Overwhelmingly, the answer is yes. Most pregnancy rashes will go away after delivery. PEP, for example, may be related to how your skin collagen is stressed by the stretching over your abdomen. It will stop when your body begins to return to its normal size. When rashes don't go away, there may be another reason that's unrelated to your pregnancy.