Costco members can save up to $1,000 annually on groceries, but shopping at Amazon may offer cheaper prices on some items. Amazon Prime's $139 yearly fee competes with Costco's $65 Gold Star membership. Amazon's Subscribe & Save service can provide additional discounts.