Cleveland is a city in White County, Georgia, located 90 miles northeast of Atlanta and 128 miles southeast of Chattanooga, Tennessee. Its pop…Cleveland is a city in White County, Georgia, located 90 miles northeast of Atlanta and 128 miles southeast of Chattanooga, Tennessee. Its population was 3,514 at the 2020 census. It is the county seat of White County.