Pat the shrimp dry with a paper towel. Season with salt and toss to combine. Set aside.
Heat olive oil in a large skillet over medium-high heat.
Add the garlic, red pepper flakes and stir, cooking for about 1 minute.
Add the shrimp and paprika. Cook for about 1 minute on each side.
Pour in the sherry wine, lemon juice, and sprinkle in the chopped parsley. Turn off the heat and stir to combine.
Notes
Makes approximately 6 appetizer servings. Storage: This dish is best enjoyed soon after it is cooked. However, you can allow to cool, then store in an airtight container in the refrigerator for 1 or 2 days. Reheat: Reheat in a skillet over low-medium heat just until the shrimp are heated through, about 1-2 minutes. You can also microwave for 30 seconds. Take care not to overcook the shrimp during reheating. I do not recommend freezing this dish.