A data-driven strategic analysis of SAP’s cloud business performance in Q3 2025, based exclusively on official SAP financial disclosures. The project evaluates revenue growth, margin expansion, geographic concentration risk, and cloud mix dynamics, and applies statistical forecasting to assess Q4 2025 outcomes and strategic implications for SAP’s cloud transformation.