Little Rough Gulch is a valley located in Santa Clara County, California. It appears on the Mississippi Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,342.97 feet (409.34 m) above sea level. The nearest populated place is Madrone Soda Springs (historical), approximately 2.0 miles to the NNW.