AppRole is a machine-oriented Vault authentication backend. It is designed for scenarios where machines or services need to authenticate with Vault, typically with specific role credentials. Okta and GitHub are human-centric authentication methods, and Transit is not an authentication backend but a secrets engine for encrypting data.