Baby bloomers are the same thing as diaper covers except diaper covers are waterproof. Baby bloomers are often made from matching fabrics and used as a fashion item to hide the diaper. Bloomers are often paired with baby girl dresses to hide the diaper when the baby dress rides up (which it does, all the time.)