Whats the difference between a 'page', a 'panel', and a 'handler'?
If you navigate to admin/structure/panels. It gives a short description.

Panel page

Panel pages can be used as landing pages. They have a URL path, accept arguments and can have menu entries.

Custom content
Custom content panes are basic HTML you enter that can be reused in all of your panels.