Sampling is crucial in epidemiology because it allows researchers to draw conclusions about a population based on a subset of that population. Proper sampling methods ensure that the sample is representative, thereby increasing the reliability and validity of the study results. Common sampling methods include random sampling, stratified sampling, and cluster sampling.