Rattlesnake Gulch is a valley located in Baker County, Oregon. It appears on the Sparta USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,310.75 feet (704.32 m) above sea level. The nearest populated place is New Bridge, approximately 5.9 miles to the ENE.