It is generally best to start with the retailer. They have the responsibility to deal with warranty requests in the first instance. Plus they will be more likely to refund any postage costs.
A least you know you have the fall back of returning the unit to the manufacturer. Depending on the price of the PSU i.e. is it expensive or a budget unit, it might just be worth buying another PSU from ebuyer.