A cleaning composition including a metal bisulfate and metal inorganic salt acid package, and at least one surfactant. The cleaning composition can be a one-step wheel cleaner/brightener. The composition preferably contains no HF, no bifluoride, no oxalic acid, or other poisonous and highly toxic materials commonly found in both industrial and consumer wheel cleaners. Further, the wheel cleaner/brightener composition matches or exceeds the performance of those hazardous formulations and does not damage aluminum wheels even when applied to hot metal. The composition can be a foam composition, provided in a foam dispenser. The foam dispenser includes a container and a mechanical foaming head. The container includes a cleaning composition containing a metal bisulfate and metal sulfate acid package, and at least one surfactant, water, and a foam-boosting solvent.