I guess we’re both in the same boat data wise. What Ive seen with my last set of searches is that the valley tops the list in terms of comp. If you take the next top 10 cities things drop off pretty quickly from there. Its not to say “no other place pays as much as SF”. Just on average the salaries are way off.
As someone that regularly deals with comp in all of these cities in the US and globally (unfortunately), there are a small number of cities, like Seattle, that literally go toe-to-toe with Silicon Valley on comp in practice. This was not always the case but it is in 2018. And in the case of Seattle, they don't have income tax either, which makes it brutal to suggest people relocate from Seattle. Hence why Seattle is the fastest growing city in the US.
There may be some areas where the Valley tops the comp list, the kind of software engineering that goes on in cities varies. But for many types of software engineering where Seattle excels, such as core infrastructure code, expected hiring costs are astronomically by any general metric.