Understanding the Fundamentals Trade promotion teams at CPG companies are facing unprecedented pressure to optimize spend and demonstrate ROI. With trade budgets often representing 15-25% of gross sales, even small improvements in promotional effectiveness can translate to millions in recovered margin. The challenge? Legacy systems struggle to process the volume and variety of data flowing from retailers, point-of-sale terminals, and market research providers. This is where Cloud AI Integration becomes essential. By combining cloud infrastructure's scalability with AI's analytical power, promotion planners can finally move beyond spreadsheet-based forecasting and reactive post-promotion analysis. The integration allows real-time processing of sell-through data, automated lift calculations, and predictive modeling that accounts for dozens of variables simultaneously—from promotional cadence to cross-merchandising effects.…