Tempura shrimp may seem like an odd item to get at Aldi, but it's surprisingly tasty. In fact, after trying 14 seafood products from the retailer, we ranked the Fremont Fish Market find as the top option. Simply bake them in the oven, and you're ready to serve the delicious appetizers at your get-together. Each package comes with a dozen pieces of shrimp that are crunchy on the outside and succulent on the inside.