Sparkman is a surname. Notable people with the surname include:
Alan Sparkman (1926–2010), American football player Glenn Sparkman (born 1992), American baseball pitcher John Sparkman (1899–1985), American jurist and politician Stephen M. Sparkman (1849–1929), American politician Wiley Sparkman (1906–1995), American politician