--- title: Anomalo Reviews meta\_title: 'Anomalo Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 44 reviews by the users' company size, role or industry to find out how Anomalo works for a business like yours. aggregate\_rating: rating\_value: 4.4 review\_count: 44 scale: '5' date\_modified: '2026-08-09' parent\_category: name: IT Infrastructure url: https://www.g2.com/categories/it-infrastructure --- # Anomalo Reviews & Product Details Visit Website Anomalo is the agentic data management platform that autonomously monitors, investigates, surfaces, and reports on what matters across your data. No code, no prompts, and no manual tedium required. Using a proprietary data profiling and prediction engine, Anomalo learns the normal behavior of your data and identifies anomalies and noteworthy changes such as drift, missing records, schema changes, PII exposure, contradictions, bias, and more. This deep data understanding is what powers the suite of 9 agents that automate repetitive data tasks. Anomalo fits into any data stack with native integrations for Snowflake, Databricks, BigQuery, Redshift, Atlan, Alation, Airflow, dbt, Jira, ServiceNow, Slack, and Microsoft Teams. It can be deployed as SaaS, hybrid, in-VPC, or as a Snowflake Native App and meets the strictest enterprise security and compliance requirements. Enterprises use Anomalo to ensure trusted data for dashboards, regulatory reporting, customer analytics, operational intelligence, and AI/ML pipelines. Fortune 500 companies choose Anomalo because it delivers unmatched data intelligence without having to make compromises on scale, security, or simplicity. * * * Product Website Anomalo Seller [Anomalo](https://www.g2.com/sellers/anomalo) Discussions [Anomalo Community](https://www.g2.com/products/anomalo/discuss) Languages Supported English Solution Type All-in-One Overview by Bill Watt Show More ## Value at a Glance Averages based on real user reviews. ### Time to Implement 1 month [ View More Pricing Information ](https://www.g2.com/products/anomalo/pricing) PB Pranjali B. Business Analsyst Computer Software Mid-Market (51-1000 emp.) 6/18/2026 "Proactive Anomaly Detection That Saves Time and Boosts Data Confidence" 4.5/5 What do you like best about Anomalo? The biggest benefit for me has been the time savings. Instead of manually monitoring datasets or waiting for someone to notice an issue in a dashboard, Anomalo flags unusual patterns proactively. It has helped us catch data problems before they impacted reporting, which has increased confidence in our data. Review collected by and hosted on G2.com. What do you dislike about Anomalo? I would appreciate more customization options in specific dashboards and reporting views. The current functionality is effective, but added flexibility would allow for a more tailored experience to meet the needs of individual teams. Review collected by and hosted on G2.com. What problems is Anomalo solving and how is that benefiting you? Anomalo is assisting us in addressing challenges related to data reliability and quality. By proactively detecting anomalies and data issues, it facilitates faster troubleshooting and prevents inaccurate data from reaching our dashboards and business users. This allows us to spend less time on reactive investigations and instills greater confidence in our analytics. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: G2 invite ![Ronny B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Ronny B.") RB Ronny B. Senior Enterprise Account Executive Enterprise (\> 1000 emp.) 7/9/2026 "Anomalo Makes Proactive Data Quality Easy with Smart Issue Detection" 5/5 What do you like best about Anomalo? Anomalo excels at automatically detecting and diagnosing data issues using machine learning, without requiring manual setup. Its seamless integration with data warehouses and user-friendly interface make it a powerful tool for ensuring proactive and reliable data quality. Review collected by and hosted on G2.com. What do you dislike about Anomalo? Some users may find Anomalo’s machine learning models require fine-tuning to align perfectly with specific business needs. Additionally, its advanced features might have a learning curve for teams unfamiliar with data quality platforms. Review collected by and hosted on G2.com. What problems is Anomalo solving and how is that benefiting you? Anomalo solves the challenge of ensuring data quality by automatically detecting anomalies and diagnosing issues across datasets. This proactive approach helps maintain trust in data, reduces manual effort, and ensures reliable insights for better decision-making. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Sanjay M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sanjay M.") SM Sanjay M. Product Owner/ Product Management Mid-Market (51-1000 emp.) 7/7/2026 "Automated Data Quality with Hidden Cloud Costs" 3/5 What do you like best about Anomalo? Instead of just checking metadata (like file arrivals or basic row counts), Anomalo applies unsupervised machine learning directly to individual data records Review collected by and hosted on G2.com. What do you dislike about Anomalo? Anomalo is powerful for catching unexpected data errors using machine learning without manual rules. However, its deep-record querying can spike your cloud warehouse costs, it lacks real-time streaming support, and it struggles with alert fatigue on seasonal data shifts. Review collected by and hosted on G2.com. What problems is Anomalo solving and how is that benefiting you? Anomalo solves undetected data corruption and eliminates manual SQL check maintenance. This benefits me by saving engineering time on pipeline debugging, preventing broken executive dashboards, and stopping toxic or corrupted data from polluting your generative AI and machine learning models. