Real-Time Industrial Data Archives

December 1, 2025 · 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 […]

Industrial AI Needs a Backbone—And That Backbone Is DataOps

At Hannover Messe 2025, John Harrington of HighByte offered a timely reminder: as AI races ahead in the industrial sector, the infrastructure supporting it—specifically, DataOps—needs to keep up.While AI dominates the headlines, its power is fundamentally limited without access to the right data. Harrington put it bluntly: “Data is the oxygen for AI.” But not just any data—clean, […]

Real-Time Industrial Data: Why Architecture, Not Hype, Determines Success

At Hannover Messe 2025, a compelling conversation unfolded between HiveMQ and Snowflake leadership on a topic often underestimated in industrial transformation: data movement architecture. Behind all the talk of AI, analytics, and predictive insights lies a more foundational challenge—how to reliably, securely, and cost-effectively get data from machines to the cloud in real-time.For industrial companies […]