Rattlesnake Gulch is a valley located in Baker County, Oregon. It appears on the Hereford USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,031.33 feet (1,228.75 m) above sea level. The nearest populated place is Unity, approximately 4.8 miles to the WNW.