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I recall a fascinating project here in Riyadh for a major retail client. Initial sales reports painted a clear picture of customer behavior, and stakeholders were ready to double down on existing strategies. However, delving into the raw, unstructured Big Data with Python, and then visualizing the customer journeys through our custom dashboards, told a different story entirely. We uncovered a hidden segment of high-value customers whose purchasing patterns were completely masked by aggregate data. Their journey was unexpected, and traditional metrics overlooked their potential. This revelation led to a complete overhaul of marketing efforts, tailored to their unique behavior. It was a powerful reminder that true business value isn't always obvious; you need to dig deep with the right tool