Ferguson is the largest value-added distributor for residential and non-residential construction in North America: plumbing, HVAC, appliances, lighting, PVF. The front of the business had grown for two decades. The back office hadn't. A small product-data team was hand-keying spreadsheets for tens of thousands of vendors and hundreds of thousands of products. Every product needed enrichment, normalization, vetting, and uploading into an inefficient database. Seasonal updates piled on top. The infrastructure was undersized and the people running it were burning out.
The easy story is a tooling story: replace the database, automate the enrichment, buy a PIM. The harder story is what happens when the bottleneck isn't the tool. What was actually happening was that no one in the company saw product data as a service that other parts of the business depended on — with its own users, its own service levels, and its own failure modes.