These two train stations are located far from downtown area, and there is no direct bus to the airport. If possible, it is suggested that you take a cab to Guangzhou Airport directly.

For saving money, you could take the city-bus departing to downtown area, such as Guangzhou Railway Station or Guangzhou East Railway Station, both of where you could catch the airport shuttle bus. It will take you much more time.