Data centers house the massive server clusters required to train and run large language models. These facilities demand immense power and water for cooling, often straining local utility grids. While they bring infrastructure investment to towns, the environmental cost is high. Practitioners must consider these physical constraints when scaling compute-heavy workloads for PolitiFact audiences.