Non-probability sampling techniques are commonly used in nursing research when random sampling is not possible. These include purposive sampling, where subjects are chosen based on a specific purpose; convenience sampling, where accessible subjects are selected; and snowball sampling, where existing subjects refer others. While non-probability sampling is less costly and time-consuming than probability methods, it produces biased samples that cannot be generalized to the larger population.