Data integration involves taking data from a variety of sources, validating it (to remove redundancies and inaccuracies), transforming it (to fit the data model used by the data warehouse), and then loading it into the data warehouse. Once the data lives in the warehouse, it can be synced with downstream systems in real time, in near real time, or by using the batch method.