Steep, and congested at the same time
Seattle is built on hills, and some of its arterials reach gradients that most American cities never build on. Combine that with congestion consistently ranked among the worst in the country and you get a specific mechanical load: repeated hill starts in traffic.
A hill start puts the vehicle's full weight against the drivetrain from a standstill. On an automatic that is the torque converter; on a manual it is the clutch, and it is what ends one here at a mileage that would be half-life on the flat.
Doing it repeatedly, in stop-start traffic, on a gradient, is the hardest thing city driving asks of a transmission.
Parking on a grade
A car parked on a Seattle hill is genuinely held by its parking brake and its transmission, and on a modern vehicle the parking brake is an electric actuator driving a screw inside the rear caliper piston.
Holding a car on a real gradient loads that actuator to a fraction of its capacity rather than to a token, and actuators wear from cycle count and from load. A car parked on a hill twice a day is doing both.
An electric parking brake also changes the rear brake job entirely. The piston cannot be wound back by hand — it must be retracted electronically through service mode, or the actuator gearbox strips and the repair becomes an actuator rather than a set of pads. Service mode has to be exited afterwards, and the module usually needs a calibration to relearn the clearance to new, thicker pads.
Ferries idle engines
The ferry system carries a great many commuters, and a ferry queue means an engine running at idle for a long period with no airflow, followed by more idling on the vessel and at the other end.
Extended idling is a specific load. The alternator supplies the full electrical load at the lowest speed it will ever turn, with the least cooling it will ever get. The cooling system runs with no ram air. In a wet climate, the exhaust never gets hot enough for long enough to dry out.
It also means a great many Seattle cars accumulate engine hours out of all proportion to their mileage — which is what ends a water pump, an alternator or a fuel pump, since those count hours rather than miles.
Low mileage, high age
Between transit, congestion and geography, a lot of cars here cover very few miles per year. That sounds gentle and it changes what fails.
Brake fluid absorbs water from the atmosphere whether the car moves or not, and boils lower every year. Rubber ages on a calendar. And in permanent damp, brakes that are barely used corrode rather than wear — rotors pitted and scaled while still well above minimum thickness, and caliper slides seized without ever having worked hard.
Time-based maintenance beats mileage-based maintenance in this city, and the odometer will argue against it every time.
Checked