If you copy over a page with pictures embedded in it, you probably want to bring over the picture via ‘Add Media’ otherwise, there is a link to the picture in the original site. (And thus the picture might disappear if that site were to change.)
You can see this if you view the page, and click on print, and view the PDF file–the link will be spelled out. Like below.