McElhaney is a surname. Notable people with the surname include:

Douglas L. McElhaney (born 1947), American diplomat James W. McElhaney (1938–2017), American lawyer and academic Lynette Gibson McElhaney, American politician Ralph McElhaney (1870–1930), Scottish footballer