Cooler Branch is a stream located in Meriwether County, Georgia. It appears on the Shiloh USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 861.95 feet (262.72 m) above sea level. The nearest populated place is Nebula, approximately 1.3 miles to the W.