Making telemetry useful to service teams

A stream of device measurements is a starting point, not an operational answer. Teams need context: which system needs attention, what changed, and where to look next.

Monitoring dashboards, water quality tracking, diagnostics, and automated alerts make telemetry easier to use. Cloud processing and storage provide the foundation for these applications.

Connected systems can support remote monitoring and help identify emerging failures. The design should connect technical capabilities to the workflows of the people maintaining the equipment.