Chef's Notes: Pickled shrimp are not your standard, classic pickle: it's more of a preservation technique, using oil, acid in the form of lemon juice, and tons of flavor from onion, bay leaf, allspice, and celery seed. Everything comes together in this beautiful thing that you can pile on top of crusty bread, chop into salsa, or serve with toothpicks, just like grandma used to.