Very thinly slice beets, cucumbers, and radish on a mandoline or with a knife. Arrange slices on a platter. Scatter cheese on top. Finely grate some lemon zest over salad, then slice open lemon and squeeze on some juice. Drizzle with oil; season with salt and pepper.