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QuerySurge

By QuerySurge

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QuerySurge Reviews & Product Details

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Pricing provided by QuerySurge.

QuerySurge Packages

Starting at $3,358.00
5 user Per Year

QuerySurge Media

QuerySurge Demo - Data Analytics Dashboard
The Data Analytics Dashboard, which is customizable, is showing the last test runs, the test pass rate, data reliability, and test run outcomes.
QuerySurge Demo - Scenario Detail Report
Scenarios are collections of Test Suites that are scheduled for execution. The Scenario Detail Report shows the number of tests run (QueryPairs), time it took to run, number of tests passed, total number of data verifications and failures, and pass rate.
QuerySurge Demo - QueryPair Results Report
A QueryPair is a test with a source query and a target query. This report shows data from the source and target, QueryPair details, failures, and query performance.
QuerySurge Demo - Query Wizard
The Query Wizard helps you to visually create table-to-table and column-to-column tests, along with row count compares without writing SQL
QuerySurge Demo - Runtime Dashboard view
The Runtime Dashboard shows tests executing in real-time.
QuerySurge in a Data & Analytics Economy
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QuerySurge in a Data & Analytics Economy
About QuerySurge AI
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About QuerySurge AI
QuerySurge Demo
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QuerySurge Demo
QuerySUrge AI - demo
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QuerySUrge AI - demo
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QuerySurge Reviews (25)

Reviews

QuerySurge Reviews (25)

4.5
25 reviews

Review Summary

Generated using AI from real user reviews
Users consistently praise QuerySurge for its ease of use and ability to handle large volumes of data efficiently, making data validation and ETL processes more manageable. The platform's AI features and reporting capabilities enhance productivity by simplifying test creation and providing clear insights into discrepancies. However, some users note a steep learning curve, particularly for those less familiar with SQL.

Pros & Cons

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Rakshith N.
RN
Data quality Engineer
Mid-Market (51-1000 emp.)
"Strong ETL Validation Tool with Limited JSON Source Support"
What do you like best about QuerySurge?

I evaluated QuerySurge using the trial version to understand how well it supports real-world ETL and data validation scenarios. From a structured data perspective, QuerySurge is a very solid platform. It provides strong connectivity to a wide range of enterprise systems including databases like Oracle, SQL Server, Snowflake, Teradata, Redshift, and also BI tools such as Power BI, Tableau, Cognos, and SAP Web Intelligence. The interface for building source-to-target comparisons, validations, and reconciliation checks is intuitive and clearly designed for data warehouse and analytics testing teams. Review collected by and hosted on G2.com.

What do you dislike about QuerySurge?

My primary use case, however, involves validating modern data pipelines where the source data is in JSON format, coming from APIs or application systems, and the target is a relational database or data warehouse. This is a very common pattern in today’s data architectures. During my evaluation, I found that QuerySurge does not support JSON files or REST API responses as a native data source. The available source types are mainly limited to databases, BI tools, and flat files like CSV or Excel. Because of this, JSON data must first be transformed and loaded into a database before QuerySurge can be used, which adds extra steps and reduces the effectiveness of true source-to-target validation.

It is not a dislike but its a gap. Review collected by and hosted on G2.com.

Response from Bill Hayduk of QuerySurge

Hi Rakshith,

Thanks for the thoughtful review and for evaluating QuerySurge in real-world scenarios.

We’re glad you found QuerySurge strong for structured data validation, with broad connectivity across enterprise databases and BI tools, and an intuitive interface for source-to-target testing, regression, and ongoing data quality monitoring.

You’re also right to point out the current gap around native support for JSON and REST API sources. While many teams land semi-structured data into a database as part of their ingestion process, we recognize that this adds steps and can limit true end-to-end validation for API-driven pipelines. This is an area we actively listen to customer feedback on as we continue to evolve the platform.

We appreciate you taking the time to share both the strengths and the gaps in your evaluation.

