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I remember reading a post by someone at Google with several ballpark statistics such as how much time does it take to:

  • Obtain a lock
  • Read/write a piece of data from registers, memory, disk, remote disk
  • Fetch a page
  • ...

(Don't catch me on the exact statistics). Can you help me find this post?

A: 

This may not be what you're looking for, but Steve Souders of Google maintains a blog and touches on some of these web app performance topics in many of his posts: http://www.stevesouders.com/blog/

His latest post on John Rauser (Amazon)'s presentation at Velocity 2010 may be of interest to you.

Edit: You'll also be able to find on his site a power point presentation on front-end optimization which is pretty interesting and has a lot of tips on how to make your site load (or appear to load) faster.

Lèse majesté
A: 

This was not the original article that I had in mind, but this article does give order of magnitudes for several of these operations.

ripper234