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Shashwat S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shashwat S.") SS Shashwat S. Senior Software Engineer Mid-Market (51-1000 emp.) 5/17/2023 "Anomalo is the best batteries included data monitoring solution we've come across" 4.5/5 What do you like best about Anomalo? + As an administrator it was really easy to setup Anomalo on our existing infra and get it up and working quickly. This means that we could start finding value really quickly. We set Anomalo up with our k8s infra and it was fairly easy + Anomalo conistently finds small issues in our datasets and helps us identify the cause even before vendors detect them. We've pushed issues upstream multiple times when the data producer isn't aware of the issue yet + In the past, we've explored many different solutions for this problem and Anomalo has worked much better than all of our home grown solutions in terms of adoption as well as value-added + Anomalo UI is extremely easy and awesome to use. This makes it much easier for data analysts and non technical teammates to onboard and add custom checks vs creating a code change. + Anomalo's team has been incredibly responsive and helpful Review collected by and hosted on G2.com. What do you dislike about Anomalo? - Checks are not very configurable. If a dataset gets a sudden increase in rows which is expected, Anomalo will alert 2-3 days before it learns the new normal - Anomalo's out of the box tests can be expensive(in runtime + cost of computing metrics). They scan all columns even the ones which might not be used anywhere resulting in some wasted work - Alerts can be noisy and its up to the team to make sure they have a process to work through each alert Review collected by and hosted on G2.com. What problems is Anomalo solving and how is that benefiting you? Anomalo helps us figure out if our datasets are actually correct and match what we expect the data to be.This gives the data teams a lot more control over our datasets and allows us to scale how many datasets we work on without needing more engineers. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Tamiris C.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Tamiris C.") TC Tamiris C. Enterprise (\> 1000 emp.) 5/16/2023 "An excellent way to monitore data quality" 4.5/5 What do you like best about Anomalo? Anomalo is a great tool for monitoring general data quality. Beyond the default metrics, like data freshness and availability, it's excellent to be able to configure custom verifications. To highlight some awesome features, the anomaly history is very useful for understanding the main variations in column statistics. In the custom possibilities, being able to configure alerts using multiple columns, multiple tables or SQL brings several monitoring configurations. Review collected by and hosted on G2.com. What do you dislike about Anomalo? One limitation that can be mentioned is the impossibility of configuring a BigQuery wildcard table as one single table. The Google Analytics integration with BigQuery is an example; the data is saved in a wildcard table but monitoring the data quality of users' interaction with our website is essential, so it would be great to have this feature in Anomalo. Review collected by and hosted on G2.com. What problems is Anomalo solving and how is that benefiting you? We usually use Anomalo for monitoring our main tables, which contain extremely important data that is used for financial purposes, for instance. It's extremely important to ensure the quality of our sales data because errors can cause problems for the company. We also use Anomalo for monitoring data that is used to feed our ML models, also to assure quality and be able to act over problems quickly. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Lucas R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Lucas R.") LR Lucas R. Enterprise (\> 1000 emp.) 5/18/2023 "Best tool for actionable insights directly interpretable by business users" 4.5/5 What do you like best about Anomalo? It's the best data quality/validation tool for engaging business users and developers. The Root Cause Analysis features provide us with better arguments when approaching developers and less work digging into what is causing data quality problems. Review collected by and hosted on G2.com. What do you dislike about Anomalo? Customization needs to be more present. For use cases outside of the original tool, things can become infeasible. Also, it does not provide a precise view of collateral cost running validations of the Data Warehouse (which can be a problem in big projects with large tables). Review collected by and hosted on G2.com. What problems is Anomalo solving and how is that benefiting you? We are detecting data quality issues and communicating them to engineering and business users. It benefits us by providing more engagement and collaboration among teams (product, data, engineering) to interpret and solve data incidents. