OK, got the CLR in a small bottle, ~$5.00 with vets discount.
Followed the directions, it worked worse than water would. Got exasperated, decided it was gonna work or I'd have a melted mass, so soaked the showerhead overnight in pure CLR, and it worked great. No apparent damage to anything but...