Deep Creek is a stream 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 3.28 feet (1.00 m) above sea level. The nearest populated place is Swainton, approximately 1.8 miles to the NW.