Armytage is a surname. Notable people with the surname include:
Jack Armytage (1872–1943), Canadian ice hockey player
James Charles Armytage (1802 or ca. 1820–1897), English engraver
Sir John Armytage (1732–1758), 2nd Baronet and British politician
Sir George Armytage (1734–1783), 3rd Baronet and British politician
George Armytage (grazier) (1795–1862) grazier in Australia
Marcus Armytage, jockey
Samantha Armytage (born 1977), Australian journalist and television news presenter