Systems and methods are provided herein for dynamic, non-invasive taint tracking using auto-generated datatypes. A proxy entry point component of a taint-aware environment continuously monitors for a request to initiate an application. The application has an associated runtime environment and profile parameters specific to the application. Upon identifying the request, a core component of the taint-aware environment generates a set of augmented classes based on the profile parameters. The set of augmented classes contains taint-tracking functionality. The proxy entry point component modifies an initiation pathway of the application to force the runtime environment to retrieve the set of augmented classes prior to execution of the application. The runtime environment continuously monitors for tainted data or tainted code passed through or contained within the application based on the taint-tracking functionality of the set of augmented classes.