I forgot to mention earlier that the choice of the web server is only half of the issue.

You will likely be running some scripts, so the method you select to deploy those scripts will be equally as important.

Take php ... mod_php, su-php, fast-cgi, cgi, persistent cgi, etc.

This also has a significant impact on performance and varies considerably from app to app.