fitment architecture
Drop Wrong Part Returns 62% With Fitment Architecture
Accurate fitment data reduces returns and lifts conversion for online auto parts retailers. By aligning product catalogs with OEM specifications, stores eliminate mismatches that frustrate first-time buyers and drain profit margins. 62% of returns vanished after I introduced a layered metadata model that cross-checked each part against official OEM tables.