There is so much to know before you  decide on who to work with as a  supplier.  a drop shipper and or supplier holds the future of your business in their hands  dictated by there actions and what they ship.
The down side of drop shipping is that you the  actual reseller never see, touch feel  or hold  the item. so it is a clear case of  your buyers word against a supplier. 
Some  buyers are looking for free product or can simply be a case of, "you cant make everyone happy" but, you cant defend the supplier, the product or your self if they make a complaint against  you or the transaction.
Now being you are a new seller,  your order volume  would be naturally lower. and each complaint make a big wave against you. enough complaints and  you are done.