Abstract: The present disclosure relates to methods and systems for integrating disparate data feeds and providing unified data monitoring to identify entities and/or transactions associated with the data for further investigation. Embodiments provide a system including at least one data feed with data having a first structure, and a common data layer configured to map the data to a common data model specifying a second structure common within the system. The system also includes a factor component configured to define a plurality of Factors and their inter-dependencies for deriving information from the mapped data, a model repository to run a selected set of Factors against a selected set of mapped data, according to a specified Model to identify data in the mapped data to evaluate, and to generate an alert based on Model parameters applied to the identified data, and an alert component to format the alert for external consumption.