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: Collibra
What is Critical data elements? How to identify CDE.How to identify critical data element
There are a variety of criteria that may determine a data element to be critical. These criteria may include (but are not limited to) the following:
1) Whether the element must be fed downstream or output into a report
2) Whether the element is used in some way shape or form in logic, or as a filter
3) Whether it's a key field
4) Whether the field impacts the quality of the overall record
5) Reference data in a record will generally be identified as a CDE as it may impact logic, quality, filtering, etc.
Critical Data Elements are “…those that are determined to be vital to the successful operation of the organization"
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Question on: Fullcast
Does Fullcast do territory segmentation and planning?My company is in growth mode and we are having a difficult time scaling our territory planning. Can Fullcast help?
Yes! Fullcast is an end-to-end GTM Planning Platform. A core part of the GTM plan are territories. The platform helps you quickly create your annual (or quarterly) territory plan - without spreadsheets. You also save time because the plan is automatically deployed to your CRM. Fullcast also enables you to make run-time changes to your plan. So if you add new sales reps mid-year, you can easily make those territory changes and execute immediately. The Platform keeps all the other run-time GTM functions (e.g., quotas, lead routing) operating in sync, eliminating chaos and keeping your sales team on target.
Data Quality Tools Reports
Mid-Market Grid® Report for Data Quality
Summer 2025
G2 Report: Grid® Report
Grid® Report for Data Quality
Summer 2025
G2 Report: Grid® Report
Enterprise Grid® Report for Data Quality
Summer 2025
G2 Report: Grid® Report
Momentum Grid® Report for Data Quality
Summer 2025
G2 Report: Momentum Grid® Report
Small-Business Grid® Report for Data Quality
Summer 2025
G2 Report: Grid® Report
Enterprise Grid® Report for Data Quality
Spring 2025
G2 Report: Grid® Report
Small-Business Grid® Report for Data Quality
Spring 2025
G2 Report: Grid® Report
Mid-Market Grid® Report for Data Quality
Spring 2025
G2 Report: Grid® Report
Grid® Report for Data Quality
Spring 2025
G2 Report: Grid® Report
Momentum Grid® Report for Data Quality
Spring 2025
G2 Report: Momentum Grid® Report