When using the skin of grapefruit during distillation gin will pull the oils left within the grapefruit skin. It will depart some of the tart, bitter, grapefruit taste, but not as much as the fruit itself. With the peel, it aids in the spirit’s taste, while grapefruit will take over the spirit if the flesh of the fruit is used.