Regards,

Bill Hayduk

CEO

SS
Quality Assurance Lead
Small-Business (50 or fewer emp.)
"Powerful Data Testing Made Effortless with QuerySurge"
What do you like best about QuerySurge?

QuerySurge is an extremely powerful automated data testing platform that excels at handling large volumes of data, complex validations, and transformation checks in seconds. It allows us to validate source-to-target data, aggregates, and business rules efficiently, even across very large datasets that would be impractical to test manually.

One of the standout features is the AI chat engine, which significantly simplifies test creation. It helps generate query pairs quickly and accurately, reducing the effort required to write and maintain complex SQL. This has been especially helpful for accelerating test development and onboarding new team members.

The tool is also easy to use and well accepted by both QA and technical teams. The interface is intuitive, test results are easy to interpret, and the reporting clearly highlights mismatches and failures. Overall, QuerySurge enables faster feedback cycles and increases confidence in data quality across ETL and reporting processes. Review collected by and hosted on G2.com.

What do you dislike about QuerySurge?

As with most enterprise tools, there is a learning curve at the beginning, particularly for users who are less familiar with SQL or data validation concepts. Some advanced features require deeper product knowledge to use effectively, but once learned, they provide significant value. Review collected by and hosted on G2.com.

Response from Bill Hayduk of QuerySurge

Hi SUleena,

Thank you for the thoughtful and detailed review. We're glad to hear that QuerySurge is helping your team validate large, complex datasets quickly and reliably, especially for source-to-target checks, transformations, and business rules that are difficult to test manually.

It's also great to see the AI chat engine making a real difference for test creation, onboarding, and ongoing maintenance. Accelerating test development while keeping SQL manageable is a key goal for us, so your feedback is very encouraging. We appreciate your comments on usability and reporting as well. Clear results and fast feedback are essential when teams are supporting ETL and analytics at scale.

We acknowledge your point about the initial learning curve, particularly for users newer to SQL or data validation. We continue to invest in product documentation, training resources, and in-product guidance to help teams ramp up faster and get the most value from advanced features sooner.

Thank you again for sharing your experience and for trusting QuerySurge to support your data quality and analytics confidence.

Regards,

Bill Hayduk

CEO

Krishna Chaitanya B.
KB
Automation Test Lead (Data)
Mid-Market (51-1000 emp.)
"Effortless Data Validation Across Multiple Sources"
What do you like best about QuerySurge?

1. Helping in validating huge volume of data

2. Ability to validate different kinds of data sources (flat files, excel, databases)

3. Love the Data Staging feature to create temp tables and use them in the main query-pair.

4. Ability to connect to Snowflake and Workday

5. Analyze the errors easily for any data/non-matching errors Review collected by and hosted on G2.com.

What do you dislike about QuerySurge?

Sometimes the agent get hanged abruptly and doesn't allow to kill the running query-pair.

Using multiple Data Staging temporary tables slows down the query-pair execution time.

When using the Data Staging feature, we need to run all the Staging query-pairs before we execute the main-query. Review collected by and hosted on G2.com.

Response from Bill Hayduk of QuerySurge

Hi Krishna,

Thank you for the thoughtful review. It is great to hear that QuerySurge is helping you validate large data volumes, connect to Snowflake and Workday, and work across different file types and databases. We’re glad the Data Staging feature is adding value to your process as well.

We also appreciate the notes on where we can improve. We are working on better handling for stuck agent processes and on performance improvements when using multiple Data Staging tables. Your feedback on staging workflows is helpful and will guide future enhancements.

Thank you again for taking the time to share your experience.

Regards,

Bill Hayduk

CEO

Chandru M.
CM
Technical Lead
Information Technology and Services
Enterprise (> 1000 emp.)
"Versatile Data Testing Tool for Enterprise-Level Warehouses"
What do you like best about QuerySurge?

QuerySurge offers support for a broad array of data sources, including databases, flat files, and cloud platforms, which adds to its versatility. Its ability to efficiently manage large datasets is particularly valuable for enterprise-level data warehouses. Review collected by and hosted on G2.com.

