"That Song in My Head" is a song written by Tony Martin, Wendell Mobley and Jim Collins,[1] and recorded by American country music singer and professional dancer Julianne Hough.

The song was released March 3, 2008 on as the first single from her self-titled debut album.

Billboard said that the song was "marked by a sweet tone and warm texture.

The music video starts off with Hough on a boat with radio, remembering past memories.

[4] The song reached a peak of number 18 on the country chart for the week of August 2, 2008.