Rainey Spring is a spring located in Perry County, Tennessee. It appears on the Chestnut Grove USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 496.85 feet (151.44 m) above sea level. The nearest populated place is Chestnut Grove, approximately 1.5 miles to the SSE.