Isn't SF/Bay Area notorious for its terrible traffic? My impression is that while it's easier, distance-wise, to get out of SF into nature than NYC, it's in a similar spot in terms of rush-hour traffic.
Getting out into nature from SF without a car is a little tricky. I still miss being able to take a train out into the countryside, walk in the hills finishing at a pub before taking a train home...