How do I see the profit on each product, not just sales?

Fill in Cost per item in each product's Pricing section. The profit reports under Analytics → Reports (for example gross profit by order) use it, so you can see margin and not only revenue.

The reports use each product's current cost, so keep it up to date. Variants share the product's cost. The more products have a cost, the more accurate the profit figures.