It depends from one supplier to another (or from one dropshipping platform to another), but usually, this is paid by you, the store owner, or your customers. 

For example, on AppScenic, the shipping cost is added automatically to the listing price (the one that will be pushed to your store). That means your customers pay for the shipping fee when they purchase an item.