As manufacturers and supply chain leaders navigate the dual pressures of operational efficiency and sustainability, geospatial intelligence (GSI) is emerging as a transformative force. This lab session explores how the integration of Earth observation data, AI, and cloud-scale analytics is enabling smarter, faster, and greener decision-making across industrial ecosystems.