Amazon "checks" them hardly at all. I ordered a warehouse item (and I recognize this risk) for a Chicco stroller holder and received a Chicco box with a broken Gracco stroller in it.
That's not very checked. And there's not much I can do but return it (they don't even have a "you got scammed, idiots" option to tell them to check again).