If your shop is offline, then you won't be able to see your product blocks unless you are in Editor mode.
Preview is a mode that will show you exactly what the public would see if your website was live, so if your shop is offline, then your products and product blocks will not be shown.
Here is a helpful guide to show you how to turn your shop online so you will be able to see all your products on your website.