Illustrative embodiments provide a computer-implemented method for a generic data model for event monitoring integration. The computer-implemented method generates monitor application descriptor data for an identified candidate, identifies a target monitor model specification associated with the identified candidate to form an identified target monitor model specification, and responsive to identifying the target monitor model specification, provides the monitor application descriptor data and the identified target monitor model specification, to a monitor model generator. The computer-implemented method further identifies application elements of the identified candidate to be monitored to form identified elements, and generates the identified monitor model for the identified elements to create a monitor-specific output.