What size shrimp should be used?

Judging by the photo, they look to be pretty large.

That would make sense for shrimp roasted at a high temperature. Small ones would quickly dry out and/or be more susceptible to overcooking.

That said, buy what comfortably fits your budget.

Best of luck.