One of the primary challenges is the accurate identification of the seasonal component, particularly when dealing with irregular data. Additionally, some diseases may exhibit multiple seasonal peaks or be influenced by a combination of factors like weather conditions, human behavior, and public health interventions, making it complex to adjust for seasonality.