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    QuerySurge - 2 User Pack

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    Includes 2 Full Users and 2 Participant (read-only) users. Ideal for evaluations and small teams, with automated data testing, scheduling, alerting, and CI/CD integration. Provides base-level API access, allowing users to execute tests remotely using their CI/CD platform of choice

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    4.6
    37 ratings
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    37 external reviews
    External reviews are from G2 .

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    Reviews (37)
    Kavyasri P.

    QuerySurge Streamlines ETL Data Validation with Efficient SQL-Based Automation

    Reviewed on Jun 08, 2026
    Review provided by G2
    What do you like best about the product?
    What I like best about QuerySurge is its ability to simplify and automate ETL data validation. During my ETL certification, I found its SQL-based testing approach very efficient for comparing source and target data. The low-code interface saves time by reducing manual effort, and automation features improve consistency. Its clear reports also make it easy to identify data issues quickly.
    What do you dislike about the product?
    One area for improvement is the user interface, which can feel less intuitive at times, especially for beginners. Setting up more complex test scenarios can require a learning curve and deeper understanding of queries. Performance can also slow down when handling very large datasets. Additionally, better integration options and more detailed documentation would make it easier to get started and work more efficiently.
    What problems is the product solving and how is that benefiting you?
    QuerySurge solves the challenge of manual and time-consuming ETL data validation by automating data comparisons between source and target systems. It helps quickly identify data mismatches, ensuring accuracy in transformations and migrations. For me, it has reduced validation time, improved testing efficiency, and increased confidence in data quality. This automation also minimizes human errors and makes the overall ETL testing process more reliable.
    Tarun B.

    QuerySurge Automates End-to-End Data Validation with Fast Comparisons and Rich Reporting

    Reviewed on May 25, 2026
    Review provided by G2
    What do you like best about the product?
    The most helpful aspect of QuerySurge is its ability to automate end-to-end data validation and ETL testing, which significantly reduces manual effort and improves accuracy. Key upsides include fast data comparison between source and target systems, support for multiple data platforms, and integration with CI/CD pipelines. It also provides detailed reports, dashboards, and AI-driven test creation, helping teams quickly identify data issues and ensure high data quality.
    What do you dislike about the product?
    One downside of QuerySurge is that it can have a steep learning curve for beginners, especially when dealing with advanced configurations and complex data environments. The setup and implementation process can also be time-consuming and may require strong data engineering knowledge. Additionally, it is an enterprise-level tool, so licensing costs can be relatively high and may not be suitable for smaller teams or simpler use cases.
    What problems is the product solving and how is that benefiting you?
    QuerySurge helps solve the problem of ensuring data accuracy and consistency across complex ETL pipelines and data migrations. In many projects, validating large volumes of data manually is time-consuming and prone to errors. QuerySurge automates this process by comparing source and target data quickly and efficiently, helping identify mismatches, missing data, or transformation issues early. This benefits me by saving time, reducing manual effort, increasing confidence in data quality, and ensuring that business reports and analytics are based on reliable and accurate data.
    Thummala M.

    Efficient ETL Testing, Needs UI Improvements

    Reviewed on Apr 29, 2026
    Review provided by G2
    What do you like best about the product?
    I like QuerySurge most for its automation capabilities and easy-to-use query pairing framework for ETL validation. I use QuerySurge for ETL and data warehouse testing, which helps automate data reconciliation, perform row-level comparisons, and generate clear test reports. It solves the challenge of validating large volumes of ETL data accurately and efficiently across multiple source and targets.
    What do you dislike about the product?
    The UI can feel a bit complex for new users and has a learning curve during initial setup.
    What problems is the product solving and how is that benefiting you?
    I use QuerySurge to automate data reconciliation and validate ETL data accurately across multiple systems, solving challenges of handling large data volumes efficiently.
    Venkat S.

    Revolutionized Our ETL Testing Process

    Reviewed on Apr 28, 2026
    Review provided by G2
    What do you like best about the product?
    I really like QuerySurge's powerful automation for source-to-target data validation, which significantly reduces manual SQL effort. Its easy-to-use dashboards and detailed reporting make it simple to identify and communicate data issues quickly. The automation helps me reuse and schedule test cases, speeding up regression testing. Additionally, the dashboards provide a clear, centralized view of test results and failures, making it easy to track data-quality issues and share insights with stakeholders quickly. I find the initial setup beginner-friendly.
    What do you dislike about the product?
    QuerySurge can have a steep learning curve especially when setting up complex test scenarios compared to writing plain SQL. The cost and occasional UI performance issues can also be challenging for smaller teams or large test suites. Additional challenges include time-consuming initial setup when connecting multiple data sources and configuring environments. Improved error messaging and CI/CD integrations, along with more flexible licensing for small teams, would enhance usability.
    What problems is the product solving and how is that benefiting you?
    I use QuerySurge for automated ETL and data-warehouse testing, which ensures data accuracy and reduces manual validation efforts. Its automation catches data mismatches early, and its dashboards centralize test results, speeding up regression testing and simplifying data quality issue tracking.
    Ashitosh S.

