This paper reviews the positive aspects as well as the negative aspects of interconnectedness. It also discusses briefly the important question of the optimal level of connectivity in a financial system. The paper also proposes the use of novel statistical inferential methods for complex networks to address comprehensively the study of interconnectedness in financial systems.