"Can't Shake You" is a song recorded by American country music group Gloriana. It was released in September 2012 as the third single and final single from their album A Thousand Miles Left Behind. Group member Tom Gossin co-wrote it with James T. Slater and Stephanie Bentley. The band performed it in an episode of the TV show Hart of Dixie.