Armytage is a surname. Notable people with the surname include:
Jack Armytage (1872–1943), Canadian ice hockey playerJames Charles Armytage (1802 or ca. 1820–1897), English engraverSir John Armytage (1732–1758), 2nd Baronet and British politicianSir George Armytage (1734–1783), 3rd Baronet and British politicianGeorge Armytage (grazier) (1795–1862) grazier in AustraliaMarcus Armytage, jockeySamantha Armytage (born 1977), Australian journalist and television news presenter