My dear ,
Apply for the visa and keep a strong SOP.
Always it depends on the luck , even scholarship guys may or may not get the visa. So there is risk involved for everyone, its your choice if you want Canada or not. Maybe your agency is partly right, I am not sure. If you really need to...