Resources
Blogs
Implementing a Vendor Matching Engine: A Practical Guide for Data Teams
Last Updated on November 24, 2025 Choosing the right vendor matching software is only half the challenge. The real value comes from how well you
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 per
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 (MVF)
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 because
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 departments.
The Make-or-Break Role of BI and Clean Data in a Digital Transformation Strategy
Last Updated on November 24, 2025 More than 55% of organizational data worldwide is dark, meaning it’s collected, processed, and stored, but never used. But
Building Sustainable Data Assets: How Long-Term Quality and Matching Practices Future-Proof Your Organization
Last Updated on November 25, 2025 Two months of late nights, duplicate purges and spreadsheet firefights – all to get the CRM, ERP, and marketing
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 run
Top Questions to Ask When Looking for a Data Matching Solution
Last Updated on November 26, 2025 When your data lies, who pays the price? You. Imagine this: You spend days cleaning the data and building
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
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 having
Big Data Analytics Is Booming – But Is Your Data Ready for It?
Last Updated on June 16, 2025 Amazon generates 35% of its revenue from data-powered recommendations. Netflix enjoys an 89% retention rate by personalizing every experience
Data Ethics in the Age of AI: Why Responsible Matching Matters More Than Ever
Last Updated on June 5, 2025 When AI systems deliver inaccurate or inequitable results, many people immediately assume that something went wrong in the algorithms.
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. Data
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 fewer
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 tools
How APIs Enable Integrated Real-Time Data Processing
Last Updated on April 4, 2025 76% of business leaders say the ability to access and analyze data in real-time is critical to business performance,
Artificial Intelligence & Data Quality: What’s Changing, What’s Not, and Why It Matters
Last Updated on March 18, 2025 AI can now write essays, generate images, answer questions, and even make predictions. But can it fix your dirty