A South Africa-based retail chain with over 400 stores improved sales forecasting and decision-making by implementing a demand data pipeline, MDM solution, and markdown optimization using MLOps. These changes resulted in enhanced forecast accuracy, significant cost savings, and better stock optimization, overcoming issues like unreliable forecasts, missing data, and processing limitations.

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