Granite Spring is a spring located in Sierra County, New Mexico. It appears on the Caballo USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,959.38 feet (1,511.62 m) above sea level. The nearest populated place is Caballo, approximately 3.5 miles to the NW.