Problem
No real-time visibility into machine performance; manual data collection delayed decision-making.
Tools Evaluated
MQTT brokers, time-series databases, and commercial IoT platforms
Final Stack
MQTT + data stream + analytics dashboard
Implementation
A custom IoT platform bridged devices to cloud analytics with real-time telemetry ingestion and dashboards. The architecture prioritized reliable data flow, device management, and operational insight.
The system enabled live monitoring without relying on manual data collection.
Outcomes
Live telemetry dashboards, remote device management, and faster operational response.