We show that simple geometric properties of probabilistic spaces, in conjunction with no-signaling principle, lead to strong monogamies for a large class of Bell type inequalities. Additionally, using the same geometric approach, we derive a new tripartite, $d$-outcome Svetlichny-Zohren-Gill type Bell inequality and show its monogamous nature.