Okay. I’ve checked the unattached options under media gallery, but it seems like every images are unattached even though they are set as Feature Image on Product Page.
Ohh, that sucks. I wonder how other people with E-commerce handle deletion of hundred of products and also the product gallery and featured image altogether.