Not in the shower, more often in the bath. I try not to take too long in the shower because I don't want to waste water. I find an exfoliating glove or body cloth works a lot better than just using a body scrub.
I love these things. Not only are they good for washing, but they are also quite handy when cleaning. Tip, don't use the one pair for both of these and buy them at your local junk shop, they are half the price there than they are at supermarkets.