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The Rapid Digital Transformation In Healthcare Has Led To A Surge In Electronic Health Records (EHRs) And Patient-centric Health Applications. However, The Lack Of Interoperability And Standardized Data Exchange Mechanisms Continues To Hinder Seamless Communication Between Hospitals And Patients. This Work Proposes An E-Health Framework That Enables Interoperable And Discrete Data Exchange, Ensuring That Patient Health Information Can Be Securely Accessed, Shared, And Utilized Across Different Healthcare Systems. The Proposed Model Integrates Standardized Protocols Such As HL7 FHIR (Fast Healthcare Interoperability Resources) And Employs Secure APIs To Facilitate Real-time, Bidirectional Communication. By Enabling Patients To Access Their Health Records In A Structured And Discrete Format, The System Enhances Transparency, Empowers Patients In Decision-making, And Supports Continuity Of Care. Furthermore, Strong Encryption And Authentication Mechanisms Are Incorporated To Maintain Data Privacy And Compliance With Healthcare Regulations Such As HIPAA. The Implementation Of Such An Interoperable Exchange Framework Not Only Reduces Administrative Overhead And Medical Errors But Also Fosters A Patient-centered Healthcare Ecosystem, Where Accurate And Timely Health Information Drives Improved Clinical Outcomes.