Does raising prices increase return rates?

Hey all. I’m in a seasonal business. When a product catches fire, and stock is limited, how high do you raise price? I worry that if I go too high I’ll be just asking for customers to take advantage of Amazons liberal return policy, especially around Q4. Does anyone sell similar items (branded and limited)? How high do you go when something is sure to sell out??