We discuss the One Stop Shop for Clinical Research (OSCAR) project that links clinical data, patient-reported outcomes, genomic data, and health registry data, employing a rigorous data privacy protection technology, to provide insights into treatment efficacy and safety and serve as a comparator for single-arm trials. This could inspire further initiatives to advance precision medicine.