Combining shapes and text in Pillow enables the creation of composite images for visual appeal and information conveyance. Techniques include layering drawings, adjusting text positioning, and utilizing RGBA images for transparency effects. This guide covers rectangle and circle designs, shadow effects, and overlay text to enhance image aesthetics.