Listen to Anchors Aweigh online. Anchors Aweigh is an English language song and is sung by The World Famous Warner Bros. Band and Henry Mancini. Anchors Aweigh, from the album Milestones of a Legend - Henry Mancini, Vol. 9, was released in the year 2016. The duration of the song is 2:42. Download English songs online from JioSaavn.