The challenge
Equipment telemetry was collected locally and only reviewed after a failure had already happened.
What we built
A streaming ingestion pipeline with threshold and anomaly alerting, and dashboards showing current and historical equipment state.
The outcome
Maintenance teams now see threshold breaches as they happen rather than during a post-failure review.