IMO eBay is less scammy.
I've been using it to buy car parts and it is SO MUCH better than dealing with junkyards (LKQ/Car-Parts websites suck!) and everything that I've got so far including parts from Latvia and Germany have been genuine.
eBay too is full of knock-off trash from China but you can easily tell those apart from a real listing most of the time with reviews being unique per listing/seller. And eBay allows for local pickups too!