Arterburn is a surname. Notable people with the surname include:
David K. Arterburn (born 1957), American judge Elmer Arterburn (1929–2019), American football player Jordan Arterburn and Tarlton Arterburn, 19th-century American slave traders Norman Arterburn (1902–1979), Justice of the Indiana Supreme Court Steve Arterburn (born 1953), American Christian author