Note - rather than buying shrimp stock, you can easily make it yourself by buying shell on shrimp and peeling them, then simmering them (ideally with a few vegetable scraps like the onion peel and end of celery while making the rest of the dish). Even simmering just around 10 minutes gives a good flavor.