Come Swing with Me! is the seventeenth studio album by Frank Sinatra, released in 1961 by Capitol Records. It was produced by Dave Cavanaugh and recorded in December 1960 and January 1961 at Capitol Studios in Hollywood. The album is Sinatra's last to be recorded in monaural sound, before Capitol widely adopted stereophonic recording.
The album features arrangements by Billy May, who had previously worked with Sinatra on Come Fly with Me. The orchestration is characterized by an energetic swing sound, with prominent use of brass. Unlike other albums of the time, Sinatra recorded the songs in long, continuous takes, seeking to capture the spontaneity of a live performance.
Come Swing with Me! reached number 8 on the Billboard 200 chart. Although it did not produce major hit singles, the album was well received by critics and is valued by fans of Sinatra's more uptempo style. The cover shows Sinatra wearing a hat and smiling, in a colorful design that reflects the festive spirit of the record.