Using a vegetable peeler, peel the zucchini lengthwise to create long, thin ribbons. Transfer to a serving bowl, add the arugula and toss.
In a small bowl, combine the olive oil and lemon juice. Pour the dressing over the vegetables; season with salt and pepper. Add the parmesan shavings and toss.