The pitch makes me think water pump, but it's not super clear in that clip.
It doesn’t happen in the driveway only when the car is moving. I don’t think it changes when I turn but I will check to make sure. I can try to get aThe sound is very hard to hear in your video. Can you reproduce it in the driveway? Once it starts, does it change when you turn?