Peeling peaches is tedious, especially if you have a lot of peaches. Peeling by hand with a sharp knife or vegetable peeler also tends to remove some of the fruit along with the fuzzy skin. This technique helps to produce skinless peaches while preserving as much of the fresh fruit as possible.