This essay describes intertwined policy challenges related to autonomous vehicle data. The policy goals of promoting privacy, safety, competition, and commerce are all so deeply intertwined, I conclude, that they must be understood and addressed together. This essay does not attempt to solve the problem. Instead, it presents a descriptive snapshot of the current state of play in the industry and closes by raising a set of questions. I hope these questions will prompt useful discussions among policy experts and the public.