Randolph Springs is a spring located in Randolph County, Missouri. It appears on the Huntsville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 661.20 feet (201.53 m) above sea level. The nearest populated place is Randolph Springs, approximately 1.0 miles to the ESE.