Listen to Just One Look online. Just One Look is an English language song and is sung by Martha Reeves & The Vandellas. Just One Look, from the album Come And Get These Memories & Heatwave (2 Classic Albums On 1 CD), was released in the year 2002. The duration of the song is 2:17. Download English songs online from JioSaavn.