expectations-vs-monte-carlo) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_01df19a83b545b324815f00abb1d0c8e/anomalo.png "Product Avatar Image") Anomalo 4.4/5(44) [ Compare Now ](https://www.g2.com/compare/anomalo-vs-great-expectations) ##### Categories on G2 [ Data Quality ](https://www.g2.com/categories/data-quality)[ Data Observability ](https://www.g2.com/categories/data-observability) ##### Explore More [ Leading provider of virtual data room software for small businesses ](https://www.g2.com/discussions/leading-provider-of-virtual-data-room-software-for-small-businesses)[ What platform provides analytics on translation quality and turnaround times? ](https://www.g2.com/discussions/what-platform-provides-analytics-on-translation-quality-and-turnaround-times)[ What's the top-rated virtual data room for legal firms ](https://www.g2.com/discussions/what-s-the-top-rated-virtual-data-room-for-legal-firms) [ Best Virtual Data Room Software ](https://www.g2.com/discussions/looking-for-the-best-virtual-data-room-software-in-2025)[ Best open-source or free AI code generation tools for prototyping on a budget ](https://www.g2.com/discussions/best-open-source-or-free-ai-code-generation-tools-for-prototyping-on-a-budget)[ What is the best tool for managing listings across multiple locations? ](https://www.g2.com/discussions/what-is-the-best-tool-for-managing-listings-across-multiple-locations) Show More [ Leading provider of virtual data room software for small businesses ](https://www.g2.com/discussions/leading-provider-of-virtual-data-room-software-for-small-businesses)[ What platform provides analytics on translation quality and turnaround times? ](https://www.g2.com/discussions/what-platform-provides-analytics-on-translation-quality-and-turnaround-times)[ What's the top-rated virtual data room for legal firms ](https://www.g2.com/discussions/what-s-the-top-rated-virtual-data-room-for-legal-firms) [ Best Virtual Data Room Software ](https://www.g2.com/discussions/looking-for-the-best-virtual-data-room-software-in-2025)[ Best open-source or free AI code generation tools for prototyping on a budget ](https://www.g2.com/discussions/best-open-source-or-free-ai-code-generation-tools-for-prototyping-on-a-budget)[ What is the best tool for managing listings across multiple locations? ](https://www.g2.com/discussions/what-is-the-best-tool-for-managing-listings-across-multiple-locations)