Spartansburg is a borough in Crawford County, Pennsylvania, United States. The population was 333 at the 2000 census. Spartansburg apartments for rent comparison page shows most up to date rent information on Spartansburg apartments and houses. Rent information is obtained from multiple rental sources but we cannot guarantee their accuracy.