Prune Bay is a bay located in St. Croix County, United States Virgin Islands. It appears on the Beauregard Bay USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately -0.01 feet (-0.00 m) above sea level. The nearest populated place is Green Kay, approximately 0.4 miles to the SSW.