# iceDQ Software Pricing, Alternatives & More 2026 | Capterra > With the help of Capterra, learn about iceDQ Software - reviews, pricing plans, popular comparisons to other Automated Testing products and more. Source: https://www.capterra.com/p/154912/iCEDQ --- # iceDQ Software Review 2026: Features, Integrations, Pros & Cons Last updated on March 13, 2026 Provider data verified by our Software Research team, and reviews moderated by our Reviews Verification team. Independent research methodology Capterra’s researchers use a mix of verified reviews, independent research and objective methodologies to bring you selection and ranking information you can trust. While we may earn a referral fee when you visit a provider through our links or speak to an advisor, this has no influence on our research or methodology. [Learn more](https://www.capterra.com/resources/proprietary-data-research/) How Capterra verifies reviews Capterra carefully verified over 2.5 million+ reviews to bring you authentic software experiences from real users. Our human moderators verify that reviewers are real people and that reviews are authentic. They use leading tech to analyze text quality and to detect plagiarism and generative AI. [Learn more](https://www.capterra.com/resources/how-we-verify-reviews/) How Capterra ensures transparency Capterra lists all providers across its website—not just those that pay us—so that users can make informed purchase decisions. Capterra is free for users. Software providers pay us for sponsored profiles to receive web traffic and sales opportunities. Sponsored profiles include a link-out icon that takes users to the provider’s website. [Learn more](https://www.capterra.com/resources/how-we-ensure-transparency/) [Description](#description)[Use cases](#use-cases)[Alternatives](#alternatives)[Features](#features)[Pricing](#pricing)[Integrations](#integrations)[Support](#support)[Reviews](#reviews) iceDQ ## What is iceDQ? iceDQ empowers organizations to ensure data trust and reliability throughout the data lifecycle. Our comprehensive platform combines data testing, data monitoring, and data observability into a single solution, enabling data engineers to proactively manage data quality and eliminate data issues before they impact business decisions. Leading companies across industries, including prominent players in banking, insurance, and healthcare, rely on iceDQ to continuously test, monitor, and observe their data-driven systems. This ensures trustworthy data that fuels informed decision-making and drives business success. ## What is iceDQ used for? [Automated Testing](https://www.capterra.com/automated-testing-software/) Top alternative Featured Overall rating Based on 14 user reviews Reviews sentiment Positive \- Neutral \- Negative \- Starting price $1000 Per User, Per Month Free trial available Capterra Shortlist charts the highest-rated and most popular products... Our "Best of" badge program showcases products with the highest ratings... Our "Best of" badge program showcases products with the highest ratings... Do you work for iceDQ?[Manage this product listing](https://digitalmarkets.gartner.com/get-listed/claim-bx?url=https://icedq.com/&name=iceDQ) ## Compare with a popular alternative Capterra selects software alternatives based on relevant features, verified user reviews and user interactions. Placement may be influenced by client status. ### iceDQ 4.7 (14) VS. [4.2 (18)](https://www.capterra.com/p/242193/Tricentis-Tosca/reviews/) Starting Price $1000 Per User, Per Month Starting Price Contact vendor Free Trial Free Version Pricing Options Free Trial Free Version Ease Of Use 4.6 (14) Ease Of Use 3.8 (766) Value For Money 4.7 (13) Value For Money 3.9 (671) Customer Service 4.7 (14) Customer Service 4.1 (649) ## iceDQ alternatives [BrowserStack](https://www.capterra.com/p/162900/BrowserStack/) [4.6 (766)](https://www.capterra.com/p/162900/BrowserStack/reviews/) Starting price $39.00 Per User, Per Month Pricing Options Free Trial Free Version User Rating 96% of reviewers rated it above 4 stars [Learn More](https://www.capterra.com/p/162900/BrowserStack/) [TestMu AI](https://www.capterra.com/p/170732/LambdaTest/) [4.6 (543)](https://www.capterra.com/p/170732/LambdaTest/reviews/) Starting price $15.00 Per User, Per Month Pricing Options Free Trial Free Version User Rating 96% of reviewers rated it above 4 stars [Learn More](https://www.capterra.com/p/170732/LambdaTest/) Highest Rated [ACCELQ](https://www.capterra.com/p/161589/accelQ/) [4.9 (133)](https://www.capterra.com/p/161589/accelQ/reviews/) Starting price Contact vendor for pricing Pricing Options Free Trial Free Version User Rating 99% of reviewers rated it above 4 stars [Learn More](https://www.capterra.com/p/161589/accelQ/) [Katalon Studio](https://www.capterra.com/p/235574/Katalon-Studio/) [4.4 (706)](https://www.capterra.com/p/235574/Katalon-Studio/reviews/) Starting price $170.00 Per User, Per Month Pricing Options Free Trial Free Version