Discovery Gulch is a valley located in Malheur County, Oregon. It appears on the Becker Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,428.55 feet (1,045.02 m) above sea level. The nearest populated place is Cake (historical), approximately 4.1 miles to the NNE.