The utilization of health data for secondary purposes, such as research, sta-tistics, and development, has become increasingly significant in advancing healthcare systems. To foster the above, Finland has established a framework for the secondary use of health and social data through legislative measures and the creation of specialized institutions, which are the first of their kind in the world. In this paper, we give an overview of our implementation for using secondary health and social data in a centralized fashion. As a technical contribution, we also address key implementation aspects related to implementing the framework.