User Rating 92% of reviewers rated it above 4 stars [Learn More](https://www.capterra.com/p/235574/Katalon-Studio/) [View all alternatives](https://www.capterra.com/p/154912/iCEDQ/alternatives/) ## Features Features with the highest number of reviews are displayed first. Those that have no reviews appear next, sorted alphabetically. Parameterized Testing 4.8 (4) 75.00% of 4 reviewers that rated this feature as important or highly important Allows developers to run the same test over and over again using different values Move & Copy 4.7 (3) 33.33% of 3 reviewers that rated this feature as important or highly important Copy and paste test cases in order to use the same tests in different suites and plans Requirements-Based Testing 5.0 (3) 66.67% of 3 reviewers that rated this feature as important or highly important Assess the performance and functionality of software by testing against predefined requirements and specifications Supports Parallel Execution 5.0 (3) 66.67% of 3 reviewers that rated this feature as important or highly important Run multiple tests simultaneously in different environments or parts of the code base Hierarchical View 4.0 (2) 100.00% of 2 reviewers that rated this feature as important or highly important Organize test cases into hierarchical test plans Requirements Management 5.0 (1) 100.00% of 1 reviewers that rated this feature as important or highly important Enables creation, management, and tracking of product requirements & features during product production/development iceDQ 18 features Alerts or notifications of various types such as pop-up messages, sounds, banners, or badges Application programming interface that allows for integration with other systems/databases Alter the layout and content of reports Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Graphical representation of data Assemble applications and processes by dragging over and arranging pre-built components Organize test cases into hierarchical test plans Observe and track the demand, usage, progress or quality of a system, product, or user Copy and paste test cases in order to use the same tests in different suites and plans Allows developers to run the same test over and over again using different values Systematic evaluation of various aspects of a project or service to prevent defects or issues Collection, analysis, and representation of numerical data and generation of reports to understand various patterns Enables creation, management, and tracking of product requirements & features during product production/development Assess the performance and functionality of software by testing against predefined requirements and specifications Run multiple tests simultaneously in different environments or parts of the code base Consistent way of encoding multilingual text that enables the exchange of text data internationally Manage user accounts, profiles, roles, permissions, and other details across applications, devices or networks Track revisions and updates made to files and navigate between different versions Features 4.5 (14) 4.5 Based on 14 reviews ## Pricing Value for money 4.7 (13) Free Trial Basic $1,000 Per User,Per Month Value for money 4.7 (13) 4.7 Based on 13 reviews ## Integrations [ Slack](https://www.capterra.com/p/135003/Slack/)[ Jira](https://www.capterra.com/p/19319/JIRA/)[ Tableau](https://www.capterra.com/p/208764/Tableau/)[ Microsoft Power BI](https://www.capterra.com/p/176586/Power-BI/)[ Manta](https://www.capterra.com/p/145178/Manta-Flow/)[ Alation](https://www.capterra.com/p/202828/Alation/) ## Support, customer service and training options Customer Service 4.7 (14) Support - Email/Help Desk - FAQs/Forum - Knowledge Base - Phone Support - 24/7 (Live rep) - Chat Training - In Person - Live Online - Webinars - Documentation - Videos Deployment - Web - Android - iPhone/iPad Typical users - Freelancers - Small businesses - Mid size businesses - Enterprises Customer Service 4.7 (14) 4.7 Based on 14 reviews ## User reviews Overall rating 4.7 Based on 14 reviews Filter by rating 5(10) 4(4) 3(0) 2(0) 1(0) Mentioned topic Sorted by most recent ST Shashank T. Practice Head - QA & DataOps Computer Software ### "Solid tool for automated ETL testing" 4.0 Overall Rating 4.0 4.0 Ease of Use 5.0 5.0 Features 5.0 5.0 Customer Service 5.0 5.0 Likelihood to Recommend 10/10 October 23, 2022 Pros The ease of use, the informative support portal documentation as well as the responsive and helpful iCEDQ support team help build confidence in adopting iCEDQ for automating the ETL regression test suite. Cons There is a bit of learning curve for learning Groovy script language to create user defined functions and script rules. Creating expressions for validation type rules can be tedious and time consuming with large number of columns. Review source Incentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication. SR Sandy R. Sr. Business Analyst Insurance ### "UAT is much more accurate now" 5.0 Overall Rating 