Pittsburg is an unincorporated community in southern Polk County, Florida, United States, named for the city in Pennsylvania. Its elevation is . It was mostly known for phosphate mining and a heavy industry rail spur (since abandoned), used mainly for transporting phosphates and cattle. It is approximately five miles (8 km) north of Avon Park.