How should you decide how much time to spend gathering information before you make purchase?

This would entirely depend on the good or service in question. If looking for a pair of shoes, the time spent to gather information would be relatively short. On the other hand, if looking to purchase a car (an expensive investment compared to a pair of shoes), there would be much more time spent in considering the best purchase.