Rail Gulch is a valley located in Baker County, Oregon. It appears on the Devils Heel USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,534.50 feet (1,077.32 m) above sea level. The nearest populated place is Hereford, approximately 5.7 miles to the W.