Skin peeling can occur due to dryness, but it impacts the skin in a way in which big, wide top layers of the skin peel away. This condition can also hint at underlying medical conditions. On the other hand, mild dryness and flakiness can make the skin rough and itchy with no visible peeling. This may be simply because the skin is dehydrated.