When I first got my car, it would make a rapid chirping noise when I went down a gravel road, along with random chirps elsewhere when I went over a bump.
I ended up finding out what it was by accident when I was replacing my air filter. I looked down and happened to notice that a metal clip (which had been missing since I bought the car) had fallen down and got wedged in a joint which moves with the suspension.