The present disclosure relates to a driving data analyzing apparatus and method, and a vehicle system. The driving data analyzing apparatus according to an exemplary embodiment of the present disclosure includes a database (DB) storing a data matrix for each of a plurality of sections predetermined on a road of a map, a controller storing driving data received from vehicles passing through each of the plurality of sections in a data matrix of a corresponding section. The controller is configured to analyze a driving abnormality state of a vehicle passing through the corresponding section based on a mean value of the driving data stored in the data matrix of the corresponding section.