Randolph Gap is a gap located in Windsor County, Vermont. It appears on the Hancock USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,337.51 feet (712.47 m) above sea level. The nearest populated place is Rochester, approximately 2.6 miles to the W.