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Designed and developed an interactive dashboard to generate customercentric insights .Conducted revenue analysis based on demographic attributes (gender, age group, and children status) revealing that 31–40 age group contributed 75% of revenue.Built dynamic ranking system to identify topperforming customers and countries filters by age product