We study a problem in which firm sets prices for products based on the transaction data, i.e., product past customers chose from an assortment and what were historical that they observed. Our approach does not impose model distribution of customers' valuations only assumes, instead, purchase choices satisfy incentive-compatible constraints. The individual valuation each customer can then be enc...