The IIoT Podcast - Powered by AI

In this episode, we explore why a Unified Namespace (UNS) is often described as the architectural backbone of modern IIoT systems. Instead of focusing on tools or vendors, the discussion looks at structure — how data is organized, shared, and understood across teams and systems. We talk about why UNS helps reduce duplication, simplify integrations, and create a single source of truth that both IT...

In this episode, we follow manufacturing data on its full journey — from sensors and PLCs on the shop floor all the way to cloud dashboards and analytics. It sounds simple, but the path is anything but. We walk through what actually happens in between: gateways, protocols, buffering, context, and the many places where things can slow down or break. The conversation focuses on real-world flows, not...

In this episode, we take an honest look at the less visible costs of going cloud-native with IIoT — the ones that rarely show up in vendor presentations. Beyond compute and storage, there are data transfer fees, operational overhead, integration effort, and the long-term cost of moving data in and out of platforms. We talk about how these costs quietly add up over time, especially at scale, and wh...

In this episode, we look ahead to the IIoT use cases that are gaining real traction as we move into 2026. This isn’t a wish list or a collection of shiny ideas. It’s a grounded look at where teams are actually investing time and effort — from maintenance and quality to energy, logistics, and operator support. We talk about why these use cases matter now, what’s making them easier to deploy than be...

In this episode, we clear up a common source of confusion in industrial projects: the difference between an IIoT gateway, an edge computer, and an industrial router. These terms are often used interchangeably, but they play very different roles once you’re on the shop floor. We walk through what each device is actually designed to do, where it fits in an architecture, and why choosing the wrong on...

In this episode, we take a practical look at IIoT gateway devices that are worth watching as we move into 2026. This isn’t a ranking and it’s not about specs on a datasheet. It’s about how these devices behave in real industrial environments — connecting legacy machines, handling multiple protocols, surviving harsh conditions, and quietly doing their job every day. We talk about why gateways still...

In this episode, we go back to a sugar mill in Brazil, at a time when IIoT wasn’t a term anyone used yet — but many of the same challenges already existed. It’s a reflection on early attempts to connect equipment, collect production data, and give operators better visibility into what was happening on the floor. The tools were basic, the networks were fragile, and most solutions were built with a...

In this episode, we look at IT and OT integration through the lens of the pulp and paper industry. It’s a setting where uptime is critical, processes run continuously, and small changes can have big consequences. The conversation reflects on real lessons learned while trying to connect enterprise systems with shop-floor operations — where expectations often clash and assumptions get tested quickly...

In this episode, we step back to a time before IIoT became a buzzword and look at how connectivity was handled in beverage manufacturing back then. The systems were simpler on paper, but the challenges were very real: connecting fast-moving lines, dealing with inconsistent data, and keeping production running without disruption. We talk about how teams solved problems with the tools they had, why...

In this episode, we look back at large-scale electronics manufacturing before IIoT became a common term. It’s a reflection on a global rollout where teams were already solving many of the same problems we talk about today — connecting machines, aligning plants, handling inconsistent data, and supporting people on the shop floor with better visibility. The tools were different, and the language was...

In this episode, we revisit real lessons from a titanium dioxide manufacturing plant to understand what shop-floor connectivity looks like in practice. Long before today’s IIoT platforms, teams were already dealing with familiar challenges: connecting diverse systems, making sense of time-series data, and turning raw signals into information people could actually use. We talk about what worked, wh...

In this episode, we look at what SAP MII’s end of life really means for the people who built their careers around it. Beyond the technical transition, there’s a very human question underneath: what skills still matter, and where do you go next? We talk about how experience with manufacturing systems, data flows, and shop-floor realities still carries real value — even as platforms change. The conv...

In this episode, we take a step back and ask a simple question: is Industry 5.0 really a revolution, or just a natural evolution of Industry 4.0? We look at what’s genuinely changing and what’s mostly a shift in language. The discussion covers how people, sustainability, and resilience are getting more attention, and why that focus didn’t actually disappear during Industry 4.0 — it was just often...

