Real-Time IoT Data Engineering — Kafka & Spark Structured Streaming

Solution architecture for machine and IoT data pipelines — the design pattern behind the Factory Pulse Industrial-IoT proof of concept: streaming ingestion, per-machine state, rolling FFTs, and threshold-based alerting from factory-floor devices to the cloud.