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Biggest concern using wheel cleaner, which I routinely used on my other vehicles, is dulling the finish on the big reds.
Try using P21S instead. It's not harsh at all like the others. Besides, if your calipers are a bit dull they need to be polished and waxed at least once a year, preferably with a polymer product like Klasse AIO.