This case study explores how descriptive statistics help online retailers make better business decisions. By applying measures of central tendency: mean, median, mode, and their variants, we uncover insights about sales, refunds, customer behavior, growth, and supplier efficiency, showing how simple statistics can reveal powerful business truths.