Dominican cuisine is rich and flavourful. Look for la bandera (rice, beans and meat), pescado frito (fried fish), tostones (fried plantains) and fresh tropical fruit juices.
On the beach you can also try fresh oysters and shellfish sold by local vendors, plus international options for those craving familiar flavours.
We went here last winter and it was exactly like you describe. The water really is that clear!