Sampling methods are essential for conducting research and can be broadly categorized into non-probability and probability sampling. Non-probability sampling includes techniques like purposive, snowball, heterogeneity, expert, quota, and convenience sampling, each suited for specific research needs such as targeting typical cases, hard-to-find populations, and ensuring diversity.