Cape May is a peninsula and island (divided by a narrow channel); the southern tip of the island is the southernmost point of the U.S. state of New Jersey. The peninsula resides in Cape May County and runs southwards from the New Jersey mainland, separating Delaware Bay from the Atlantic Ocean.