Effectiveness of Sales

Let’s say you work at Amazon. It’s nearing Black Friday, and you are tasked with finding out what products should be put on sale.

You have access to historical prices data from products that have been on sale before. How would you determine what products should go on sale to best maximize profit during Black Friday?