KPIs
The book, Understanding User - Web Interactions Via Web Analytics, provides an introduction to KPIs. These goals or yardsticks for success (otherwise your just collecting and analyzing data for no good reason) are really, well, key.
'The' dude of Web Analytics, Avinash Kaushik, provides an good review of critical KPIs, Six Web Metrics / KPI’s To Die For.