Costco's membership fees are more expensive, but its prices tend to be slightly lower overall. Sam's Club carries more national brands while Costco stocks more private label items. Costco is known for having a larger selection of organic products. Both wholesale clubs offer discounted gas, but Costco gas is Top Tier.