Quoted from PinMonk:Gamestop, Walmart are notorious for it, but I think Best Buy isn't above it, either. At least that's my memory when I was trying to get one for the kiddies.
At the end of summer, early fall, best buy switched to giving their totaltech subscription members first pick. But before that, it was "normal". And that subscription service is not cheap =(