Weatherhead is a surname. Notable people with the surname include:
A.E. Weatherhead, British colonial administrator Betsy Weatherhead, American atmospheric scientist Bruce Weatherhead, Australian graphic designer, business partner of Alex Stitt Christopher Weatherhead, Northampton University student who served a prison sentence for hacking David Weatherhead (1928–2012), Canadian politician Ian Weatherhead (born 1932), English watercolour artist James Weatherhead (1931–2017), minister of the Church of Scotland John Weatherhead (Royal Navy officer) (1775–1797) Leslie Weatherhead (1893–1976), English theologian Shaun Weatherhead (born 1970), English footballer