Allocation enforcement in a multi-tenant cache mechanism

Systems and methods for cache optimization are provided. The method comprises monitoring cache access rate for a plurality of cache tenants sharing same cache mechanism having an amount of data storage space, wherein a first cache tenant having a first cache size is allocated a first cache space within the data storage space, and wherein a second cache tenant having a second cache size is allocated a second cache space within the data storage space. The method further comprises determining cache profiles for at least the first cache tenant and the second cache tenant according to data collected during the monitoring; analyzing the cache profiles for the plurality of cache tenants to determine an expected cache usage model for the cache mechanism; and analyzing the cache usage model and factors related to cache efficiency or performance for the one or more cache tenants to dictate one or more occupancy constraints.