Listen to West Side Story: I Feel Pretty online. West Side Story: I Feel Pretty is an English language song and is sung by Natalie Wood, Johnny Green Orchestra and Johnny Green. West Side Story: I Feel Pretty, from the album Bernstein: West Side Story, the Film vs. the Broadway Production (Compare 2 Versions), was released in the year 2014. The duration of the song is 2:48. Download English songs online from JioSaavn.