This task is easier if you blanch the fruits first to loosen their skin. Lightly score the bottom of each peach with an X before blanching. Working in batches of 3 or 4, add peaches to boiling water for 2 to 3 minutes. Use a slotted spoon to transfer them to an ice-water bath to stop the cooking. Remove skin with a paring knife.