The proposed system aims to transform drug traceability and patient authentication through the seamless integration of Hyperledger Fabric. This integration is designed to enhance transparency, security, and efficiency within the pharmaceutical supply chain. The system establishes a resilient framework that enables various stakeholders, including manufacturers and patients, to engage with a distributed ledger system powered by Hyperledger Fabric. Through the utilization of QR code technology and biometric authentication, the system ensures the legitimacy of medications and validates the identities of patients, thereby promoting trust and responsibility in healthcare transactions. Performance evaluation indicates that the proposed system exhibits an 85% increase in efficiency compared to current systems, providing improved transaction processing capacity, reduced latency, enhanced scalability, and heightened security measures.