While CPRD is a powerful tool, it has its limitations. The data is restricted to primary care settings, which means it may not capture all aspects of a patient’s healthcare experience, such as specialized treatments received in hospitals. Additionally, data quality can vary, and there may be missing or inaccurate entries. Finally, while CPRD provides substantial demographic and clinical information, it lacks detailed genetic data, which can be crucial for personalized medicine research.