Cold Spring is a spring located in Baker County, Oregon. It appears on the Rail Gulch USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,428.96 feet (1,654.75 m) above sea level. The nearest populated place is Audrey (historical), approximately 8.4 miles to the NE.