Rattlesnake Canyon is a valley located in Otero County, New Mexico. It appears on the Rattlesnake Canyon USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,224.20 feet (982.74 m) above sea level. The nearest populated place is Maypens, approximately 4.6 miles to the NNW.