Spartansburg is a borough located in Crawford County, Pennsylvania. Spartansburg has a 2026 population of 275. Spartansburg is currently declining at a rate of 0% annually and its population has decreased by -1.43% since the most recent census, which recorded a population of 279 in 2020.