I will arrive at Guangzhou Airport around 12.30 am in the morning.

According to your landing time, you can take shuttle bus line 1 and get off at Civil Aviation Ticket Office first. The operating hours of this bus line will until the arrival of the last flight. Thus you can catch it. The ticket fare is CNY 18 per person. After arriving, walk north around 200 yards to find your hotel.