Wearable Health Sensor Data Long-Term Storage

Architect a scalable database solution for storing longitudinal wearable health sensor data with support for complex time-series analysis and minimal storage overhead. Design a compression and retention strategy that preserves high-resolution physiological signals while supporting efficient querying across multiple years of patient data. Include mechanisms for handling different sensor types, supporting retroactive data reprocessing, and maintaining regulatory compliance.