I'm curious what's worked well for others.
Hmmmm....bare hands and then soap and water clean-up is all I usually use. But should there be a messy situation, I'll use the nitrile gloves. But it's a rare situation where I need the gloves. Perhaps there's something about your procedure that needs a look-see?
Have you tried double-gloving?
Short of that, I guess you could use the heavy dish-washing gloves, but those will get expensive...unless you clean them and reuse...which sort of defeats the purpose of using gloves. :h
Good Luck,
~Rick