Your customer should only be getting an invoice from you only. The invoice from the dropshipper should be coming to your address only. So as long as your invoice to your customer is correct, then no problems at all.
No, the dropshipper should be sending you the invoice because you are their customer. It is up to you to invoice the buyer and they are your customer. So your customer should get no invoice at all from the dropshipper.