In most plants, data visibility has improved dramatically. Modern time series databases connect seamlessly with SCADA systems, historians, and operational dashboards, giving teams real-time insight into production. This foundational layer—basic monitoring—has become table stakes in manufacturing.But visibility alone isn’t enough. According to a study by Aberdeen Research, unplanned downtime in manufacturing can cost up to […]

The post From Snapshots to Predictive Maintenance: The Time Series Maturity Journey appeared first on IIoT World.

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