It's not like Costco told them that. Buying something because a third party misinformed you (or in this case, was only temporarily right) doesn't invalidate the transaction.
You think a seller has some price obligation to you? If they set a price and you pay the price, what they paid for the good is irrelevant unless you had some cost-plus contract that they violated.
