Bring 3 quarts water to a boil in a large pot. Stir in Old Bay seasoning and shrimp. Cook 2 to 3 minutes or until shrimp turn pink. Drain, but do not rinse seasoning off shrimp.
Combine ketchup and remaining ingredients in a bowl. Serve with hot or chilled boiled shrimp.
