Cook rice according to package instructions. In a medium skillet, heat olive oil over medium-high. Add garlic and shrimp, and cook until shrimp are opaque throughout, about 2 minutes. Transfer to a large bowl and add cooked rice, parsley, and lemon juice. Season with coarse salt and ground pepper.
To store, refrigerate, up to 3 days.