You got it right. Most analytics tools (if not all) don't have enough meaningful filters or pre-made reports to explain what's going on. Google Analytics tried some stuff like what's trending without considering the changes of the site. (email campaigns etc, product updates etc.)
Analytics is a great and still not enough evolved market.