vSphere 5.1 Performance History Not Retained Past 30 Days

I was made aware of a KB 2042164 yesterday describing an issue where vSphere 5.1 vCenter Systems will not keep performance data past 30 days. This article will briefly discuss the symptoms, seriousness and solutions.