# Soda Reviews **Vendor:** Soda **Category:** [Data Observability Software](https://www.g2.com/categories/data-observability) **Average Rating:** 4.4/5.0 **Total Reviews:** 55 ## About Soda Most companies struggle to operationalize data governance and quality. Business teams don’t want to manually enforce rules, and engineers get buried in pipeline issues — eroding trust in data and slowing innovation. Soda fixes this with the only end-to-end data quality platform that automates the entire workflow — from detection to resolution — with AI built for data quality. We meet users where they are: - Engineers manage everything as code in Git. - Business users create and review data contracts in a collaborative interface. - Together, they work in a shared, AI-powered workflow to define quality expectations, monitor metrics, and isolate and remediate bad data directly in their environment. By uniting teams, automating with AI, and securing trust at the source, Soda helps organizations like Disney, Nubank, and HelloFresh restore confidence in their data and decisions. Why Soda? - Best AI for Data Quality — purpose-built, faster, and more accurate, with 70% fewer false positives than traditional monitoring. - Unite Business and Engineering — collaborative data contracts that bridge governance and technical workflows. - Securely Isolate and Fix Bad Data — record-level anomaly detection and remediation inside your own environment. Soda brings width and depth to data quality — from every dataset across multiple warehouses to every individual record in a dataset. Join us in building a world where teams trust their data, decisions, and AI. ## Soda Pros & Cons **What users like:** - Users appreciate the **streamlined data quality tasks** of Soda, enhancing team alignment and real-time insights. (2 reviews) - Users value the **direct support via Slack** from the Soda team, ensuring quick and reliable responses to queries. (1 reviews) - Users appreciate the **customization options** of Soda, enabling tailored data quality tests and flexible implementation choices. (1 reviews) - Users appreciate the **clean and intuitive interface** of Soda, facilitating efficient data management and team alignment. (1 reviews) - Users value the **ease of use** of Soda, enabling quick access to information and efficient data management. (1 reviews) - Users value Soda's **flexibility** , enabling custom data quality tests and smooth integration with other tools for dynamic use. (1 reviews) - Insights (1 reviews) - Slack Integration (1 reviews) - User Interface (1 reviews) **What users dislike:** - Users find Soda's **limited functionality** frustrating, as advanced features feel underutilized or irrelevant to their tasks. (2 reviews) - Users feel that **limited access control** restricts the effective use of advanced features, hindering productivity for project managers. (1 reviews) - Users find **access issues** frustrating, as some advanced features remain underutilized for project managers with limited access. (1 reviews) - Users feel that Soda lacks **automated data quality testing** , making integration and data management more challenging. (1 reviews) - Users find the **limited features** of Soda inadequate for project management, lacking tailored tools for their specific needs. (1 reviews) ## Soda Reviews ### 1. Thoughts about Soda.io **Rating:** 5.0/5.0 stars **Reviewed by:** Madhusudhan M. | System Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** April 20, 2023 **What do you like best about Soda?** It has the best User Interface to use. It is the best tool for performing data operations. It is very useful for data engineers to identify issues where automation cannot. **What do you dislike about Soda?** There is no problem with Soda.io, it's working fine with me if any will update. **What problems is Soda solving and how is that benefiting you?** It is mainly used to identify the issues in data quality. It is very easy to integrate other tools with it. ### 2. Soda.io is a data observability platform **Rating:** 4.5/5.0 stars **Reviewed by:** Sunil K. | SW/App/Cloud Tech Support Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** April 18, 2023 **What do you like best about Soda?** Soda.io helps to find, analyze, and resolve data related issues. It offers open-source tools and a cloud service that can monitor and manage data quality across all data sources. **What do you dislike about Soda?** There is nothing to share any dislike about Soda.io **What problems is Soda solving and how is that benefiting you?** It allows data teams to define and align on data quality expectations and agreements between different domains. Also,It increases the trust and confidence in data products and services. ### 3. A self-serving data quality authentication tool!! **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Online Media | Mid-Market (51-1000 emp.) **Reviewed Date:** April 11, 2023 **What do you like best about Soda?** It helped firstly to identify data issues and directly notified the team about the issues or irregularities. The major factor I loved was the self-service capabilities. **What do you dislike about Soda?** The user interface is not not up to the mark. It need a lot of revamp and needs to be structured for a good experience. The tool feels a bit laggy as well for the end user. **What problems is Soda solving and how is that benefiting you?** The data observability with easy instrumentation made it a great way to go. It overall helped us with some integrations as well and was a smooth experience. Has great perks. ### 4. Used the tool for data issues. **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Small-Business (50 or fewer emp.) **Reviewed Date:** April 17, 2023 **What do you like best about Soda?** Better tool to monitor the quality of the data sources. It also provides end to end observability. **What do you dislike about Soda?** It might be difficult for a person who is new to this. User interface is good but could have been better. **What problems is Soda solving and how is that benefiting you?** Used to tackle the data quality problems. Integration with other tools is also easy which is very useful. ### 5. Decent product to start with **Rating:** 2.5/5.0 stars **Reviewed by:** Verified User in Furniture | Enterprise (> 1000 emp.) **Reviewed Date:** April 03, 2023 **What do you like best about Soda?** The overall documentation and the reusability of the tolls works well **What do you dislike about Soda?** Very typical for the new member to understand and implementation **What problems is Soda solving and how is that benefiting you?** This was integrated to identify the quality checks in the data in our data pipelines to assure the behaviour of the data. - [View Soda pricing details and edition comparison](https://www.g2.com/products/soda/reviews?page=2§ion=pricing&secure%5Bexpires_at%5D=2026-05-26+00%3A29%3A54+-0500&secure%5Bsession_id%5D=8c3b216b-cd4d-4ca3-81a4-2c568371d1e9&secure%5Btoken%5D=2b9e6595feaf3fd0701a89ed82eb054d847c19dc7c88f58559b15f13c47dfea6&format=llm_user) ## Soda Features **Functionality** - Real-time Analytics - Data quality monitoring - Automation - End to End visiblity **Management** - Anomaly identification - Single pane view - Real-time alerts - Data lineage - Integrations **Generative AI** - AI Text Generation **Functionality** - Identification - Normalization - Data Matching **Agentic AI - Data Observability** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Natural Language Interaction - Proactive Assistance **Management** - Reporting - Quality Audits - Dashboard - Governance **Generative AI** - AI Text Generation - AI Text Summarization ## Top Soda Alternatives - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) - 4.3/5.0 (514 reviews) - [Great Expectations](https://www.g2.com/products/great-expectations/reviews) - 4.5/5.0 (11 reviews) - [dbt](https://www.g2.com/products/dbt/reviews) - 4.7/5.0 (205 reviews)