Listen to Kiss That Girl online. Kiss That Girl is an English language song and is sung by Sheryl Crow. Kiss That Girl, from the album Bridget Jones's Diary, was released in the year 2001. The duration of the song is 3:13. Download English songs online from JioSaavn.