Blackburn Branch is a stream located in Caldwell County, Kentucky. It appears on the Crider USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 395.92 feet (120.68 m) above sea level. The nearest populated place is Rufus, approximately 0.4 miles to the NNE.