For cheap transport from Hong Kong to Shanghai, I suggest you taking the direct train from Hong Kong Hung Hom Station to Shanghai. If you will not travel in peak time, there will be some reasonable discounted flight tickets. By this way, much more time could be save. You could search it out from the Discount China Flights(https://www.travelchinaguide.com/china-flights/)