Flat Ridge is a ridge located in Cocke County, Tennessee. It appears on the Waterville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,490.81 feet (1,064.00 m) above sea level. The nearest populated place is Boomer, approximately 4.3 miles to the NNE.