Ingesting the application data

Imagine that you need to refine your model with new incoming data from the application and the laboratory results. As you already have quality checks and business rules applied to the lab results, you don't need to worry about that. However, the application has its own database for the users' information, and you know the application has strong input validation, thus, good data is ensured.

How would you add that data to your data platform?