Yes,
Canadian embassies check on diplomas or degree certificates to know whether it's original or fake. And your visa application will be rejected.
Moreover you can buy fake diplomas and degrees just for the novelty purpose. Like, making pranks, showcase in the home or gift to a friend.
Using fake diplomas and degrees for the official use can put you in the risk.