SensorVault 3.2: Sub-second alerting and multi-site dashboards
The latest platform release cuts alert delivery latency to under 900 milliseconds end-to-end and introduces a multi-site dashboard view for portfolio operations teams.
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Why 60% of Industrial IoT Deployments Stall After the Pilot Phase
The pilot worked. Twelve sensors on two machines, clean data, everyone impressed. Then six months later, nothing has shipped to production. Here's what actually goes wrong.
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Why fixed thresholds keep failing — and what predictive models actually need
Static alert thresholds made sense when sensors were expensive. With dense sensor networks, adaptive baselines per node are not just better — they're necessary to cut noise.
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The Protocol Fragmentation Problem: MQTT vs OPC UA vs Modbus
Three protocols, three different decades, three incompatible worldviews. Understanding why they can't just "talk to each other" is the first step to building a sensor network that works.
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How a Water Treatment Plant Connected 1,200 Sensors in 8 Weeks
Municipal water treatment operates on tight timelines and tighter budgets. A regional facility went from a two-sensor pilot to full-plant monitoring without a single service interruption.
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Edge Computing for Sensor Data: When Cloud Latency Isn't Acceptable
Cloud processing makes sense for dashboards and long-term analytics. It doesn't make sense for anything that needs to happen in under 100 milliseconds.
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SensorVault expands to oil and gas with ATEX Zone 1 certified hardware
After 18 months of field testing in hazardous area environments, SensorVault's edge gateway line is now ATEX Zone 1 and IECEx certified for use in explosive atmospheres.
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Battery Life vs Sampling Rate: The Tradeoff Every IoT Deployment Faces
Wireless sensor deployments live and die by this tradeoff. Sample too infrequently and you miss the fault. Sample too frequently and you're replacing batteries every three months.
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The Data Normalization Challenge When Sensors Speak Different Languages
Getting data out of sensors is solved. Getting that data into a consistent, queryable format across 400 devices from 30 manufacturers — that's where deployments actually spend most of their time.
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Predictive Alerting vs Threshold Alerting: A Field Comparison
Threshold alerting is what almost every facility starts with. Predictive alerting is what they move to after enough false alarms and missed faults.
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Cybersecurity for Industrial IoT: The OT/IT Convergence Problem
OT networks were designed for availability and determinism, not security. Connecting them to IT networks without a careful architecture is how you get bad outcomes.
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Why We Built for Brownfield Deployments, Not Greenfield
Most IoT vendors build for clean greenfield deployments. Most facilities aren't clean or new. Here's why SensorVault built for the facility that actually exists.
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What 2 Billion Sensor Readings Taught Us About Data Quality
Bad sensor data doesn't just give you wrong numbers — it trains your maintenance team to distrust the platform. Here's where quality breaks down and what to do about it.
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