5.0 5.0 Ease of Use 5.0 5.0 Features 5.0 5.0 Customer Service 5.0 5.0 Likelihood to Recommend 10/10 December 1, 2021 I was using SQL queries and excel before iCEDQ. This tool was easy to install & learn and my UAT is so much more accurate. I can compare entire tables now instead of just a subset. Being able to use scripting or set up complex expressions is also a plus. I have regression packs that run daily & monthly that are triggered by UC4 scheduling so I can see any issue with the data first thing in the morning and alert the business users. Pros Compare large amounts of data quickly Compare data across multiple databases & servers Can create complex rules using scripting Easy to learn & use Rules can be triggered by our UC4 scheduling software Updates to the software are quick & easy Results are easy to understand Support is quick to respond and super helpful Cons More examples or explanations of the features in the support documentation. Sometimes I want to learn more about an option or how to use something and the documentation shows an example or how to set something up, but doesn't explain why. A quick email to support resolves my questions though. Reasons for choosing iceDQ Was easy to understand and it would compare databases across different servers. Review source Incentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication. PG Pritam G. Quality Assurance Test Engineer Information Technology and Services ### "Areas of improvement" 5.0 Overall Rating 5.0 5.0 Ease of Use 4.0 4.0 Features 4.0 4.0 Customer Service 4.0 4.0 Likelihood to Recommend 8/10 November 19, 2021 This tool is essential for migration type of projects. I would rate 7/10 for my experience. Pros Ease of use and mostly i like the support page with nice examples. It helped me initially. Cons Processing time and sometimes we get error due to sorting order. We have to manually order them. If ICEDQ takes care of it, then the tool will become powerful Review source Incentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication. KJ Komal J. Software engineer Information Technology and Services ### "Review from Restores Squad" 4.0 Overall Rating 4.0 4.0 Ease of Use 3.0 3.0 Features 5.0 5.0 Customer Service 4.0 4.0 Likelihood to Recommend 9/10 November 18, 2021 It was good, we had millios of records to be compared between different kind of databases - Oracle against Mainframe and it would have been impossible to do this manually. Overall , a very good product which eases the work, reduces manual labour and saves money by avoiding future prod bugs that could potentially arise. Pros Integration was easy. Making DB Connections, writing downs queries, making joins etc. NO issues as such . But needed some help with expressions and recon comparisons and ICEDQ support team and articles were excellent . Cons I wish it could be faster. We did have extreme slowness with the product that was resolved to some extent by ICEDQ team, Later we are now moving to HTP instances and it does seems like our test time will reduce to literally half. Appreciate the improvements being made in this aspect. Review source Incentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication. RB Rene B. Lead BI and Reporting Engineer Hospitality ### "Flexible, easy, and powerful to use data quality tool" 5.0 Overall Rating 5.0 5.0 Ease of Use 5.0 5.0 Features 4.0 4.0 Customer Service 5.0 5.0 Likelihood to Recommend 9/10 November 18, 2021 Positive Pros Ease to use, yet powerful. Also, support is really good and promptly response any request Cons Still lacks some features such as API connectivity and promotion management between environments. Reasons for choosing iceDQ Features Review source Incentivized review: software users are invited to submit an honest review and offered a nominal incentive for their time and effort. All incentivized reviews are subject to our verification process prior to publication. SS Sujit S. Sr. QA engineer Transportation/Trucking/Railroad ### "Helpful, easy to use" 5.0 Overall Rating 5.0 5.0 Ease of Use 4.0 4.0 Features 4.0 4.0 Customer Service 5.0 5.0 Likelihood to Recommend 7/10 May 18, 2021 It is very good experience of validating data with this tool. Pros New EMR approach, giving the potion of expression level check to find which column is having mismatch. Cons Email Feature. I want to tweak little bit on email feature. Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. VD Vaidehi D. Lead Data Quality Analyst Leisure, Travel & Tourism ### "Great product for Data crunching" 4.0 Overall Rating 4.0 4.0 Ease of Use 5.0 5.0 Features 4.0 4.0 Customer Service 5.0 5.0 Likelihood to Recommend 8/10 February 9, 2021 ICEDQ has been really beneficial to monitor data present in Production systems. Pros Ability to process and analyze large quantities of data easily and quickly. Ability to schedule production monitoring rules through Scheduler. Cons The UI could be more user friendly. Also ability to store and reuse data from one system and feed inot another system is missing. Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. WD Wes D. Director, Data Accuracy Leisure, Travel & Tourism ### "Essential tool to improve data monitoring and test script reusability" 5.0 Overall Rating 5.0 5.0 Ease of Use 4.0 4.0 Features 5.0 5.0 Customer Service 5.0 5.0 Likelihood to Recommend 10/10 February 4, 2021 iCEDQ, and the Torana Inc. organization, has elevated our ability to quickly and confidently enact data monitoring on the company's KPIs, as well as day-to-day ETL workflows. We've been able to stand up hundreds of monitoring rules, often quickly and efficiently recycling scripts used in UAT over to Production. This functionality has significantly improved reusability of costly (resource hours) test scripts, as well as provided a centralized repository for storage. Prior to iCEDQ we were tediously building ETL workflows, inserting records into permanent table structures, and building data visualization reports on top of said tables. It was resource intensive, challenging to maintain, and overall scalability was poor. I've been involved from the onset of product identification and implementation of iCEDQ. Torana has been highly communicative and easy to work with since day one. Their ongoing customer support, when a technical question or issue arises, is always prompt and thorough. I would highly recommend consideration of iCEDQ for your data monitoring & data testing needs. Pros Simple, intuitive interface. Easy to learn the basics. Initial implementation is fairly standardized -- mostly need to iron out process. Batch execution is a big plus. Ability to toggle between database connections is straightforward and saves time. Option to ignore rule failures under a certain threshold a BIG improvement. Cons Learning the Groovy language may create challenges when writing logical expressions for evaluation. Reporting / visualization of rule execution results has improved significantly since initial adoption, but has room to grow. Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. Response from Vendor February 8, 2021 Thanks for the review Wes! VS Vikas S. software engineer Financial Services ### "ICEDQ user feedback" 5.0 Overall Rating 5.0 5.0 Ease of Use 5.0 5.0 Features 4.0 4.0 Customer Service 4.0 4.0 Likelihood to Recommend 9/10 January 27, 2021 I've been very comfortable using the tool with user friendly screens and integrative features from external application points Pros API call integration to trigger rules externally ease of data recon rule build feature of attaching rule result outputs over email Cons there is no in-built MD5 hash or other standard hash algorithms to compare data of tables between technologies for example table migrated from oracle to snowflake and there is much need for out-of -box hash algorithm in tool to compare tables b/w environments. Today, we've to build MD5 queries and then add to SQL pane Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. PS Poonam S. Associate test engineer Financial Services ### "iCEDQ" 4.0 Overall Rating 4.0 4.0 Ease of Use 4.0 4.0 Features 4.0 4.0 Customer Service 4.0 4.0 Likelihood to Recommend 8/10 April 6, 2020 Pros its's easy to use. the validations are done quick Cons Too many issues. 1. Always have clear cache and then try to access 2. UI could be improved 3. Throws random blank errors Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. Response from Vendor April 27, 2020 Thanks for the feedback we appreciate it. We have already taken this into consideration and informed our product team. Meanwhile, you can also open a ticket with our support and keep track of the progress. [View all Reviews](https://www.capterra.com/p/154912/iCEDQ/reviews/) Independent research methodology Capterra's researchers use a mix of verified reviews, independent research and objective methodologies to bring you selection and ranking information you can trust. While we may earn a referral fee when you visit a provider through our links or speak to an advisor, this has no influence on our research or methodology. [Learn more](https://www.capterra.com/resources/proprietary-data-research/) How Capterra verifies reviews Capterra carefully verified over 2.5 million+ reviews to bring you authentic software experiences from real users. Our human moderators verify that reviewers are real people and that reviews are authentic. They use leading tech to analyze text quality and to detect plagiarism and generative AI. [Learn more](https://www.capterra.com/resources/how-we-verify-reviews/) How Capterra ensures transparency Capterra lists all providers across its website—not just those that pay us—so that users can make informed purchase decisions. Capterra is free for users. Software providers pay us for sponsored profiles to receive web traffic and sales opportunities. Sponsored profiles include a link-out icon that takes users to the provider's website. [Learn more](https://www.capterra.com/resources/how-we-ensure-transparency/)