Song lyrics to “Shoo Shoo Baby”, a popular song written by Phil Moore. The song was made famous by The Andrews Sisters, as they sang it in the 1943 film Three Cheers for the Boys. “Shoo, Shoo Baby” was a big hit for the trio in 1944, reaching No. 2 in the chart.