This analysis was conducted to support strategic decision-making for a growing e-commerce business. Leadership requested data-driven insights to answer critical questions: Which region shows strongest performance for potential expansion? What products should we prioritize in inventory planning? How do we interpret seasonal revenue patterns? These questions require clean data and accurate analysis to make confident recommendations.

I examined Q1 2023 customer order data across multiple regions and product categories. The analysis emphasizes: - Systematic data quality assessment and cleaning - Accurate joins and aggregations - Clear visualization of regional performance, product mix, and temporal trends - Evidence-based insights to support business decisions