You can directly contact the manufacturers of couplets to buy them, so as to avoid middlemen earning the difference and getting lower prices.
On e-commerce platforms such as Taobao and JD.COM, you can find a large number of couplet sellers. The prices on these platforms are usually cheaper than those in physical stores, and the range of choices is wider.