It’s kinda hard to tell from this picture, but it looks like some kind of .308 or maybe .30-06 cartridge.

Single-shot handguns that fire large rifle rounds certainly exist and fire much larger rounds than that. Kentucky Ballistics on YouTube has many videos showing his collection of them. The video where Eddie Hall fires them all is a good vid where he shows many of them off.