Peeling a peach can be difficult without blanching it first. Bring a pan of water to a boil. Place an X on the bottom of the peach. Place the peach in the boiling water for 30 seconds. Transfer to a bowl of ice water. Use a paring knife, starting at the X and the skin should peel right off.