Understanding the impact of an individual component on the capacity of the network in which that component is employed is critical both for mitigating network vulnerabilities and for leveraging network opportunities.  This work pushes this question to its asymptotic extreme -- asking when a negligible network addition can yield a non-negligible network advantage or, equivalently, when the failure of a tiny network component can cause a disproportionately large loss in network performance.