Listen to That's Amore online. That's Amore is an Italian language song and is sung by Connie Francis. That's Amore, from the album Old Style: Pop-Swing Compilation, Vol. 2 (101 Songs), was released in the year 2012. The duration of the song is 2:14. Download Italian songs online from JioSaavn.