AI workloads are driving power densities beyond the limits of traditional air cooling, making liquid cooling a strategic necessity for modern data centers. Liquid cooling options span system-, infrastructure-, and facility-level approaches, often combined in hybrid deployments. This report provides guidance on planning, selecting, and implementing liquid cooling strategies for AI-driven infrastructures.