Gently pat the shrimp dry and season them with salt. Set them aside for now.
In a small frying pan over medium heat, warm the extra virgin olive oil. Slowly heat the oil and when it begins to sizzle add the garlic and red crushed peppers. Let them cook over medium heat for up to 60 seconds or until the garlic takes on a bit of color (just make sure it doesn't burn).
Next, add in the shrimp. Cook for a short while, giving them a good toss every now and then, and keep an eye out for the flesh to turn opaque with a lovely pearly pink hue. This usually takes around 1-2 minutes, but the exact time might vary depending on your shrimp's size. Once done, remove the pan from the heat.
Add the fresh squeezed lemon juice (or sherry or white wine), chopped parsley, and a pinch of salt. Mix well.
Transfer your delightful garlicky shrimp and that luscious sauce into a serving bowl. Don't forget to grab your favorite crusty bread for dipping and enjoy!