One thing many people forget when dealing with data: outliers.
Even in a controlled online A/B test, your data set may be skewed by extremities. How do you deal with them? Do you trim them out, or is there another way?
If you want to get people to buy your stuff, you need to understand how consumers make purchasing decisions.