Everything is confusing, so I don't really blame people.

Some platforms you pay tariffs inclusive of price (rare, but I have seen it), most you pay at checkout like a tax line item, others you get a bill from the shipper. And sometimes you think your ordering something from China but it's actually shipped from a domestic warehouse so the tariffs were already paid.