Actually the latter was effectively cheaper, because the winning bidder at auction typically pays an additional charge to the auction house, called a buyer's premium, that can range from 15% to 18%.
WSJ: A Guide to Bidding in Online Wine Auctions | On Wine by Lettie Teague