Paradise Bay is a bay located in Cape May County, New Jersey. It appears on the Stone Harbor USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 7.53 feet (2.30 m) above sea level. The nearest populated place is Stone Harbor, approximately 1.0 miles to the NE.