Piper was born in Chattanooga, Tennessee. He is the son of Bill and Ruth Piper. When he and his older sister were still young, the Pipers moved to Greenville, South Carolina where he spent the rest of his childhood. He later graduated from Wade Hampton High School. His father was an evangelist who worked with international radio and Bible programs until his death on March 6, 2007.