Cross device tracking typically involves the use of cookies, device IDs, and probabilistic and deterministic matching techniques. Deterministic matching uses unique identifiers like email addresses or login credentials to link devices, while probabilistic matching relies on algorithms to make educated guesses based on patterns and behaviors. Both methods aim to create a unified profile of the user across multiple devices.