How to make a combined home page (static and blog posts)

I’d like my home page to show the latest blog posts, but I also want to add some other elements to it (static images or shortcodes). Can somebody help me, how can I do this?

Or the other way: e.g. to make the home page to show a static page and somehow to integrate the latest blog posts in that page (in the post editor).

Thanks.