Prepare favor bags filled with themed party favors to hand out to parade participants during the drive-by. Include items like small toys, sweets, pencils, and other age-appropriate gifts. Package the favor bags in boxes or bags for easy distribution. Place the bags on a table or have someone hand them out as cars drive by.