Arrange the arugula on a large board or a serving platter. Scatter the nectarine slices evenly over the top. Place the cheese in a small bowl or directly on the platter. Drizzle with oil and sprinkle with salt and pepper.
Serve with slices of bread, letting diners layer the arugula, nectarines, and cheese on the bread.