Evaluation with one-month long real-world traces from a production Big Data analytics cluster at Yahoo! shows that T∗ lowers cooling costs as it results in lower and more uniform thermal-profile, allows operation of the cooling system at higher efficiency, reduces thermal hot-spots, ensures thermal- reliability, and gives higher performance than state-of-the-art data-agnostic, thermal-aware job placement cooling energy management techniques