What do you dislike about QuerySurge?

The initial setup and configuration can be complex, especially for databases like Snowflake and T24, due to driver compatibility, authentication, and schema intricacies. Additionally, the licensing cost can be a barrier for smaller teams, and the UI can feel sluggish with very large datasets. Review collected by and hosted on G2.com.

Response from Bill Hayduk of QuerySurge

Hi Chandru,

Thank you for taking the time to leave a positive review. We appreciate your perspective, and it is always encouraging to hear that the work we put in alongside our customers and partners is making an impact.

You are right that some environments require a more involved setup. We continue to streamline that process, and your feedback helps guide those improvements. On licensing, smaller teams now have more flexibility with our Azure pay-as-you-go option, and our AWS pay-as-you-go service is scheduled to launch this month.

Thank you again for the thoughtful feedback.

Regards,

Bill Hayduk

CEO

SR
Senior Quality Specialist
"Speeds Up Testing with Accurate, Time-Saving Features"
What do you like best about QuerySurge?

I really appreciate how QuerySurge speeds up my testing process and provides accurate results for large volumes of data in less time. It's easy to use, and the report generation feature makes it simple to spot failure counts. I love the feature that allows automatic generation of SQL queries by establishing table-to-table connections. This reduces the time I spend preparing SQL queries, saving a lot of test planning time. The Test Scenario schedule feature is also a favorite because it allows me to complete my validations by scheduling scenarios overnight and then viewing the results the next day. Review collected by and hosted on G2.com.

What do you dislike about QuerySurge?

If we could get the manual for establishing connectivity via JDBC driver for old DBs. Documenting these things would be fine. Like how we can establish connection step by step would be fine. Review collected by and hosted on G2.com.

Response from Bill Hayduk of QuerySurge

Hi Sabarinathan,

Thank you for sharing such a detailed review and for highlighting how QuerySurge is helping streamline your high-volume data testing. We’re glad to hear that the platform’s ease of use, automated SQL generation, report insights, and overnight scheduling have made a real impact on your workflow and saved you valuable time. It’s great to know these features are helping you move through planning and execution more efficiently.

We also appreciate your feedback regarding JDBC connectivity documentation for older databases. Clear, step-by-step guidance is important.. We should have instructions to connect to older drivers in our Knowledge Base. Have a look at https://querysurge.zendesk.com/hc/en-us. If you cannot find the ones you are looking for there, please send an email to support@querysurge.com or create a ticket. Our team will be glad to assist you.

Thank you again for taking the time to share your experience and for being a QuerySurge user. If you ever need help with a specific connector or setup, our support team is always ready to assist.

Regards,

Bill Hayduk

CEO

PS
Software QE Analyst
"Lifesaver for High-Volume Data Validation"
What do you like best about QuerySurge?

I used QuerySurge to validate a large volume of records, and it really helps accelerate the testing process and save time in validation of high volume data. QuerySurge allows me to complete my validation efficiently and effectively in a limited time. I really like the QuerySurge staging feature as it helps me validate file vs database comparison. The report generation feature is another highlight for me because it allows me to easily spot the number of data failures in a column for a high volume of data. The initial setup was smooth, and overall, QuerySurge is a lifesaver. Review collected by and hosted on G2.com.

What do you dislike about QuerySurge?

When we have non-matching source and target rows, as well as data failures for a table, the failed record number in the failure tab and the failed number in the report generation seems different, which was bit confusing. Review collected by and hosted on G2.com.

Response from Bill Hayduk of QuerySurge

Hi Puspavalli,

Thank you for the thoughtful review. It is great to hear that QuerySurge has helped you move through large data validation workloads quickly and that features like Data Staging and our reporting tools are making your comparison and analysis work easier. We’re glad the initial setup went smoothly and that the platform has been a strong fit for your high-volume testing needs.

Your note about differences between the failure tab counts and report counts is helpful. We appreciate you calling this out, and we continue to refine how results are summarized so that everything is as clear and consistent as possible.

