How to Buy Unlabeled Wine Bottles and Host Your Own ... Since lacking a label is a serious flaw on the market, you shouldn't pay more than $20 for any single bottle of wine, preferably less. If the retailer has a good idea of which producer made the wine, you can spend a bit more on the bottle.