Continuous structural monitoring streams millions of rows of continuous strain, stress, and acoustic data that break standard analytics infrastructure. This project delivers a high-fidelity data analysis pipeline that processes continuous sensor data, applying physical engineering principles to catch structural micro-deviations before they lead to mechanical failure.