Yes the weather is different, but you (should) get a basic worldwide weather understanding with any of the issuing authorities.
Apart from that you better get comprehensive training when you join a new operation in a different continent. And a proper line check for that matter.
To expect this from a basic ATPL course is not realistic, hence it shouldn’t make a difference.