--- title: Soda Reviews meta\_title: 'Soda Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 55 reviews by the users' company size, role or industry to find out how Soda works for a business like yours. aggregate\_rating: rating\_value: 4.4 review\_count: 55 scale: '5' date\_modified: '2026-08-09' parent\_category: name: IT Management url: https://www.g2.com/categories/it-management --- # Soda Reviews & Product Details Claimed ###### Profile Status This profile is currently managed by Soda but has limited features. Are you part of the Soda team? [Upgrade your plan](https://sell.g2.com) to enhance your branding and engage with visitors to your profile! 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. * * * Seller [Soda](https://www.g2.com/sellers/soda) Discussions [Soda Community](https://www.g2.com/products/soda/discuss) Languages Supported English Solution Type Best-of-Breed Overview by Natasha Lauer Show More ## Pricing Pricing provided by Soda. ### Free $0.00 3 Production Datasets Per Month ### Team $750.00 20 Production Datasets Per Month [ View More Pricing Information ](https://www.g2.com/products/soda/pricing) ## Top-Rated Alternatives [ ![Monte Carlo](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Monte Carlo") Monte Carlo 4.3/5(536) ](https://www.g2.com/products/monte-carlo/reviews) [ ![Great Expectations](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Great Expectations") Great Expectations 4.5/5(11) ](https://www.g2.com/products/great-expectations/reviews) [ ![Anomalo](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Anomalo") Anomalo 4.4/5(44) ](https://www.g2.com/products/anomalo/reviews) [ View All Alternatives ](https://www.g2.com/products/soda/competitors/alternatives) ## User Insights Average based on 55 real user reviews. Implementation Time 3 months Perceived Cost $$$$$ Typical contract price $0k - $0k [Sign in to view](/login) Per Month [Log in to unlock pricing and user insights](/login) ![Verified User in Computer Software](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Computer Software") EC Verified User in Computer Software Small-Business (50 or fewer emp.) 6/4/2024 "Just what we needed for validations" 4.5/5 What do you like best about Soda? It seems to have everything we needed when looking for a better more experessive validations tool. When we sat down and brainstormed what we wanted we wrote up some thoughts and desires. When we started doing research and found Soda, it was essentially what we had dreamt up. Review collected by and hosted on G2.com. What do you dislike about Soda? So far there isn't too much to dislike about Soda. Some of the documentation is a bit hard to follow at times, but after spending a few days with it the team has finally gotten the hang out it. Review collected by and hosted on G2.com. What problems is Soda solving and how is that benefiting you? We wanted a more expressive way to build validations into our data pipeline and have them be built in a more customizable manner that could be read from an object as opposed to being core to the definition of the schema. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: Seller invite ![Peter F.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Peter F.") PF Peter F. Data Scientist Mid-Market (51-1000 emp.) 6/5/2024 "Soda simple framework for data quality with support for many platforms" 4.5/5 What do you like best about Soda? The support for databricks as it enables be to do dat quality on any type og dataset Review collected by and hosted on G2.com. What do you dislike about Soda? The cloud offer is Michael to expensive. Review collected by and hosted on G2.com. What problems is Soda solving and how is that benefiting you? It enables my team to write complex data quality checks in an easy to read YAML syntax and execute the checks in any workflow in Databricks. Review collected by and hosted on G2.com. Show More Response from Natasha Lauer of Soda [Editedit](https://www.g2.com/survey_responses/soda-review-9751092/official_response/edit) Peter, thank you for your review. It's great to hear the success your team is having with Soda for your Databricks workflow. We do have various pricing models for Soda Cloud - if you'd like to learn more, please don't hesitate to get in touch with me: tash@soda.io Current UserValidated ReviewerIncentivizedSource: Seller invite ![Verified User in Information Technology and Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Information Technology and Services") UI Verified User in Information Technology and Services Small-Business (50 or fewer emp.) 3/12/2024 "Data Engineer" 5/5 What do you like best about Soda? Soda helps users to do validations without need to write the queries which is the easiest way to play the SQL queries. The integrated platform of soda helps data producers and consumers. It has numbers to data sources available such as Snowflake, BigQuery, Amazon Athena or more. The way it is documented is very easy to understand and helps users to play with the data. Soda is definitely a good Data Quality tool. The best part about the Soda is The Soda Agent which containerised Soda Library that deploys in a Kubernetes cluster in cloud devices provider environment such as Azure of AWS. Features- Easy to understand Highly responsive Anomaly detection environment Ease of integration Data Quality Checks & Scheduled checks Multiple data source available Review collected by and hosted on G2.com. What do you dislike about Soda? There are some limitations about Soda like users need to add additional configuration to the data sources in order to see the preview of the dataset. Soda doesn't performed operations like median and mode. Review collected by and hosted on G2.com. What problems is Soda solving and how is that benefiting you? Soda has some amazing features like freshness foundational data quality check(data freshness), Anomalies Detection, Detect Missing data, Generate checks with AI, Automation for RCA which benefitted us to during the validation. It prioritise the data quality rules and data quality monitoring. Review collected by and hosted on G2.com. Show