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: Openprise
Why should I consider Openprise?What benefits does Openprise provide?
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Boost Campaign Performance - Better segmentation, personalization, scoring, and routing mean more new opportunities.
Scale Up - Cut hundreds of hours of manual effort and shrink your database to save on licensing fees.
Simplify Your MarTech Stack - Eliminate complexity by replacing dozens of point solutions.
Unlock the Potential of Your MarTech Investments - Data-driven technologies need great quality data. Openprise delivers.
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Speed and Flexibility. Openprise offers pre-built templates/recipes to get off to a very, very fast start to improve your data. It also runs very quickly. The deduplication job runs in a few minutes in Openprise, but would take hours in the native platform.
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Question on: Openprise
What are the Openprise capabilities?What can I do with Openrpise?
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Clean Up Your Data
Nothing works when your data’s a mess. Deploy Openprise bots to:
Cleanse Data: Fix typos, formatting, and other errors to improve personalization, scoring, segmentation, and routing.
Normalize Field Values: Standardize fields with your unique values. No more creating 50 keyword filters to segment on a single field.
Dedupe: Dedupe and merge leads, contacts, and accounts based on your company’s criteria. Get attribution, routing, and scoring you can count on.
Match Leads to Accounts: Get the fundamentals down pat for lead routing, attribution, lead scoring, and account scoring.
Convert Leads to Contacts: Automate mopping up after your reps since they don’t get compensated on data hygiene.
Unify Your Data: Get a single set of values across systems. Make that 360-degree customer view a reality.
Focus on the Right Targets
Simplify your MarTech stack with Openprise. Openprise ’bots deliver:
Advanced Segmentation: Derive key fields like job level and job function from job title to make lead scoring consistent and meaningful.
Account & Lead Scoring: Test multiple scoring models simultaneously with a scientific approach.
Lead Routing & Account Assignment: No more lead pinball. Create sophisticated lead routing logic based on geography, product interest, previous account history, partner involvement, and more.
ABM Activity Analysis: Show Marketing's contribution to revenue, whether you have an ABM initiative or not.
Data Enrichment: Orchestrate how open source and 3rd party data enters your systems and how it’s standardized to your specs.
Campaign Attribution: First touch, last touch, and multi-touch attribution. Know what campaigns are delivering.
Scale Your Processes
Openprise ’bots automate the busy and boring work so your team can focus on the strategic stuff
Data Prep & List Loading: Drop in a spreadsheet, and Openprise does the rest—it’ll clean up the file, standardize values to your specs and import the data into your sales or marketing automation solution, so you get hours back in your day.
GDPR Compliance: Visibility, control, and access management. Keep your team out of the news and the courtroom.
Exception Management: Automatically detect and correct all the “oddities” in your database.
Any Custom Process: Just ask—We bet we can do it.
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You can easily connect to Marketo, Salesforce, Google Drive, and other data sources to perform data clean up/normalization, enrichment/inferring, and deduplication. No need to build integrations, just use credentials and you are off to the races.
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Question on: ibi Omni-Gen
How is Omni-Gen approach Incremental and what advantage does Omni-Gen have over other tools and products in the data management category?Data Management
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Companies are afraid to take on Master Data Management projects because they are “just too big” and they take “way too long”. Omni-Gen gives you the ability to rapidly bring up your first domain and quickly realize the value. Omni-Gen can do this because its primary advantage is speed of deployment.
The typical Master Data Management project today take about twelve to eighteen months to achieve. This is also why many of them fail. What Omni-Gen does is shrink the amount of time it takes to get to a golden record. What used to take twelve to eighteen months can now be accomplished in three.
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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








