Abstract: Embodiments of the present invention address deficiencies of the art in respect to resource mapping in a change configuration and systems monitoring solution and provide a novel and non-obvious method, system and computer program product for predictively mapping automatically discovered resources in a monitored system with a manually specified resource for the monitored system. In an embodiment of the invention, a resource mapping method for application dependency and discovery can be provided. The method can include automatically discovering resources in a monitored system, manually specifying a resource in the monitored system, filtering the automatically discovered resources to a set of resources likely to match the manually specified resource, and mapping the manually specified resource to a resource in the filtered set of resources.