Data Quality Tools Resources
Articles, Glossary Terms, Discussions, and Reports to expand your knowledge on Data Quality Tools
Resource pages are designed to give you a cross-section of information we have on specific categories. You'll find articles from our experts, feature definitions, discussions from users like you, and reports from industry data.
Data Quality Tools Articles
What You Need to Know about G2’s Active Metadata Management Category
Metadata is what describes your data. It’s the label on your containers that tells you which one contains sugar or salt. It's the card that the valet gives you when you park your vehicle at the shopping mall. In the world of tech, it includes information such as the author of a file, file size, time of creation, last updated, etc., (basic metadata elements). Most of this data has remained passive for the longest time (just storing data in a static catalog), leaving the wealth of data insights it can generate unexplored.
by Preethica Furtado
What Is Data Cleaning? Why You Should Care About Dirty Data
Data is the currency of the 21st century.
by Keerthi Rangan
What Is Happening in the Data Ecosystem in 2022
What is Data? Data is a valuable resource. Data is the next gold. Data is the new oil. Data is the brain of the company.
by Preethica Furtado
Reducing the High Costs of Data Storage with Data Deduplication
How much data storage do businesses need for storage and backup? Four of the biggest online storage internet companies (Google, Amazon, Microsoft, and Facebook) store at least 1,200 petabytes (PB), which is 1.2 million terabytes (TB). Even for smaller companies, it is remarkable how much data it manages.
by Tian Lin
What Is Data Integrity? How It Makes Your Business Trustworthy
Data is the lifeblood of business. Protecting it has never been more critical.
by Keerthi Rangan
Leveraging Data Governance Across Big Data Environments
Data is a critical asset to organizations today and the growing volume of diverse data generation is making data management and governance increasingly important and challenging. Managing the ever-increasing complexity in data sets has given rise to the concept of big data, but what exactly is big data, and why is it important for businesses?
by Isha Kaur
Data Quality Tools Glossary Terms
Data Quality Tools Discussions
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Question on: ibi Omni-Gen
What kind of software to service ratio can you expect with Omni-Gen?Master Data Management
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Today the service to software ratio for creating a domain or enterprise model and putting a mastering application into production is anywhere from 4 to 1 to 6 to 1. With Omni-Gen, one tool, with one user interface, enables a developer to define integration plans, data quality plans, match/merge plans and unification plans. This makes the creation of a master application easier, faster, and involves less coding. One of the significant benefits to Omni-Gen is that it brings the service to software ratio down from 4 to 1 or 6 to 1 down to a reasonable 2 to 1.
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Question on: ibi Omni-Gen
What is the Time to Value for Omni-Gen vs other Data Management Solutions?Data Management
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Data Management solutions have historically had a hard time showing value. This is because numerous tools were required to build out enterprise models and more often than not the projects themselves would attempt to define domains across the entire enterprise all at once. Omni-Gen changes this because it has a broader breadth of technologies, it takes an incremental approach to the creation of mastering applications, and it follows a top-down approach to modeling and the creation of golden records.
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Question on: ibi Omni-Gen
Is Omni-Gen a Master Data Management tool?Master Data Management
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Omni-Gen is helping organizations create master applications, but the foundation technology does much more than just mastering. This is because there is much more to creating a master application than just mastering technology and some of those other core technology requirements are part of Omni-Gen.
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Data Quality Tools Reports
Mid-Market Grid® Report for Data Quality
Spring 2026
G2 Report: Grid® Report
Grid® Report for Data Quality
Spring 2026
G2 Report: Grid® Report
Enterprise Grid® Report for Data Quality
Spring 2026
G2 Report: Grid® Report
Momentum Grid® Report for Data Quality
Spring 2026
G2 Report: Momentum Grid® Report
Small-Business Grid® Report for Data Quality
Spring 2026
G2 Report: Grid® Report
Enterprise Grid® Report for Data Quality
Winter 2026
G2 Report: Grid® Report
Small-Business Grid® Report for Data Quality
Winter 2026
G2 Report: Grid® Report
Mid-Market Grid® Report for Data Quality
Winter 2026
G2 Report: Grid® Report
Grid® Report for Data Quality
Winter 2026
G2 Report: Grid® Report
Momentum Grid® Report for Data Quality
Winter 2026
G2 Report: Momentum Grid® Report








