Barely Famous Hits is the fourth album by the American country music duo The Warren Brothers. It was released in 2005 via BNA Records. The album reprises songs from the duo's first three studio albums, two of which were also released on BNA. It received a rating of 3½ stars on Allmusic. Stephen Thomas Erlewine considered the songs well-written but thought that the brothers did not have a strong musical presence.