Near-real-time equipment monitoring
- The challenge
- Sensor data from fixed plant arrives faster than the warehouse can load it, so failures are spotted after the fact.
- What we build
- Streaming ingestion into Delta tables, with rolling aggregates and anomaly flags published to a Gold layer.
- The outcome
- Maintenance teams see emerging issues within minutes, not the next morning.
- Structured Streaming
- Delta Lake
- MLflow

