In WordPress, the featured image is the file assigned to a post or page from the editor's side panel, through "Set featured image." That's where most glossaries stop. What usually gets left out: that one file doesn't have a single destination. The system reuses it in several different places, each with its own crop and target size.
The first job is the most cited one: it serves as the main image when an article shows up in the blog, in a category, or in a "related posts" block. The exact size used there is decided by the theme, usually one of WordPress's default sizes or a custom size registered with add_image_size().
The second job happens off the site entirely: most SEO plugins, RankMath or Yoast among them, pull the featured image as the default value for the og:image property whenever no manual social image has been uploaded. That means an image chosen for a 4:3 listing can end up representing the whole page in a WhatsApp or LinkedIn preview, at a completely different aspect ratio.
The third job depends on the theme: many templates, especially blog or magazine ones, place the featured image as a visual header inside the article itself, often full-width above or right below the title. Not every theme does this, and some let you turn it off on a page-by-page basis.
The fourth job is the one that's hardest to control directly: Google can use the featured image as a thumbnail in image results and in Google Discover, provided it meets the technical size requirements and the site allows large previews through the relevant meta robots tag.
None of these four jobs is optional or something you can switch off without it showing up somewhere else. Anyone who picks the featured image with only the blog listing in mind is leaving the social preview and Discover eligibility mostly to chance, since both inherit the same file without asking for confirmation first.
The practical problem shows up when someone uploads a single image meant for only one of these four jobs, usually the article header, and assumes it will work equally well for the rest. A vertical image, or one heavily cropped on the sides, can look fine as a header and, at the same time, show up oddly cut off in a WhatsApp preview or fall short of Discover's minimum requirements. That's not a bug in the system. It's the result of treating a file with four destinations as if it only had one.