The swine industry is undergoing a transformative shift with the introduction of pen-side diagnostic tools, providing real-time health insights directly in the field. Field-based perspectives emphasize the practicality and efficiency of these tools in monitoring the health status of pigs, enabling early detection of diseases, and facilitating timely intervention. We offer a comprehensive understanding of the practical implications and challenges associated with implementing pen-side diagnostic tools in diverse pig farming environments.