Excelsior Gulch is a valley located in Baker County, Oregon. It appears on the Bennet Peak USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,087.98 feet (1,246.02 m) above sea level. The nearest populated place is Sparta, approximately 10.1 miles to the SSE.