The Amazon Case Specialist role at My Amazon Guy focuses on managing refund cases to enhance client satisfaction and operational efficiency. Key responsibilities include utilizing advanced Excel for data analysis, applying logistics knowledge, and resolving complex refund issues. Candidates must possess strong problem-solving skills, meticulous attention to detail, and an in-depth understanding of Amazon's operations and compliance.