SHOPIFY PRODUCT-DATA GUIDE
AI Product Data for Apparel and Fashion Brands
Apparel is one of the hardest categories for product discovery because shoppers filter on fit, fabric, feel, use case and sizing. Clear facts reduce uncertainty before purchase.
Key product facts to keep clear
✓ Material composition and percentages
✓ Fit, silhouette, rise and stretch
✓ Full size range and product measurements
✓ Care instructions and lining details
✓ Colour, pattern, occasion and weather suitability
✓ Model size and fit context where available
What specificity looks like
Instead of “a premium everyday essential,” a strong PDP might say “relaxed-fit cotton twill overshirt; 98% cotton, 2% elastane; light stretch; machine washable; model is 6 ft wearing size M.”
Better information helps shoppers understand a product and helps systems interpret product facts more accurately. It does not guarantee recommendation placement.