
Source-to-Target Mapping Best Practices for Accurate, Scalable Data Pipelines
Source- to-target mapping usually gets attention for about five minutes, right before a pipeline goes live. After that, it’s assumed to be “done.” Then months

Source- to-target mapping usually gets attention for about five minutes, right before a pipeline goes live. After that, it’s assumed to be “done.” Then months

A name might feel like the simplest identifier, but in enterprise datasets, it rarely is. In the US and UK, for example, “Smith” tops the

If record linkage were as simple as matching names and emails, organizations wouldn’t be sitting on mountains of unleveraged data. In real enterprise environments, naïve

Most data problems don’t show up as dramatic failures. They appear as small problems or hide in plain sight. A number that needs to be

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 day) searching for the right data. This is

Choosing the right vendor matching software is only half the challenge. The real value comes from how well you implement it. When done well, it

A typical SMB[1] has an invoice duplication rate of 1.29%. That’s more than $12,000 in potential duplicate payments per month if each goes through. Now

In a poll by CFO Daily News, 86% of accounts payable (AP) professionals admitted their Master Vendor File (MVF) needed work. More than two-thirds said

Mergers and acquisitions (M&A) rarely fail because the lawyers got the paperwork wrong. But they many times do because no one paid enough attention to

Executives love the promise of business intelligence (BI). Dashboards that tell the truth. Reports that line up across departments. And strategies driven by real data

More than 55% of organizational data worldwide is dark, meaning it’s collected, processed, and stored, but never used. But over 80% of business leaders believe

Two months of late nights, duplicate purges and spreadsheet firefights – all to get the CRM, ERP, and marketing database back in sync. For a