Gatta is a surname. Notable people with the surname include:
Bartolomeo della Gatta (1448–1502), Italian painter, illuminator, and architect Claudia La Gatta (born 1979), Venezuelan actress and model Giuseppe Gatta (born 1967), Italian association football goalkeeper Wilma Gatta (born 1956), Italian alpine skier