fitment data api design
Your Automotive Data Integration Logic Is Backwards
The logic is backwards because platforms validate fitment only after parts are live, letting impossible matches slip through. I’ve seen catalogs list a universal bolt that fits two unrelated Toyota van architectures, exposing a silent schema flaw that drives returns and erodes trust. In 2023, 27% of automotive e-commerce