It's an exploration vs exploitation trade-off. They are just predicting the things you are most likely to buy and suggesting those. But you also want to throw in things which you are less likely to look at, but if you do it gives them more information to make better suggestions. And then as you mention, account for the fact people are dynamic and change over time.

This isn't trivial but it can be done.