Saltpeter Cove is a valley located in Jackson County, Alabama. It appears on the Swearengin USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 598.91 feet (182.55 m) above sea level. The nearest populated place is Dry Cove (historical), approximately 0.9 miles to the WNW.