Listen to How Deep Is the Ocean online. How Deep Is the Ocean is an English language song and is sung by Billie Holiday. How Deep Is the Ocean, from the album Only Big Hits, was released in the year 2015. The duration of the song is 2:57. Download English songs online from JioSaavn.