"Come Back to Me" is the second official single released from American Idol season 7 winner David Cook's major label debut studio album, David Cook (2008). It was released as a joint double-A single with "Bar-ba-sol".

"Come Back to Me" was written by Espionage, the Norwegian songwriting and music production team consisting of Amund Bjørklund and Espen Lind, along with Zac Maloy. The song was produced by Grammy winning producer Rob Cavallo. Cook described the song as being about "loving someone you can't be near."

"Come Back to Me" was confirmed as a joint single with "Bar-ba-sol" to be released in March 2009 in an Entertainment Weekly piece on February 27, 2009. Cook publicly debuted the song through a performance on American Idol on April 1, 2009.

Billboard's Chris Williams review stated that "Cook gives an earnest, restrained vocal performance, reflective of the pensive lyric about letting a loved one go so that person can grow."

The "Come Back to Me" music video was filmed at Los Angeles International Airport on March 5, 2009 and was directed by Gavin Bowden. In the video, Sarah Roemer plays Cook's girlfriend. After a bulletin sent by David Cook's official fan page, the video was released on April 1, 2009. First, it was released as a sneak peek on American Idol prior to Cook's performance of "Come Back to Me" and then it was released through AT&T later the same day. Cook stated that he had to learn to sing the song backwards.

It was similar to many past music videos, which were also shot backwards. Popular "The Scientist" by Coldplay has been a big comparison. Many similarities such as Cook jumping over the wall is seen in The Scientist as well, the main difference is when the music video ends with everything reversing and starts to move forward again, where this is not seen in The Scientist. Both singers had to learn the song backwards for the music videos.

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