I use site analytics to primarily monitor three aspects.
Keywords
Bounce Rates
Unique Visits
Using Google's annotation tool I also make notes just before I embark on a strategy, be it social or link building. In terms of monitoring sales, it's kind of difficult as I promote quite a few merchants.
My wishlist though would be to set up a kind of tracking that would show me source/campaign->keyword->landing page->conversion.
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