Ex foliating might help as well to get rid of that top dry layer.

I try not to use to much in the shower. Just becareful of shampoo running down your body, as it may be affecting your skin.
I spot moisturise my body when I notice it getting dry. Occasionally I will use a shea butter body wash or a sugar scrub (which I find moisturising as well)