None of my engineering friends are paying over 2.4k for an apartment in sf. Most have roommates. I moved in with my gf last year in a studio w/ garage for $1900 (glen park). If someone is paying 3k+, I'm not sure who it is or why. Thats insane.
However, taxes are very high here.