Organizations engaged in clinical research face a pressing need for expansive and relevant datasets, which necessitate proper legal and ethical consent. Traditionally, acquiring these datasets involved partnerships or acquisitions, exemplified by 23andMe’s collaboration with GSK. Recent studies indicate a significant shift in public sentiment, with individuals increasingly Trust can be nurtured by adopting stringent privacy practices, similar to those within the EU, to protect sensitive data. Organizations must communicate clearly with potential data donors about how their data will be utilized, establishing strict controls to prevent misuse. Additionally, leveraging technologies such as AI-driven Natural Language Processing can facilitate the integration of disparate health data formats, thus enhancing data quality and usability. Initiatives like the UK's Secure Data Environments serve as effective models for managing anonymized data. Collectively, these strategies can foster a culture of data sharing while ensuring participant privacy and safety in clinical trials.