In multistage sampling, you can use probability or non-probability sampling methods.
For a probability sample, you have to conduct probability sampling at every stage.
You can mix it up by using simple random sampling, systematic sampling, or stratified sampling to select units at different stages, depending on what is applicable and relevant to your study.