I second kim's suggestion of oil and sugar.

I put some sugar, a few drops of essential oil for smell and a tablespoon of oil then rub it on in the shower but without the water running. Oil leaves a nice film on your body. (I just use vegetable oil, but I guess that sweet almond oil would be better).

This is incredibly cheap, much more so that store bought ones. I also use it as a hand scrub.