I've had an Arduino running in a car (12V+) for a couple of years. I'm just driving some LEDs & solid state relays.
However, the more stuff you "power" from the Arduino, the higher the voltage you feed-in, and the hotter the environment, the hotter the voltage regulator will get. (And it's heat that will (potentially) kill it.