Costco Gold Star wins on value with its $60 fee versus Sam's $110 while still offering 2% rewards (per Costco annual reports). Sam's Club Plus provides a larger fuel discount of up to 8 cents per gallon and better app features (per Sam's Club member data). For most shoppers the Costco option delivers higher net savings unless fuel volume exceeds 1,200 gallons annually.