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Konrad B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Konrad B.") KB Konrad B. Mid-Market (51-1000 emp.) 3/3/2023 "Anomalo is an easy-to-use and powerful data observability tool." 4/5 What do you like best about Anomalo? Clear and intuitive interface Low entry threshold. Using Anomalo does not require many hours of study and training. Beautiful data graphs, very helpful when analyzing data and detecting any anomalies Setting up a new table takes 1 minute and there are 8 built-in checks right from the start There is a large variety of custom checks Review collected by and hosted on G2.com. What do you dislike about Anomalo? In its simplicity, Anomalo sometimes seems to be limited and lacks certain functionalities. For example: - Tools and functionality to support multiple teams are missing, such as sending notifications for the same table to different destinations. Possibility of adding comments by different teams or tagging tables. - There are no tools to control the amount of scanned data (to be able to control costs) to decide whether a given table is worth keeping in Anomalo at all Review collected by and hosted on G2.com. What problems is Anomalo solving and how is that benefiting you? Thanks to Anomalo and transparent charts from the Data Freshness and Data Volume sections, we were able to repeatedly detect data gaps for various days, including historical ones. In addition, we can clearly see any anomalies related to the amount of processed data for the table for a specific day. Anomalo gives us, the Data Engineers team, a sense of control and security. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Rithika G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Rithika G.") RG Rithika G. Cloud Engineer Information Technology and Services Enterprise (\> 1000 emp.) 11/10/2022 "Pulse Dashboard in Anomalo platform is pivotal for health checks & improving our data quality drives" 4/5 What do you like best about Anomalo? With Anomalo, we could easily focus on improving coverage for our important tables & passing metric checks. We can obtain a deep dive into any statistics so that we have clarity on what should be our priority. This also gives visibility to tables that impact our SLA by overviewing their data arrival time in our dashboard. Review collected by and hosted on G2.com. What do you dislike about Anomalo? We have recently started using Anomalo to identify data impasses & determine its RCA quickly. We would like to have proper documentation for its features so that it would be easy for us to get familiar with its platform. We integrate Anomalo with our customer data warehouse to perform seamless data quality checks and regulate alerts in case of anomalies. Review collected by and hosted on G2.com. What problems is Anomalo solving and how is that benefiting you? Anomalo's Pulse dashboard is brilliant in regard to unsupervised detection, where even slight change anomalies are determined in our customer datasets. We can conveniently devise our dynamic testing approaches irrespective of the data quality conditions in its platform. Investigation in case of production issues is also accurate as we can expand on any data structure in its Pulse dashboard. It also effectively prevents abnormal schema changes and dataset missouts which usually cause unwanted turmoils. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite ![Tom G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Tom G.") TG Tom G. Mid-Market (51-1000 emp.) 5/12/2023 "Best anomaly detection provider in the market right now" 4.5/5 What do you like best about Anomalo? Integration with AWS Athena / Glue Good API for running operations and getting stats Very good visuals for non-technical people Helpful staff Review collected by and hosted on G2.com. What do you dislike about Anomalo? Relatively early in their development Problems with nested structs / objects (not arrays) Possibly attempting too many integrations, some can be a bit buggy Review collected by and hosted on G2.com. What problems is Anomalo solving and how is that benefiting you? Data quality issues at the cell level, helping us with our customers Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller AT Ashish T. CEO Internet Mid-Market (51-1000 emp.) 6/11/2023 "Tailored to our requirements." 4.5/5 What do you like best about Anomalo? We like that we can pick precisely what we want to watch and how we want to monitor it, all credit goes to the tool's capability to build up our own tests. Review collected by and hosted on G2.com. What do you dislike about Anomalo? Anomalo does not give us a clear understanding of the costs involved in running validations on the Data Warehouse. Review collected by and hosted on G2.com. What problems is Anomalo solving and how is that benefiting you? Anomalo has improved cooperation and involvement among our teams and provided us with insightful data that even non-technical business users can comprehend and apply. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ## Questions about Anomalo? Ask real users or explore answers from the community Get practical answers, real workflows, and honest pros and cons from the G2 community or share your insights. 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