<Tr> <Th> Label </Th> <Td> Capitol </Td> </Tr> <Tr> <Th> Songwriter (s) </Th> <Td> Jack Brooks, Harry Warren </Td> </Tr> <P> "That's Amore" is a 1953 song by composer Harry Warren and lyricist Jack Brooks . It became a major hit and signature song for Dean Martin in 1953 . Amore (pronounced (aˈmoːre)) means "love" in Italian . </P> <P> The song first appeared in the soundtrack of the Martin and Lewis comedy film The Caddy, released by Paramount Pictures on August 10, 1953 . In the film, the song is performed mainly by Dean Martin, with Jerry Lewis joining in and then followed by the other characters in the scene . It received a nomination for the Academy Award for Best Original Song of that year, but it lost to "Secret Love" from Calamity Jane starring Doris Day . </P>

Who sang when the moon hits your eye