Various arrangements for monitoring the unauthorized use of a vehicle are presented. An in-space parking sensor may be used to detect whether a vehicle is present. Data may be obtained indicating that a particular vehicle parking in the parking space that has the in-space parking sensor. A vehicle departure from the parking space may be detected. A determination may be made that departure of the particular vehicle has occurred during the time period. A notification may be output based on determining that the vehicle departure has occurred.