1. A computer-implemented cache optimization method comprising: monitoring cache access rate for one or more cache tenants in a computing environment, wherein a first cache tenant is allocated a first cache having a first cache size which may be adjusted; determining a cache profile for at least the first cache over one or more time intervals according to data collected during the monitoring, analyzing the cache profile for the first cache to determine an expected cache usage model for the first cache; and analyzing the cache usage model and factors related to cache efficiency for the one or more cache tenants to dictate one or more constraints that define boundaries for the first cache size.