Business Case
The Real Cost of Unplanned Downtime in Manufacturing: Beyond the Lost Hours
Most downtime cost calculations stop at lost production hours. The actual economic impact of unplanned downtime is three to five times higher than the direct labor and production loss.
Technical
Connecting Ignition SCADA to Operational Intelligence: A Technical Walkthrough
Inductive Automation Ignition is the most widely adopted SCADA platform in North American manufacturing. Here is how a read-only connection to an operational intelligence platform works.
Operations
The Alarm Flood Problem: Why More Alerts Make Operations Teams Less Safe
Industrial facilities with thousands of active alarms are not better protected than facilities with fewer. Alarm flood is one of the leading contributors to serious process incidents.
Technical Deep Dive
SCADA Historian vs. Time-Series Database: The Architecture Decision That Shapes Your Analytics
OSIsoft PI and AVEVA are the industrial historian standard. InfluxDB and TimescaleDB are the modern alternative. The decision is not as simple as replacing one with the other.
Best Practices
How to Measure MTBF and MTTR When Your CMMS Data Is Incomplete
Mean time between failures and mean time to repair are the core reliability metrics. Most plants calculate them wrong because their maintenance data has gaps. Here is how to fix that.
Market Analysis
Industry 4.0 in Practice: What Mid-Size Manufacturers Actually Implement
Industry 4.0 frameworks describe an ideal transformation. Most mid-size manufacturers implement a much narrower version. Here is what actually gets done and why.
Analysis
Predictive Maintenance Is Not AI: Why Statistical Baselines Beat ML for Most Plants
The industrial maintenance market is full of AI-powered predictive maintenance claims. Most plants do not need a machine learning model. Here is what actually works.
Technical
OPC-UA vs. Modbus: Which Protocol to Use for New Deployments
Modbus is still running in 70% of industrial facilities built before 2010. Here is why that is not automatically a problem, and when it actually is.
Security
How to Get OT Security Sign-Off on a New SCADA Integration
Read-only API access sounds safe. Your OT security team still has 12 questions. Here is how most of those conversations go, and what documents help move them forward.
Case Study
What 11 Days of Vibration Data Could Have Prevented
A bearing failure caused 38 hours of unplanned downtime. The sensor data was there the entire time. This is the story of how Relynk was built, and what that incident cost.