In the weeks leading up to a show and in order to condition my skin (the whole body) before air brushing I use this:
https://www.stives.com/products/fresh-skin-apricot-scrub
It also works great using it once a week or so in offseason to wash my face; keeping the skin on my face in tremendous condition.
I actually use a knock off version of St. Ives.
OP; might be worth a try.