The possibility of 'Continuous Integration' and ease of use of the software is something I like about this tool. Besides that it is bundled with functions that will make your day to day operations easier to handle. Today I can say my customers are confident of the data shown in my application because of iCEDQ! That is the quality the tool offers! I would also like to mention on the product team who have always been very supportive, very approachable and very professional with quick turn around on queries. All-in-all a very good experience with the software and the product team.

Few initial hiccups with the infrastructure during the set up of the tool. Don't recall anything else besides this!

Overall, I have had fast and great responses from the folks at iCEDQ. I have had nothing but excellent experiences with iCEDQ -- both the product and the staff

The ease of use - the tool does the work for you We initially acquired iCEDQ to assist us with migrating platforms but the capabilities were much greater so we have been able to find many more uses for the tool.

There is no physical manual (and this is not really a negative because the information is all online)

ICEDQ has been really beneficial to monitor data present in Production systems.

Ability to process and analyze large quantities of data easily and quickly. Ability to schedule production monitoring rules through Scheduler.

The UI could be more user friendly. Also ability to store and reuse data from one system and feed inot another system is missing.

We want to make sure data changes are implemented correctly prior to releasing code into production. This tool allows us to catch a lot of issues prior to prod release. It is a must have for any data shop that deals with large data transformations.

My department validates data across different platforms supporting Data Warehouse, ODS and Data Lakes. We release changes weekly into production. This tool allows me to work with large datasets across many different RDBMS (Oracle, SqlServer, etc), plus Hadoop/Hive. The look and feel of the interface is easy, testers can setup validation rules very quickly.

Code repository for the rules/scripts. It would be nice to know which tester modified the rules last, and ability to version control them.

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.

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.

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.