A method and system for generating application simulations and, more particularly, a method and system for graphical data scrubbing in application simulation image sequences. The method comprises creating a graphical representation of identified data and scrubbing instances of the identified data. The method further comprises replacing the scrubbed identified data with the graphical representation of the identified data. The system includes a computer infrastructure to perform at least the steps of the method.