Sampling involves selecting a subset of a population to study rather than examining the entire population. There are two main types of sampling: probability sampling, where units are selected randomly, and non-probability sampling, where units are selected purposefully. Some common probability sampling methods include simple random sampling, systematic sampling, stratified sampling, and cluster sampling. Non-probability sampling techniques include quota sampling, purposive sampling, availability sampling, and snowball sampling.