Cave Spring is a spring located in Madison County, Alabama. It appears on the New Hope USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 606.96 feet (185.00 m) above sea level. The nearest populated place is Lowe (historical), approximately 1.1 miles to the S.