Phenotypic data can be collected through various methods including clinical examinations, surveys, laboratory tests, and imaging studies. Advanced biotechnological tools like genome sequencing and bioinformatics also aid in detailed phenotypic analysis. Collecting comprehensive phenotypic data is essential for accurate disease surveillance, diagnosis, and research.