Thank you again for taking the time to share your experience and for relying on QuerySurge to support your validation process.

Regards,

Bill Hayduk

CEO

krishna v.
KV
"AI-Driven Data Validation with Room for Growth"
What do you like best about QuerySurge?

I appreciate how QuerySurge stores query pairs for later use, which allows for flexibility and efficiency in ongoing data comparison tasks. The integration of AI is particularly beneficial, as it eliminates the need to search outside the tool, simplifying workflows and enhancing productivity. By sharing ETL mapping documents, I can generate queries automatically, which saves a significant amount of time and effort. Overall, these features contribute to a seamless and effective experience in handling data-related tasks. Review collected by and hosted on G2.com.

What do you dislike about QuerySurge?

I find that QuerySurge could benefit significantly from generating queries automatically when selecting source and target data points. This would streamline the process and reduce manual work. Additionally, I think it would be advantageous if the QuerySurge team could extend support to address various aspects of data challenges comprehensively. The use of RAG and agents within QuerySurge for automating manual tasks seems like an area that needs more development to enhance functionality and efficiency. Review collected by and hosted on G2.com.

Response from Bill Hayduk of QuerySurge

Hi Krishna,

Thank you for taking the time to share such a detailed review. We are glad to hear that QuerySurge’s ability to store query pairs, reuse them over time, and generate tests from ETL mapping documents is helping you work more efficiently. It is especially encouraging to see the AI capabilities reducing context switching and saving you meaningful time during validation.

We also appreciate your candid feedback on where we can improve. Enhancements around agents, retrieval-based intelligence, and deeper automation of manual steps are very much part of our ongoing product evolution, with the goal of further streamlining complex data testing workflows.

Thank you for using QuerySurge and for sharing how it supports your source-to-target data comparison needs.

Regards,

Bill Hayduk

CEO

PP
"Effective ETL Testing with Room for Performance Improvement"
What do you like best about QuerySurge?

I am very satisfied with QuerySurge, as it serves as our primary tool for file-to-file and database-to-database comparisons. I rely on it to verify results and provide signoffs, and overall, I am happy with its performance. I particularly appreciate the Data Staging options that QuerySurge offers, as they seem to work very well for my needs. Additionally, the initial setup was very easy, making the transition to QuerySurge smooth and hassle-free. Review collected by and hosted on G2.com.

What do you dislike about QuerySurge?

I find the performance of QuerySurge to be a significant challenge, especially when processing large datasets. Executing comparisons on more than 500,000 records can take over 30 minutes, and in the case of 5 million records, it takes roughly an hour. This impacts efficiency and I believe there’s room for improvement in processing speeds. Additionally, the tool doesn't provide detailed record-wise results for past queries, only showing percentages of pass and failure, which limits insight depth. When errors occur due to incorrectly mentioned fields in a query, QuerySurge does not offer specific guidance or suggested modifications, which can hinder troubleshooting efforts. Review collected by and hosted on G2.com.

Response from Bill Hayduk of QuerySurge

Hi Prashant,

Thank you for the detailed feedback and for relying on QuerySurge as your primary platform for file-to-file and database-to-database comparisons. We’re glad to hear that the Data Staging capabilities, ease of setup, and overall reliability have supported your ETL testing and verification workflows. It’s great to know QuerySurge has been an improvement over your previous comparison tools.

We also appreciate your candid notes on performance with very large datasets and on the level of detail available in historical results. Both areas are active parts of our roadmap. We continue to enhance parallel processing, result retrieval, and error-handling clarity to help users move through high-volume testing more efficiently and with deeper visibility into record-level differences.

Thank you again for taking the time to share your experience. Your input helps us refine QuerySurge, and we’re here to support you if you’d like to walk through performance tuning options or discuss upcoming improvements.

Regards,

Bill Hayduk

CEO

Fernando N.
FN
Especialista em testes
"Versatile Data Validation with Ease"
What do you like best about QuerySurge?

