Classification turns browsing into matching
A buyer searching for premium organic-cotton trench coats is not asking for a generic outerwear feed. Classification lets discovery rank the products that match the merchant's category plan, margin needs, price tier, and assortment timing.
The taxonomy has to be apparel-native
Department, product type, silhouette, material, occasion, merchandising priority, availability type, and buyer-intent tags all carry different meaning. Treating them as a single keyword field flattens the nuance buyers use every day.
Better data raises the network ceiling
When brands publish consistent catalog data, the marketplace can support category pages, buyer preferences, smart ranking, access recommendations, and cleaner line sheet exports without forcing manual cleanup.