Introduction This article explores the complex field of airline route forecasting, highlighting the significance of identifying clusters and making the appropriate adjustments. As airlines navigate through this dynamic landscape, a profound understanding of various factors influencing route planning and optimization becomes imperative. From analyzing historical data to leveraging machine learning techniques, we explore the multifaceted