Genova is a surname. Notable people with the surname include:
Aglika Genova (born 1971), Bulgarian pianist and member of Genova & Dimitrov Giorgio Di Genova (1933–2023), Italian art historian Jackie Genova (fl. 1980s), Australian-born exercise teacher Joseph diGenova (born 1945), American lawyer Lisa Genova (born 1970), American neuroscientist and author Luciano De Genova (1931–2019), Italian weightlifter Nicholas de Genova (born 1968), American academic Peter J. Genova (1944–2026), American politician Poli Genova (born 1987), Bulgarian musical artist