Randolph Brook is a stream located in Somerset County, New Jersey. It appears on the Bound Brook USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 32.36 feet (9.86 m) above sea level. The nearest populated place is South Bound Brook, approximately 0.9 miles to the E.