Listen to Too Little Time online. Too Little Time is an English language song and is sung by Johnny Mercer and The Pied Pipers. Too Little Time, from the album The Johnny Mercer Collection, Vol. 1, was released in the year 2013. The duration of the song is 2:53. Download English songs online from JioSaavn.