Google Analytics: This should be the very first thing installed on the site the minute it goes live. Make sure that its fully configured, including the Search queries if you have a custom search box for your site.
Use Google Analytics for intense reporting, funneling, and you link this up to all of the other software introduced in this play.
If you really love numbers and you want to get in depth with analytics, Google offers advanced training and certification.