In Stock. Legendary entertainer Dean Martin scored a Top 10 hit with the Academy Award-nominated "That's Amore" in 1953, and it quickly became his signature song. With music by prolific American composer Harry Warren and lyrics by Jack Brooks, the song enjoys continued popularity today due to its frequent use in movie and television productions and advertisements. This sheet music arrangement makes the lighthearted, Italian-flavored love song performable at any occasion, and works well either as a piano solo or as accompaniment to a vocalist. Basic guitar chord grids are included.