French Vanilla Coffee is a more complex version of your classic vanilla coffee. Instead of plain vanilla syrup, this concoction is usually made with the extract from vanilla bean pods or flavored hazelnut and vanilla syrups. Its taste is slightly sweeter than your usual cup of coffee.