i am travelling to china from the uk on a British passport

I would like to know if I travel to Hong Kong and then visit Guangzhou will I still need to apply for a visa. My stay in china is very short 5 days and maybe a 1-2 nights in Guangzhou, I am finding the price for a visa to Guangzhou very expensive, is their any other way?