Look for a deep yellow peach that gives slightly to a firm but gentle squeeze. A ripe peach will feel heavy and have just a few wrinkles in the skin near the stem. If there is very little give when you squeeze it, give the peach a few more days on the counter to ripen. Avoid using overly ripe peaches for this recipe, as they will be too soft to withstand the cooking process.