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
What Is Data Cleaning? Why You Should Care About Dirty Data
What Is Happening in the Data Ecosystem in 2022
Reducing the High Costs of Data Storage with Data Deduplication
What Is Data Integrity? How It Makes Your Business Trustworthy
Leveraging Data Governance Across Big Data Environments
Data Quality Tools Glossary Terms
Data Quality Tools Discussions
Does Introhive integrate with multiple CRM systems or just one?
Hi all, duplicate and inconsistent records remain a common challenge, especially in customer and account data. I am looking for tools that detect, merge, and prevent duplicates effectively.
Platforms I am evaluating:
- DemandTools for deduplication and record management
- HubSpot Data Hub for maintaining consistent customer records
- ZoomInfo Operations for normalizing and enriching records
- Demandbase One for account-level data consistency
- Planhat for managing customer data integrity
For teams managing duplicates:
- Which tools identified duplicates most accurately?
- How safe and transparent were the merger processes?
- Did data consistency improve over time?
Have you encountered record limits or deduplication caps?
Hi everyone, understanding how accurate data is and where it breaks down is essential for trust in analytics and operations. I am looking for platforms that help measure accuracy and guide improvement efforts.
Tools on my radar:
- Monte Carlo for identifying data reliability issues
- SAS Viya for statistical analysis of data accuracy
- dbt for accuracy checks through tests and models
- ZoomInfo Operations for improving account and contact accuracy
- Demandbase One for accurate B2B data enrichment
For teams focused on accuracy:
- Which tools made accuracy issues easiest to diagnose?
- How actionable were recommendations for improvement?
- Did accuracy metrics influence decision-making?
Have you encountered accuracy measurement features limited to enterprise tiers?