More Response from Janet Revell of Soda [Editedit](https://www.g2.com/survey_responses/soda-review-9412051/official_response/edit) Thanks for sharing your feedback! Validated ReviewerIncentivizedSource: Seller invite ![Verified User in Financial Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Financial Services") AF Verified User in Financial Services Mid-Market (51-1000 emp.) 2/28/2024 "Good for complex quality assertions, great comunnity and easy to use" 5/5 What do you like best about Soda? Soda is a very flexible and customizable tool for quality assertions. We use it to validate the integrity of our data lake. Other tools suchs as dbt tests are good for modeld data but are more limited compared to soda that can be very customizable. Review collected by and hosted on G2.com. What do you dislike about Soda? It was a little bit complex in the beggining to integrate with our spark infrastructure but after the first integration was finished the new ones were easier to do. The main issue was due to python libraries conflicts that took some time to solve. Review collected by and hosted on G2.com. What problems is Soda solving and how is that benefiting you? Soda solves our data quality issues and helps us identify when there are issues in our data pipeline suchs as new deploys that might have broken the data transformation. We use it to extract metrics from our transactional databases and compare them with our delta lake to be sure that data has been replicated correctly. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: Seller invite ![Rishabh J.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Rishabh J.") RJ Rishabh J. Data Engineer Mid-Market (51-1000 emp.) 8/27/2024 "Great Tool" 3.5/5 What do you like best about Soda? Nice interactive platform with ease to access Review collected by and hosted on G2.com. What do you dislike about Soda? Could add more functions to the platform Review collected by and hosted on G2.com. What problems is Soda solving and how is that benefiting you? Improving data quality Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: Seller invite ![Jordan T.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jordan T.") JT Jordan T. Architect Mid-Market (51-1000 emp.) 7/3/2024 "Great tool for simplified testing" 4.5/5 What do you like best about Soda? High level markup of DBT tests that would often take me many lines of code to write Review collected by and hosted on G2.com. What do you dislike about Soda? Lake of an observability feature on Core. Lack of ability to do impact testing/obtain an impact report Review collected by and hosted on G2.com. What problems is Soda solving and how is that benefiting you? Simplified DBT Testing Review collected by and hosted on G2.com. Show More Response from Natasha Lauer of Soda [Editedit](https://www.g2.com/survey_responses/soda-review-9860004/official_response/edit) Thank you, Jordan - it's great to hear that we're lightening the load. Check out Soda Cloud for our out-of-the-box anomaly dashboards for data observability. And keep an eye on our releases for what's coming next. Feature requests can be posted in our Community; please do share: soda-community.slack.com [See how Soda improved](https://www.soda.io/data-observability) Validated ReviewerIncentivizedSource: Seller invite RL Rune L. Mid-Market (51-1000 emp.) 8/30/2023 "Soda makes Data Quality easy to implement and execute with good end-user engagement" 5/5 What do you like best about Soda? Soda Cloud is a nice and user-friendly interface to both interact with our data and ensure data quality. The Agreements is a big hit for us! It will take a lot of Jira-work out of the picture, and let us focus on quick-to-implement data quality. Review collected by and hosted on G2.com. What do you dislike about Soda? The SodaCL will be a bit of a learning curve for some of our business end-users to start implementing their own data quality. But from the experience we have now, the learning curve is quite managable. We would also like to see the Agreements be more collaborative. Make it easy for Stakeholders to see what changes have been made when they have to re-approve an Agreement. Review collected by and hosted on G2.com. What problems is Soda solving and how is that benefiting you? We want to improve end-user engagement with data quality implementation. We want to move away from data quality being a data engineer-specific area to being much more of a busuess-user area, as they know the data they are working with. Review collected by and hosted on G2.com. Show More Response from Natasha Lauer of Soda [Editedit](https://www.g2.com/survey_responses/soda-review-8544074/official_response/edit) Thank you, Rune - we're so pleased on the benefits you and the team are getting from Soda! Current UserValidated ReviewerIncentivizedSource: Seller invite ![Mauricio d.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Mauricio d.") MD Mauricio d. Enterprise (\> 1000 emp.) 10/3/2023 "Soda.io is an essential part of our Data Strategy" 5/5 What do you like best about Soda? The ease of implementing Soda.io was essential for us to promote a data quality culture within our company. We have a wide range of teams and datasets, and before Soda.io, there was no standardized, consistent, and scalable way to implement data quality scans. Soda allowed us to empower the business units to define and implement their own quality metrics, which boosted our data quality strategy in the company. Furthermore, the solution has been evolving rapidly over the past few years, delivering very useful new features. The observability power of Soda.io has given us a better understanding of our data quality, and now we can react quickly in case of any incidents. Another highly positive feature of Soda.io is its API integration capability and its ability to seamlessly integrate with a variety of technologies within the modern data stack, which is essential for our needs. Review collected by and hosted on G2.com. What do you dislike about Soda? Despite the ease of implementation of Soda.io by our data engineering teams, less technical teams may