The song first appeared in the soundtrack of the Martin and Lewiscomedy filmThe Caddy, released by Paramount Pictures on August 10, 1953. Lewis commissioned Warren and Brooks to write songs for Martin to sing in the movie. According to Lewis, he personally paid them $30,000 secretly in the hope that one would be a hit for Martin. In the film the song is performed mainly by Martin, with 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. The track that was used for the single released by Capitol Records was recorded on August 13, 1953, at Capitol Records' studios at 5505 Melrose Avenue, Hollywood, California, with the orchestra conducted by Dick Stabile. On November 7, 1953, Martin's record of the song, with "You're the Right One" on the flip side, peaked at No. 2 on the Billboard charts. The song remains closely identified with Dean Martin. That's Amore was used as the title for a 2001 video retrospective of Martin's career; and his son, Ricci Martin, titled his 2002 biographyThat's Amore: A Son Remembers Dean Martin. As an iconic song, "That's Amore" remains a secondary signature song. The song was also the opening title song in the 1987 filmMoonstruck. Music criticJoe Queenan has described the song as "A charming, if goofy, parody of popular Neapolitan organ-grinder music," and observed "That's Amore was one of many songs from the early Fifties that helped rehabilitate Italy's image as a land of magic and romance that had somehow been lured from its festive moorings by the glum fascist Benito Mussolini." Many artists have covered this song, including Alma Cogan, who sang it on the BBCradio programmeTake It From Here on December 31, 1953, and Connie Francis, who sang an Italian adaptation of the song on her 1960 album More Italian Favorites. The song was parodied in Mario Teaches Typing, a Mario spinoff game for children learning how to type, referencing "a Moray" eel.