The song has been performed and recorded often by a diverse group of singers, such as:

• Frank Sinatra
• Peggy Lee (1964)^[3]
• Andy Williams on His Album The Shadow of Your Smile in 1966
• Shirley Bassey
• Telly Savalas
• Olivia Newton-John
• Petula Clark
• The Monkees (Recorded in 1968, Released in 1996)
• Liberace
• William Shatner
• Iggy Pop
• Judy Garland
• The 5th Dimension
• Sinéad O'Connor (Recorded on her 1992 album Am I Not Your Girl?)
• Robert Wyatt
• Pat MacDonald (Recorded on his "In the Red Room" album)

Musicians who covered the composition in the jazz genre:

• Joao Gilberto
• Laurindo Almeida
• Wes Montgomery
• Stan Getz
• Stacey Kent
• George Shearing
• Diana Krall (Recorded on her album From This Moment On)
• Laura Fygi
• Pat Martino
• Pat Metheny.^[2]
• Kat Gang
• Fabrizio Sotti
• Grant Green
• Larry Coryell and Emily Remler

Doris Day