In this episode, we talk about one of the hardest parts of any IIoT initiative: getting IT, OT, and Quality to truly work together. On paper, everyone wants the same outcome. In practice, priorities, language, and risk tolerance often clash. This conversation looks at why alignment is so difficult in manufacturing environments, how misunderstandings usually start, and what actually helps teams mov...

In this episode, we take a clear-eyed look at what 5G really means for industrial IoT — beyond the headlines and bold promises. We talk about where 5G actually helps, like mobile assets, private networks, and hard-to-wire environments, and where it still falls short on the shop floor. The discussion covers latency, reliability, cost, and why wired networks are not going away anytime soon. It’s an...

In this episode, we look at where IIoT applications are really heading as industry and innovation start to overlap more clearly. It’s not about shiny dashboards or more sensors everywhere. It’s about how applications are changing when IT, OT, and business finally begin to work together. We talk about why context matters more than volume, why flexibility is replacing rigid systems, and how real val...

In this episode, we look at a simple but often overlooked idea: AI in manufacturing only works when the data has real context. It’s not enough to stream numbers from machines. Without knowing what the data represents, where it comes from, or what was happening at the time, AI quickly falls apart. We talk about why edge data contextualization makes such a difference, how it helps models make better...

In this episode, we take a grounded look at ten data platforms that are likely to shape industrial and manufacturing projects in 2026. This isn’t a ranking or a prediction game. It’s a practical conversation about how these platforms are being used, what problems they solve well, and where teams still struggle. We talk about scalability, integration with IIoT systems, handling time-series data, an...

In this episode, we look at what “closing the loop” really means when Agentic AI meets Industrial IoT. Instead of systems that only monitor and report, the focus is on setups that can observe, decide, and act — often without waiting for human intervention. We explore how self-correcting manufacturing starts with reliable IIoT data, clear context, and well-defined boundaries for automation. The dis...

In this episode, we take a practical look at ten OPC UA servers that are worth paying attention to as we move into 2026. This is not a ranking and not a vendor pitch. It’s a grounded discussion based on how these servers behave in real industrial environments — from legacy machines to modern IIoT platforms. We talk about reliability, protocol coverage, ease of maintenance, and how well these serve...

In this episode, we take a clear and practical look at ten MQTT brokers that are worth watching as we head into 2026. This isn’t about picking winners or declaring a “best” broker. Instead, we focus on how different brokers fit different industrial needs — from simple edge setups to large, distributed architectures. We talk about scalability, reliability, operational effort, and the trade-offs tea...

In this episode, we take a practical look at ten IIoT platforms that are likely to shape industrial projects in 2026. This is not a ranking and not a sales pitch. It’s a calm walk through what makes certain platforms stand out based on real use cases, adoption patterns, and lessons from the field. We talk about why some platforms scale better than others, where complexity still hides, and how diff...

In this episode, we explore why event-driven architecture is becoming essential for Industry 4.0. Instead of moving data through rigid layers and scheduled transfers, modern factories need information to flow the moment something happens. We break down what “events” really are, how they help systems react faster, and why this model fits the messy reality of shop-floor operations better than tradit...

In this episode, we explore the growing skills gap in Industrial IoT and what engineers actually need to learn to stay relevant. Instead of dramatic claims, we focus on the practical skills that matter today: understanding data basics, working with modern connectivity tools, collaborating with IT teams, and knowing how to solve real problems on the shop floor. We also talk about why the gap feels...

In this episode, we take a thoughtful look at what SAP MII’s end-of-life really means for companies that have relied on it for years. Instead of panic or hype, we walk through the practical questions: how to keep plants running smoothly, what a realistic modernization path looks like, and which tools can take over the key roles MII used to play. We also touch on why this moment can be an opportuni...