For the town in Hardin County, Tennessee, see Pittsburg Landing, Tennessee. South Pittsburg is a city in Marion County, Tennessee, United States. It is part of the Chattanooga, TN– GA Metropolitan Statistical Area. The population was 2,992 at the 2010 census. South Pittsburg is home to the National Cornbread Festival.