Real-World Web Application Benchmarking | Facebook
Facebook has build custom web-app testing framework to test server performance. Read it, especially the section on why "standard" SPECxxx benchmarks are not a good measure of anything. Also, ready about performance-per-watt, as this is really important for modern data centers.