If one tries to pay when merchants don't eat the fees, e.g., paying real estate tax online where the county tax collector charges a 2+% convenience fee for credit cards, one definitely would see the difference. In other cases where merchants eat the fees, they are just passed on to the buyers, though many cards do rebate their holders part of the fees as "rewards".