Austerberry is a surname. Notable people with the surname include:
Horace Austerberry (1868–1946), British football manager Paul Denham Austerberry (born 1966), Canadian production designer Sidney Austerberry (1908–1996), Anglican archdeacon
For the legal case of Austerberry v Oldham Corporation, regarding positive covenants concerning land, see Positive covenant.