Cave Canyon is a valley located in Sierra County, New Mexico. It appears on the Apache Peak USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 6,412.89 feet (1,954.65 m) above sea level. The nearest populated place is Kingston, approximately 6.8 miles to the S.