Working with OMOP CDM involves managing large sensitive datasets, requiring efficient data extraction tools. To enhance JuliaHealth's infrastructure, we'll expand tools and enable diverse database connections maintaining the HIPAA and GDPR compliance. This aids in developing a patient-level prediction framework for cohort outcomes, tested on mimic and real patient data. The poster is influenced by a Google Summer of Code project, sharing aspects of this journey.