Ellington and his orchestra made the first recording of "Bli Blip" on 26 September 1941 at the Hollywood Recording Studio in Los Angeles.[4]
John Franceschina, in his 2017 book Duke Ellington's Music for the Theatre, described "Bli Blip" as a "catchy, blues, rhythm number" with a "highly syncopated melody line, filled with skips and scat-like riffs".[1] Franceschina notes that the "arhythmical nature of the melody in which no two bars are exactly alike".[1]