For anyone looking at this and potentially taking it seriously, I can tell you from abundant first hand experience that Compete is garbage - not only is it frequently an order of magnitude off in its numbers, but it's very frequently directionally wrong from month to month, sometimes hilariously so. Edit: For example - http://techcrunch.com/2011/08/29/anti-web-analytics/
But if you are only using Compete you are doing it all wrong.
Think of Compete, Alexa, Quantcast, Similarweb (A newer site with some very cool data http://www.similarweb.com/website/ycombinator.com), Adbeat.com (For display intelligence), NerdyData.com (Which is really good at letting you search for tracking tags that marketers use) and the dozens of other sites and services currently available on the market etc as different color paints on a canvas.
Trying to create a photorealistic painting (accurate picture of what's working for your competitors) with just one color will yield poor results. Like the author in the post does, you need to combine and mix them for the the best outcome.
Additionally, Michelangelo can use the same paint that you and I have access to, and end up with the Sistine Chapel ceiling. While I'd be proud to just be able to end up with a ceiling that's an even shade of whatever color I chose. A skilled marketer masters and understands the nuances of these tools and use them to work magic (At least in the eyes of someone without this knowledge).
In the past, I use to jump from site to site collect data, but now when I need to research a site or market, I'll use the Follow browser extension http://www.follow.net since it aggregates all the information into one place. It's not perfect because I still have to collect data from other research sites, but only when when I see it's worth digging deeper.
In my 13+ years of marketing online, I can say without a doubt that if you can figure out how your top 3-5 competitors are marketing online and how effective their marketing is, you can almost always out market them or at the very least have the data you need to be very competitive.
Disclaimer: I'm good friends with both founders of Follow.net and Adbeat.com I did quite a bit of product dev work with the Follow team early on and have done customer acquisition for both companies.