Listen to As Time Goes By online. As Time Goes By is an English language song and is sung by Billie Holiday. As Time Goes By, from the album Greatest Classics: Ella Fitzgerald, Billie Holiday, Sara Vaughan, was released in the year 2014. The duration of the song is 3:11. Download English songs online from JioSaavn.