This document discusses pathogen detection methods using high-resolution melting (HRM) analysis and multiplex real-time PCR. It begins with an overview of challenges in pathogen detection workflows, including issues with sample collection/extraction and PCR inhibition. Methods for DNA extraction and real-time PCR detection assays are presented, including QIAGEN solutions. Applications discussed include developing assays for cannabis contamination detection and bovine respiratory/GI pathogen detection. Validation strategies for new assays include testing sensitivity/specificity using synthetic templates.