How to hide visibility of a product on my shop?

In any case if you want to momentarily hide your products from public view, you can do following:

Under ‘Product catalog->Products -> Products -> Visibility’ you have option to choose : Visible or Hide. 

Choose hide to not to show the product to customer and visible to get it back be shown.