I find QuerySurge invaluable for QA validation due to its ability to effectively compare large amounts of data. Its user-friendly interface significantly aids in reporting and identifying differences between source and target datasets, making this process more efficient and less error-prone. I appreciate how easy it is to use, getting the job done without unnecessary complications. The software's capability to connect to multiple types of data sources—such as SQL, on-premises, cloud systems, and even using data files—adds tremendous value to its functionality. I also benefit greatly from its own API, which allows for dynamic interactions like changing snippet values and initiating scenarios, making it adaptable and versatile across different use cases. Additionally, its integration with other tools through API requests enhances our workflow, ensuring we can continue to leverage existing systems while making the most of QuerySurge's robust features. Review collected by and hosted on G2.com.

What do you dislike about QuerySurge?

I find the current use of snippets in QuerySurge somewhat static and believe they could be more dynamic. It would be beneficial if snippets had the capability to store queries and other types of code to retrieve values from external sources. This would allow for more flexible use rather than just being a static piece of code or information to be combined within queries or XML. Review collected by and hosted on G2.com.

Response from Bill Hayduk of QuerySurge

Hi Fernando,

Thank you for the thorough and thoughtful review. It is great to hear that QuerySurge is helping you validate large datasets, streamline reporting, and work across so many different data sources. We’re glad the interface, API, and integration options are making your QA workflows more efficient and flexible. That is precisely what we design the platform to support.

Your suggestion about making snippets more dynamic is helpful. We agree there is room to expand their flexibility, and feedback like yours guides how we evolve those features.

Thank you again for taking the time to share your experience and for relying on QuerySurge to drive your data validation efforts.

Regards,

Bill Hayduk

CEO

BD
"Efficient Data Comparison, Needs Refinement"
What do you like best about QuerySurge?

I really appreciate how QuerySurge facilitates the easy comparison of table data based on query pairs, allowing me to identify differences across various scenarios with efficiency. The ability to store scenarios that can be reused with different data connections is incredibly valuable for our regression suites, as it streamlines the process of running QA tests for each release. Once set up, I can effortlessly trigger these scenarios using specific database connections and have the results ready for review within just 10-20 minutes. Additionally, the capability to export the analysis into Excel is a major advantage, as it enables sharing detailed results with colleagues who might require a deeper dive into the data. Furthermore, the integration with Jenkins script for automating scenario triggers ensures flexible and time-efficient operations, especially for after-hours testing. Although I wasn't part of the initial setup team, my experience with updating QuerySurge to a new version was smooth, indicating the software is user-friendly in terms of maintenance and updates. Review collected by and hosted on G2.com.

What do you dislike about QuerySurge?

Sometimes the analysis in QuerySurge creates false failures, such as when only one column in the table data is different, but multiple columns are highlighted as differences. This leads to confusion and false alerts. Additionally, when data are exactly the same and should match perfectly, they are occasionally incorrectly highlighted as discrepancies. This requires testers to manually scan rows or export data to Excel to apply formulas and verify that no true differences are being overlooked. Review collected by and hosted on G2.com.

Response from Bill Hayduk of QuerySurge

Bruce,

Thank you for the detailed review and for outlining how QuerySurge supports your QA process. It is great to hear that reusable scenarios, fast execution, Excel exports, and Jenkins integration have made your regression testing more efficient. We’re also glad your upgrade experience was smooth, even though you weren't part of the original setup.

Your feedback on false failures is important, and we appreciate you calling it out. We continue to refine how QuerySurge surfaces differences, and your examples help us target where improvements are needed. Ensuring clear, accurate comparisons is a priority, and reviews like yours guide that work.

Thank you again for taking the time to share your experience and for relying on QuerySurge to support your testing workflows.

Regards,

Bill Hayduk

CEO

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Pricing Options

Pricing provided by QuerySurge.

QuerySurge Packages

Starting at $3,358.00
5 user Per Year
QuerySurge Features
Identification
Data Matching
Reporting
Quality Audits
Dashboard
Test Feedback
Test History
Customization
Reliability
Thoroughness
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