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All Agentic Commerce Case Study Catalog Architecture Product Data Revenue Assurance Team & Operations

A warehouse worker in a safety vest looks up at tall shelves stocked with hundreds of colorful work gloves in an industrial warehouse aisle.

When Filters Fail: A Case Study in Catalog Navigation

February 3, 2026 · 13 min read

Product Data Catalog Architecture Case Study

How unnormalized sizes, fragmented coatings, and broken filter logic make a distributor's catalog harder to shop than it needs to be.