Come Dance with Me! was Sinatra's most successful album, spending two and a half years on the Billboard charts. Stereo Review wrote in 1959 that "Sinatra swaggers his way with effortless verve through an appealing collection of bouncy standards, aptly described in the album notes as 'vocals that dance'".
