Many makes it seem like this is common. But it extremely uncommon in the US to get a bill after a fire. There are some rural volunteer fire departments that are funded through memberships and they will bill you if you aren’t a member. But these are not common.
SF EMS is funded partially through the general fund and other bond measures, with additional billing to cover the rest. I believe it’s like $2K for a ride.