Deep Gulch is a valley located in Grant County, Oregon. It appears on the Castle Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,273.46 feet (997.75 m) above sea level. The nearest populated place is John Day, approximately 5.9 miles to the WSW.