The Andrews Sisters were notable for their song `` The Boogie Woogie Bugle Boy '' . Christina Aguilera used the Andrews Sisters ' `` Boogie Woogie Bugle Boy '' to inspire her song `` Candyman '' ( released as a single in 2007 ) from her hit album Back to Basics .