still encounter some challenges in creating data quality scans. However, these difficulties have been decreasing with each new feature. The way datasets and tables are organized in the web interface (Soda Cloud) could be improved. For instance, the creation of groups or namespaces to group datasets and tables within the same context. Review collected by and hosted on G2.com. What problems is Soda solving and how is that benefiting you? Soda is helping us scale our data quality strategy, empowering users to create and mantain their own data quality scans. It helps us to quickly identify and react whenever a key data pipeline breaks (which may affect, data accuray, freshness, completness, etc). As result we can keep a good control of data downtime metrics. Review collected by and hosted on G2.com. Show More Response from Natasha Lauer of Soda [Editedit](https://www.g2.com/survey_responses/soda-review-8690823/official_response/edit) Thank you for your thoughtful and fantastic review, Mauricio! 10/19/2023 Validated ReviewerSource: Organic ![Walace M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Walace M.") WM Walace M. Enterprise (\> 1000 emp.) 10/2/2023 "Soda.io - A Game Changer for Data Quality and Governance" 5/5 What do you like best about Soda? Soda.io has been a revelation for our data quality and governance needs. Our organization deals with vast amounts of data, and ensuring its accuracy and consistency is paramount. Soda.io has simplified this process immensely. One of the standout features of Soda.io is its user-friendly interface. Even team members without extensive technical backgrounds can navigate the platform effortlessly. The ability to set up custom data quality rules and checks has made a significant impact on our data workflows. We can identify and rectify data anomalies and errors quickly, which has improved our decision-making processes. Review collected by and hosted on G2.com. What do you dislike about Soda? While Soda.io offers a user-friendly interface for basic operations, some of its more advanced features may have a steeper learning curve. Users with limited technical expertise might find it challenging to take full advantage of the platform's capabilities. Soda.io's integration capabilities with other software tools and platforms could be further improved. Users who rely on a variety of software applications may encounter challenges in seamlessly connecting and automating data quality processes. Review collected by and hosted on G2.com. What problems is Soda solving and how is that benefiting you? Soda.io can help us to ensure the accuracy, completeness, and consistency of our data. It enables our users to define data quality rules and checks to identify and rectify data anomalies and errors. Soda.io provides real-time monitoring of data quality and issues. It can send alerts and notifications when predefined data quality thresholds are not met, allowing us to respond promptly. Review collected by and hosted on G2.com. Show More Response from Natasha Lauer of Soda [Editedit](https://www.g2.com/survey_responses/soda-review-8686202/official_response/edit) Thank you for your review, Walace - we couldn't be happier to read the impact Soda is having; that's great news. Our no-code checks release is built for non-technical users: be sure to check it out! [See how Soda improved](https://docs.soda.io/soda-cl/soda-cl-overview.html) Validated ReviewerSource: Organic ![Carlos B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Carlos B.") CB Carlos B. Mid-Market (51-1000 emp.) 5/22/2023 "Good but with some flaws" 3.5/5 What do you like best about Soda? Ease of creation of validations without the need to write queries. Review collected by and hosted on G2.com. What do you dislike about Soda? Many bugs and instabilities in several parts. Review collected by and hosted on G2.com. What problems is Soda solving and how is that benefiting you? Data quality monitoring Review collected by and hosted on G2.com. Show More 3/26/2024 Current UserValidated ReviewerSource: Organic ## Pricing Options Pricing provided by Soda. ### Free $0.00 3 Production Datasets Per Month ### Team $750.00 20 Production Datasets Per Month ### Enterprise Contact Us Per Year [ View More Pricing Information ](https://www.g2.com/products/soda/pricing) Soda Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_c65ac89841c16d97c93c5ac19ee6970a/great-expectations.png "Product Avatar Image") Great Expectations 4.5/5(11) [ 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/monte-carlo-vs-soda) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_017ca5b65bc8cc79fa434f2716af16ee/dbt.png "Product Avatar Image") dbt 4.7/5(209) [ Compare Now ](https://www.g2.com/compare/soda-vs-dbt) ##### ##### Soda Features Functionality Identification Normalization Data Matching Management Reporting Quality Audits Dashboard Generative AI AI Text Generation AI Text Summarization [ View More Features ](https://www.g2.com/products/soda/features) ##### Categories on G2 [Data Quality](https://www.g2.com/categories/data-quality)[Data Observability](https://www.g2.com/categories/data-observability) ##### Explore More [Which RO-I software has the best reviews](https://www.g2.com/discussions/which-ro-i-software-has-the-best-reviews)[Which patient identity resolution platforms work best for a hospital system trying to eliminate duplicate patient records and improve matching accuracy?](https://www.g2.com/discussions/which-patient-identity-resolution-platforms-work-best-for-a-hospital-system-trying-to-eliminate-duplicate-patient-records-and-improve-matching-accuracy)[What platform provides secure remote desktop sharing?](https://www.g2.com/discussions/what-platform-provides-secure-remote-desktop-sharing) [Popular options for demo automation software for desktop](https://www.g2.com/discussions/popular-options-for-demo-automation-software-for-desktop)[Best HR software options for startups](https://www.g2.com/discussions/best-hr-software-options-for-startups)[Pros and Cons Details](https://www.g2.com/products/soda/reviews?qs=pros-and-cons) [Show MoreShow Less](javascript:void(0);)