Pendleton Canyon is a valley located in Otero County, New Mexico. It appears on the Sacramento USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 7,319.98 feet (2,231.13 m) above sea level. The nearest populated place is Sacramento, approximately 1.0 miles to the E.