People in dense cities learn to deal with it one way or another. Somewhere like Manhattan, I can practically guarantee you there are going to be sirens (which are probably even louder) during a given night as well.
In Germany, I only ever heard a couple sirens the whole time I lived there, and none directly on my street.
How odd. — I rather value my sleep.