A similar thing happened to me in South America while on vacation, I was looking to book an Uber but the taxi driver gave me a small discount to do it "on the side" and explained that he wouldn't see most of the money from Uber. As a passenger, the advantage of Uber is that if something happens, I have someone accountable: drive + car plate. But in reality I don't know if that works