Woolhouse is a surname. Notable people with the surname include:
Daniel Woolhouse, professional Drifting driver from New Zealand Harold Woolhouse (1932–1996), British botanist Mark Woolhouse (born 1959), Professor of Epidemiology, University of Edinburgh Wesley S. B. Woolhouse (1809–1893), English actuary William Woolhouse (1791–1837), English cricketer