is cognizant of the uneven thermal-profile of the servers, differences in their thermal-reliability-driven load thresholds, and differences in the data-semantics (i.e., computation job rates, sizes, and evolution life spans) of the Big Data placed in the cluster. Based on this knowledge, and coupled with its predictive data models and run-time cluster information, T∗ does proactive, thermal-aware file placement.