Shopify Category Mapping Gaps: Fix Product Taxonomy for AI Channels

The problem

Channels and AI shopping agents classify products using standardized taxonomies, not your internal collection names. When your category is missing, outdated, or mapped to a generic bucket, your products land in the wrong aisle — or in no aisle at all. Category mapping is the difference between being recommendable and being invisible.

Diagnostic checklist

• Check the Shopify product category field for empty or overly generic values.
• Map internal collection names to the standard taxonomy consumers actually use.
• Find product families with inconsistent category assignments.
• Verify category-dependent attributes (size type, material) match the assigned category.
• Watch for categories that changed upstream while your mapping table stayed frozen.