Cherry Point is a cape located in Mathews County, Virginia. It appears on the Deltaville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4.54 feet (1.38 m) above sea level. The nearest populated place is Gwynn, approximately 0.9 miles to the SE.