It depends on what night you are planning on going. We went on a Tuesday night and there were some tickets available that day for that evening but the weekend nights were already sold out. It's a great event!!
I wouldn't risk missing it by waiting to buy the tickets at the last minute. Enjoy the Christmas decorations.