fitment architecture design
Fitment Architecture Isn't What You Were Told
Fitment architecture is a layered data system that matches vehicle specifications to parts, and it currently causes order failures about 12% of the time. In practice the problem is not a missing SKU but a mismatched algorithm. I have seen the same symptom repeat across dozens of auto-parts e-commerce sites.