I suggest that you fly from Shenzhen to Shanghai since it is a domestic airline which is much cheaper than the international airline from Hong Kong to Shanghai. And, because it is far to your time schedule, the discount air tickets are not available. Maybe the current airfares give you some ideas in advance, I think you could see this web's data at:
https://www.travelchinaguide.com/china-flights/