Resources
Blogs
Managing Nicknames, Abbreviations & Name Variants in Enterprise Entity Matching
Last Updated on January 13, 2026 A name might feel like the simplest identifier, but in enterprise datasets, it rarely is. In the US
Linking Similar Records with Incomplete Data: Proven Approaches for High-Accuracy Entity Matching
Last Updated on January 13, 2026 If record linkage were as simple as matching names and emails, organizations wouldn’t be sitting on mountains of
How Inaccurate Data Impacts Your Bottom Line
Last Updated on January 2, 2026 Most data problems don’t show up as dramatic failures. They appear as small problems or hide in plain
Unifying Data Across Silos: Build a Single Source of Truth
Last Updated on January 2, 2026 Most companies don’t realize how much time they lose chasing basic facts. But research shows that decision-makers spend nearly 30% of their week (2.4 hours a
Implementing a Vendor Matching Engine: A Practical Guide for Data Teams
Last Updated on December 24, 2025 Choosing the right vendor matching software is only half the challenge. The real value comes from how well
Buyer’s Guide: 10-Point Checklist for Evaluating Vendor Matching Software
Last Updated on November 24, 2025 A typical SMB[1] has an invoice duplication rate of 1.29%. That’s more than $12,000 in potential duplicate payments
Vendor Matching Software Explained: Solving Duplicate Vendor Records at Scale
Last Updated on November 13, 2025 In a poll by CFO Daily News, 86% of accounts payable (AP) professionals admitted their Master Vendor File
The Role of Data in Mergers and Acquisitions: Why Data Quality Drives Value and De-Risks Your Deal
Last Updated on November 24, 2025 Mergers and acquisitions (M&A) rarely fail because the lawyers got the paperwork wrong. But they many times do
Why Business Intelligence Initiatives Fail Without Clean and Connected Data
Last Updated on November 24, 2025 Executives love the promise of business intelligence (BI). Dashboards that tell the truth. Reports that line up across
The Make-or-Break Role of BI and Clean Data in a Digital Transformation Strategy
Last Updated on December 1, 2025 More than 55% of organizational data worldwide is dark, meaning it’s collected, processed, and stored, but never used.
Building Sustainable Data Assets: How Long-Term Quality and Matching Practices Future-Proof Your Organization
Last Updated on December 11, 2025 Two months of late nights, duplicate purges and spreadsheet firefights – all to get the CRM, ERP, and
How Edge Computing Is Transforming Data Management for the Real-Time Era
Last Updated on November 26, 2025 What if your data didn’t have to travel halfway across the world to be useful? In a world
Top Questions to Ask When Looking for a Data Matching Solution
Last Updated on December 2, 2025 When your data lies, who pays the price? You. Imagine this: You spend days cleaning the data and
What is Data Virtualization? How It Works, Why It Matters, and Where It’s Headed
Last Updated on November 26, 2025 What if you could access all your business data—from cloud platforms, databases, and apps—without ever moving it? That’s
The Truth About Data as a Service (DaaS): Why It All Breaks Without Data Matching
Last Updated on November 26, 2025 Everyone’s Talking About DaaS, Few Are Ready for It The concept of Data as a Service (DaaS) is
Big Data Analytics Is Booming – But Is Your Data Ready for It?
Last Updated on December 11, 2025 Amazon generates 35% of its revenue from data-powered recommendations. Netflix enjoys an 89% retention rate by personalizing every
Data Ethics in the Age of AI: Why Responsible Matching Matters More Than Ever
Last Updated on December 11, 2025 When AI systems deliver inaccurate or inequitable results, many people immediately assume that something went wrong in the
Why Data Interoperability Challenges Are Holding Back Your Insights – And What to Do About It
Last Updated on November 24, 2025 Every modern organization thinks it’s interoperable—until the data says otherwise. Your systems are technically connected. APIs are firing.
Why Data Governance and Stewardship Are the New Cornerstones of Business Strategy
Last Updated on May 2, 2025 64% of organizations manage at least 1 petabyte of data and 41% manage at least 500 petabytes. But
Empowering Teams Through Data Democratization: The Role of Clean and Matched Data
Last Updated on April 11, 2025 Everyone says data is power. But let’s be honest: in most companies, data is politics. It’s locked in