Arcadia is a Census-designated place located in Spartanburg County in the U.S. State of South Carolina. According to the 2010 United States Census, the population was 2,634. Arcadia was founded in 1902, and was so named for a fancied resemblance of its landscapes to the ancient region of Arcadia.