Which probability distribution?

Imagine you work for a company that has M different products and N clients. You have been provided by a matrix where each row represents a client and each column, a product. The elements of this matrix are the quantity of the corresponding product bought last year by the client. If you are asked to find clusters of clients, which distribution would you use?