Might be misleading for me to say "embed" a video. Emacs definitely cannot play video (there are some round-about ways but org-mode is strictly text only)
I meant it's possible to embed a link/thumbnail that will open the file in the player of choice
How you insert a video in org file? This is one of the reason I have to move away from org only setup.