parts fitment logic
The 5 Silent Vehicle Parts Data Assumptions Ruining Conversions
The silent assumptions are that fitment data is perfectly logical, that upstream providers maintain flawless hierarchies, that translation layers preserve context, that vehicle-first logic is sufficient, and that static lookup tables can handle ever-changing model data. 20% of online parts carts are returned because the selected items do not actually