Abstract:  This project analyzes the financial impact of supply chains across selected countries and industries using scdata.ai. It examines revenue breakdowns and quantifies how a 1% reduction in COGS can improve net margins in USA (Automotive), Germany (Electronics), and India (FMCG). The study also explores correlations between market capitalization and net income at both industry and company levels, using trend lines and linear regression. Key insights reveal that small cost savings can significantly enhance profitability, and market cap generally aligns with net income, with variations across industries and companies. The analysis highlights the importance of data-driven supply chain decisions for financial efficiency and strategic planning.