From Snapshots to Predictive Maintenance: The Time Series Maturity Journey
· Predictive Maintenance

From Snapshots to Predictive Maintenance: The Time Series Maturity Journey

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 […]

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Why Time-Series Data Is Manufacturing’s Most Underused Asset
· Industrial IoT

Why Time-Series Data Is Manufacturing’s Most Underused Asset

Every machine in a factory is a storyteller. Motors hum, valves pulse, and robotic arms flex—each leaving a digital footprint in the form of vibration signatures, torque readings, and temperature curves. Production systems add more layers: batch IDs, recipe adjustments, and operator inputs. Together, this flood of time-series data could tell manufacturers not only what […]

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Real-Time Visualization for IIoT Data
· Connected Industry

Real-Time Visualization for IIoT Data

With the increased adoption of the Industrial Internet of Things (IIoT), connected devices and sensors generate vast amounts of data, and you’ll need an effective way to capture, store, and visualize all of it. With effective data visualization and analysis, you can transform raw data into actionable insights and make informed decisions. This post will […]

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Choosing the Right Data Solution: Data Historians vs Time Series Databases
· Connected Industry

Choosing the Right Data Solution: Data Historians vs Time Series Databases

In the era of Industry 4.0, industrial IoT developers and decision-makers face the challenge of selecting the most suitable data solution for their organizations. Two popular options are data historians and time series databases. While both have merits, it’s crucial to understand their pros and cons to make an informed decision. In this article, we’ll […]

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