Stovepipe Gulch is a valley located in Baker County, Oregon. It appears on the Phillips Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,219.53 feet (1,286.11 m) above sea level. The nearest populated place is McEwen, approximately 1.5 miles to the SW.