This research contributes to the field of text analytics by providing a structured methodology for developing and evaluating solutions that can transform customer feedback into actionable insights. The findings highlight the potential of such solutions to significantly improve decision-making processes and strategic planning in online retail, ultimately leading to enhanced customer satisfaction and business performance.