Yeah, their "You might like" on the front page is pretty terrible. It seems to just pick random items from shops you've favorited/favorited an item in - to the point where it quite frequently recommends me items I've already marked as a favorite!

I already know I like that item. That's why I favorited it. I want to see things I didn't already know existed.