Data Ownership in OT: Who Owns What, and Why It Matters
- October 28, 2025
Data Ownership in OT: Who Owns What, and Why It Matters As plants adopt Unified Namespace architectures, data ownership becomes a governance chal...
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Designing a Plant-Wide Data Model That Scales
- October 28, 2025
Designing a Plant-Wide Data Model That Scales A Unified Namespace (UNS) only delivers value if its underlying data model is consistent, scalable,...
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Query Patterns for Fast Root-Cause Analysis
- October 28, 2025
Query Patterns for Fast Root-Cause Analysis When a production issue strikes, time is everything. Engineers need historian queries that return res...
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Data Retention in Regulated Industries: How to Stay Compliant
- October 28, 2025
Data Retention in Regulated Industries: How to Stay Compliant Pharma, energy, and food manufacturers face strict requirements for how long produc...
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From Tags to Models: Context Layers That Unlock Value
- October 28, 2025
From Tags to Models: Context Layers That Unlock Value Industrial data becomes exponentially more valuable when structured. Moving from raw tags t...
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Choosing a Time-Series DB for OT: Requirements That Matter
- October 28, 2025
Choosing a Time-Series DB for OT: Requirements That Matter Not all time-series databases are created equal. In OT environments, performance and r...
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Modernizing the Historian: Compression, Context, and Contextualization
- October 28, 2025
Modernizing the Historian: Compression, Context, and Contextualization The plant historian has evolved from a simple tag logger to a contextual d...
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Tying OEE to Profit: A CFO-Friendly Guide
- October 28, 2025
Tying OEE to Profit: A CFO-Friendly Guide For many executives, OEE feels like a technical metric with unclear financial meaning. Translating equi...
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Run Rules: What to Alert On (and What to Ignore)
- October 28, 2025
Run Rules: What to Alert On (and What to Ignore) Not all alarms are created equal. A line that alerts too often trains operators to ignore signal...
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Loss Trees That Operators Actually Use
- October 28, 2025
Loss Trees That Operators Actually Use Loss trees are visual tools that categorize productivity losses into availability, performance, and qualit...
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OEE That Drives Action: From Trend to Root Cause
- October 28, 2025
OEE That Drives Action: From Trend to Root Cause Overall Equipment Effectiveness (OEE) is one of the most used metrics in manufacturing — b...
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Changeover Reduction with Data: SMED Meets Analytics
- October 28, 2025
Changeover Reduction with Data: SMED Meets Analytics Single-Minute Exchange of Dies (SMED) has long been the gold standard for reducing changeove...
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Integrating MES with ERP and LIMS: Patterns That Don’t Break
- October 28, 2025
Integrating MES with ERP and LIMS: Patterns That Don’t Break MES integration with ERP and LIMS often fails due to poor data mapping or uncl...
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KPIs to Hold Your MES Vendor Accountable
- October 28, 2025
KPIs to Hold Your MES Vendor Accountable Choosing a MES vendor is only the beginning — ensuring performance over time requires measurable e...
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Recipe, Genealogy, and eDHR: What a Modern MES Must Do
- October 28, 2025
Recipe, Genealogy, and eDHR: What a Modern MES Must Do Modern Manufacturing Execution Systems (MES) have moved far beyond scheduling and reportin...
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Build vs Buy: How to Decide Your Next MES
- October 28, 2025
Build vs Buy: How to Decide Your Next MES Should you develop a custom MES in-house or buy a commercial one? The right answer depends on your proc...
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MES in 2025: API-First and Modular by Default
- October 28, 2025
MES in 2025: API-First and Modular by Default The Manufacturing Execution System (MES) landscape is evolving fast. By 2025, the leading systems a...
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SLA Design for Remote Plants and Utilities
- October 28, 2025
SLA Design for Remote Plants and Utilities Remote facilities — from water networks to renewable farms — rely on connected SCADA syste...
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MQTT and OPC UA as SCADA Data Buses: Choosing Wisely
- October 28, 2025
MQTT and OPC UA as SCADA Data Buses: Choosing Wisely Both MQTT and OPC UA are critical to modern SCADA architectures — but they solve diffe...
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Historian to Data Lake: A Safe Migration Path
- October 28, 2025
Historian to Data Lake: A Safe Migration Path Many plants have 10–20 years of process data stored in on-prem historians. As analytics and A...
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