Cook the soba noodles according to package instructions. Drain. Rinse it in cold water and drain it well. Let it cool to room temperature.
Whisk together all dressing ingredients until you get a smooth texture.
Add all vegetables, soba noodles, and dressing to a large bowl. Toss it to combine until well coated. Garnish with roasted peanuts and cilantro leaves before serving it.