That's what I have, plus a MasterCard from Sam's Club, which has pretty much the same rewards. Both pay out in cold, hard Cash. Or, I know you can use your Sam's points for Sam's purchases, I'm not sure about the Costco card.
Sam's card has a special this month-10% back on gas purchases made on a Monday.