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So what do you want to measure? A very good point is also made that measurement is not enough - comparison against a target is the mantra here. Are you doing better or worse?
There are no standards in web metrics and so talking figures is very difficult, clicks vs. hits vs. page views vs. sales. There is a summary of what data is in the server log file and a brief discussion about what you might do with them. How do you measure the speed of your website? What do you do if you are very successful?
To gauge if your web site is successful - first define what success means to you. Maybe a reduction in calls through the support desk; or improved brand image; or more sales?
Which are the best ways to attract people to your site, keep them there long enough and get them to come back again. Part of this 'stickiness' might be personalization of the web site for the visitor. What points might you configure per visitor, how do you help navigate your site and many other nebulous topics.
This is a book for the big boys and girls in web land. If you have lots of money and lots of staff then I would recommend that you get your own copy of this book. For the rest, borrow a copy from the library for the few useful ideas that mere mortals can use.