Gutch is a surname. Notable people by that name include:
Eliza Gutch (1840–1931), English author. George Gutch, British architect. John Gutch (clergyman) (1746–1831), Anglican clergyman and official of the University of Oxford. John Gutch (colonial administrator), British colonial administrator. John Mathew Gutch (1776–1861), English journalist and historian. John Wheeley Gough Gutch (1809–1862), British surgeon and editor.