It is preferable to buy frozen shrimp as fresh shrimp are rare and thawed shrimp give neither the flavor of fresh nor the flexibility of frozen. The shelf life of thawed shrimp is only a couple of days while shrimp stored in the freezer retain their quality for several weeks.