While I am not a dermatologist, i know I have a prblem myself with cracking finger tips as well as the sides of my fingers.
My dermatologist diagnosed my condition as something called dyshydrosis. My condition, when it flares up, improves quickly with an ointment called temavate. It is expensive but comes in generic. You should see your dr. To discuss this. It may be something else.