Author: Jerry Huang

Modern CNC environments generate large amounts of operational data across machine controllers, vibration sensors, condition monitoring systems, and production management platforms. As manufacturing systems become more connected, machine data is increasingly used to support maintenance planning, production visibility, quality monitoring, and operational optimization. However, continuously transmitting every data stream directly to centralized systems is not…

Modern smart city infrastructure is becoming increasingly distributed. Traffic intersections, roadside cabinets, surveillance systems, environmental sensors, parking infrastructure, and utility assets now generate large volumes of operational data across thousands of urban endpoints. For city operators and system integrators, the challenge is no longer simply how to connect devices. The larger question is how to…

In industrial IoT environments, the discussion around Edge AI is gradually shifting from “what AI can do” to “what infrastructure is required to make local processing practical and maintainable”. For many industrial operators, especially those managing distributed assets across remote or bandwidth-constrained environments, continuously transmitting raw operational data to centralized cloud platforms is becoming increasingly…

The edge router vs. firewall debate is often a misunderstanding of roles. In modern Industrial IoT (IIoT), the boundary has vanished: a firewall is a security function that an industrial edge router must integrate by design. This guide simplifies your network architecture by deconstructing why a single, hardened device is often superior to redundant IT…

The Edge Control vs. PLC debate is often a false dichotomy. In the era of Industry 4.0, the goal is not to replace reliable hardware but to architect a Software-Defined Edge. This guide deconstructs how to leverage your existing PLC infrastructure as the “deterministic muscle” while integrating industrial edge gateways as the “intelligent brain,” creating…

The choice of IoT gateway backhaul—the mission-critical link from an industrial IoT edge gateway to the internet—is the primary driver of system uptime and Total Cost of Ownership (TCO). Whether deploying in a remote oil field or a smart factory, your connectivity strategy dictates whether your data is uninterruptible or prone to a single point…

In the Industrial IoT landscape, the standard LTE vs. 5G debate transcends simple speed tests. For mission-critical deployments, success isn’t measured in gigabits per second, but in battery longevity (10+ years), module economics, and link budget depth. This guide moves beyond the marketing hype to deconstruct the cellular backbone of modern smart devices. We break…

Designing a high-performance LoRaWAN sensor network is only half the battle. The true test of an industrial deployment lies in the backhaul—the critical link between your gateway and the cloud. In remote fields or complex factory environments, tethering your mission-critical data to local Wi-Fi or a single Ethernet cable is often a blueprint for project…

Bridging the gap between a brilliant AWS cloud architecture and a harsh industrial floor is often the most underestimated challenge in IIoT. Moving beyond the AWS Partner Device Catalog requires a deep understanding of how hardware constraints—such as compute density, OS openness, and fleet manageability—directly impact your project’s scalability and long-term Total Cost of Ownership…

Why do Raspberry Pi deployments often fail the moment they leave the lab? The challenge isn’t the code—it’s the unpredictable nature of remote networks, private IPs, and firewall barriers. This guide moves beyond fragile software workarounds to provide a professional-grade connectivity architecture for your edge devices. What you will master in this guide: Stop troubleshooting…