Randall Spring is a spring located in Yakima County, Washington. It appears on the Bluelight USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,686.55 feet (514.06 m) above sea level. The nearest populated place is Bluelight, approximately 5.6 miles to the SSW.