This case tests the candidate's ability to identify cost drivers in an e-commerce business through structured analysis. The interviewer progressively reveals that margin compression is driven by shifting shipping patterns rather than absolute rate increases, requiring candidates to synthesize quantitative data and develop actionable inventory management recommendations.