    Useful for ETL data validation and saves manual effort

    Reviewed on Apr 27, 2026
    Review provided by G2
    What do you like best about the product?
    I’ve been using QuerySurge mainly for ETL testing in a data integration project. Before this, we were doing a lot of manual query checks between source and target tables, which was very time-consuming. With QuerySurge, I’ve been able to automate those comparisons and run them repeatedly without having to rewrite the queries each time. One feature I’ve found especially useful is the way it clearly highlights mismatched data, which makes it much easier to debug issues. And once the test suites are set up, they can be reused across cycles, saving a good amount of effort overall.
    What do you dislike about the product?
    The initial setup took me some time to understand. As a new user, it wasn’t very straightforward to figure everything out, especially the configuration-related parts. A few simpler examples or clearer onboarding would make it much easier to get started.
    What problems is the product solving and how is that benefiting you?
    It helped reduce the manual effort involved in validating ETL data. Rather than writing and running queries each time, I was able to automate the process and spend more time analyzing the results. It also helped me catch data mismatches early, which made the overall testing process smoother and more effective.
    bharath kumar c.

    Great for Learning ETL Testing, Needs Easier Start for Beginners

    Reviewed on Apr 27, 2026
    Review provided by G2
    What do you like best about the product?
    I like QuerySurge for its ability to easily compare source and target data, making it easy to find mismatches and validate ETL data. This feature made understanding ETL testing concepts clearer and data validation more structured and efficient, especially during my exam preparation. The source-to-target comparison helped me quickly check whether data is correctly moved and transformed during the ETL process, which added value for both learning and exam preparation.
    What do you dislike about the product?
    One thing that could be improved in QuerySurge is the learning curve for beginners, as it takes some time to understand the tool initially. Also, setting up tests and environments can feel a bit complex at first. Clearer guidance or more beginner-friendly examples would make it easier to get started.
    What problems is the product solving and how is that benefiting you?
    QuerySurge helps me learn ETL testing by validating data, identifying mismatches, and understanding ETL concepts like source-to-target comparisons. It makes data validation structured and efficient, aiding my preparation for the Certified ETL Tester exam.
    Anil Kumar B.

    Streamlined ETL Certification Journey

    Reviewed on Apr 25, 2026
    Review provided by G2
    What do you like best about the product?
    I used QuerySurge mainly for my ETL tester Certification, and I loved how the platform provided clear course pathways to guide my learning. The structured modules allowed me to learn ETL testing step by step, reducing confusion by offering focused learning material for certification. The study material was well organized and easy to understand, making it clear what topics to focus on for the certification. Practice concepts and the exam flow aligned well with real ETL testing concepts, making learning and certification preparation smooth and effective. Additionally, the initial setup was very easy.
    What do you dislike about the product?
    Some topics could be explained in more depth for beginners and More hands-on practice with real world ETL scenarios and sample datasets would be very helpful.
    What problems is the product solving and how is that benefiting you?
    QuerySurge structured my ETL learning and guided me through certification with organized modules and clear study material, reducing confusion and making exam prep smoother and more confident.
    Indrasena Reddy M.

    Boosted ETL Validation Skills with Ease

    Reviewed on Apr 23, 2026
    Review provided by G2
    What do you like best about the product?
    QuerySurge is great for its powerful automation of ETL data validation, helping me simplify complex source-to-target comparisons and make them reliable. I really appreciate its user-friendly interface and detailed reporting features, which make identifying and analyzing data issues easier and faster. The initial setup was very easy, so much so that a 10-year-old could understand it. The tool significantly reduced the manual data-validation effort, quickly detecting mismatches. Lastly, earning my certification using QuerySurge boosted my confidence and positively contributed to my professional growth. I would rate my likelihood to recommend it as a 10 out of 10.
    What do you dislike about the product?
    A potential improvement for QuerySurge would be enhancing flexibility in customizing test scripts and optimizing performance for very large datasets, as this could make advanced ETL validation even smoother.
    What problems is the product solving and how is that benefiting you?
    QuerySurge simplifies ETL data validation, reducing manual effort by automating source-to-target comparisons. It identifies data mismatches and issues, improving accuracy and efficiency in testing. The tool's intuitive interface and detailed reporting enhance my data testing confidence and contribute positively to my professional growth.
    Aryan A.

    User-Friendly ETL Testing with a Steep Learning Curve

    Reviewed on Apr 22, 2026
    Review provided by G2
    What do you like best about the product?
    I like how user-friendly QuerySurge is. It made data comparison and validation very straightforward, helping me understand ETL Testing concepts in a practical way. It helped me save time and quickly understand data validation. I could easily identify mismatches, making learning ETL testing much more effective.
    What do you dislike about the product?
    While the platform is powerful, the initial learning curve can be a bit challenging for new users. Some features could be more intuitive, and adding more step-by-step tutorials or real-world examples would make it easier to get started and fully utilize the tool.
    What problems is the product solving and how is that benefiting you?
    QuerySurge validates data across sources and target systems, ensuring accuracy for ETL Testing. Its user-friendly interface streamlines data comparison and validation, saving me time and enhancing my understanding of ETL testing concepts.
    GUDIPUDI D.

    Fast, Reliable Automated Data Validation

    Reviewed on Apr 22, 2026
    Review provided by G2
    What do you like best about the product?
    It automates data validation quickly and reliably.
    What do you dislike about the product?
    Nothing—it's good. I honestly don’t have any dislikes.
    What problems is the product solving and how is that benefiting you?
    QuerySurge helps address the challenge of validating large volumes of data across both source and target systems.