Mount Olive Census Designated Place is a census located in Coosa County, Alabama. It appears on the Hollins USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 823.00 feet (250.85 m) above sea level. The nearest populated place is Mount Olive, approximately 0.5 miles to the S.