1 Prime Pantry, exclusively for Prime members, lets you buy bulk or heavy items. 2  In that sense, it may be comparable to a warehouse club membership. 3  Costco Membership costs $55 a year, but the savings might be more substantial shopping at Costco than at Prime Pantry, which doesn't include produce or meats.