Go to Pages - Add New. Give the newly created page a name (usually Blog) and Publish.
The blog page will be treated as a regular page, so options like header, page title, footer will be applied exactly as on other pages.
To set the page as Blog Page, go to Settings - Reading and set it as Posts Page: