Cole Spring is a spring located in Wheeler County, Oregon. It appears on the Ochoco Butte USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,214.02 feet (1,589.23 m) above sea level. The nearest populated place is Mitchell, approximately 11.4 miles to the NE.