Guadalupe Spring is a spring located in Otero County, New Mexico. It appears on the Cat Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,422.89 feet (1,652.90 m) above sea level. The nearest populated place is Bent, approximately 4.1 miles to the ENE.