This temple has been here (although in different incarnations over the years) for almost 1000 years. Seeing it surrounded by skyscrapers and more of the being built all the time, it's hard to imagine what things were once like.
I guess you're supposed to light the candle first.
After lighting a candle, you're supposed to light your incense on it.