Thats just not how particles work. You need to set the particle ahead of the camera by the camera movement speed or more to get a consistent shot.
starting time you have to fake with a different method. A loading screen or something is normally used to put some wait time and have a fully functioning scene (where the snow doesn’t just start dropping out of your emitter right away).
also, you may have more luck with answers in the Rendering section.