Cherry Canyon is a valley located in Otero County, New Mexico. It appears on the Mayhill USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 6,483.77 feet (1,976.25 m) above sea level. The nearest populated place is Mayhill, approximately 1.5 miles to the SSW.