Datasheet websites do that a lot. If it's PDF.js, Firefox's PDF viewer (or a fork of it), I just right-click to "Show only this frame" and it goes fullscreen.
The worse ones are PDFs that exist only for SEO and contain nothing but keywords and a link to a paywall.