What is the best way to find scholarships that haven’t received many applications?

Each scholarship listing on ScholarshipsCanada.com includes a “monthly views” indicator; this will give you some insight into the recent popularity of a given scholarship. (In many cases, the most valuable awards are also the most popular, so it may be best to apply for smaller scholarships!)