Blog

Automated testing is now a standard part of how we build modern software. Most teams depend on unit tests and API tests and UI automation to check functionality and reduce the risk of bugs reaching end users. When this automation works well, it builds confidence and allows teams to release their work faster. However, many teams find that automation brings its own set of unique challenges. One of the most common and annoying problems is the presence of flaky tests, where tests fail unpredictably and fail randomly across different test runs.

In today’s world of complex cloud ecosystems, IoT solutions, and industrial-scale applications, software quality cannot be an afterthought. It must be the foundation of the entire organization. A “Quality First” culture means making quality-driven decisions from the very beginning of a project, with software testing, automation, and continuous improvement running in parallel with software development. While this may […]

In today’s fast-moving tech world, engineering managers and innovation leaders face constant pressure to explore and adopt new technologies. Each new tool or platform promises improved performance, lower costs, or a competitive advantage — but every decision also comes with real financial and operational risks. Time, budget, and reputation are all on the line.  The challenge is not whether to […]

TPG Capital has acquired PTC’s entire IIoT portfolio including ThingWorx and Kepware. Raising understandable questions for manufacturers relying on these platforms. Here’s a quick, clear explanation of what happened and what this change truly means for your operations

High energy costs, complex tariffs and tighter regulations are reshaping UK manufacturing. This guide explains how Energy Management Systems help manufacturers reduce energy costs, manage compliance and improve long-term energy performance.

This article explains why remote-access scams bypass traditional controls, how client-side browser detection can help, which detection signals are practical and privacy-aware, and how to design proportionate interventions that protect users without damaging trust or conversion. 

Energy costs are no longer a fixed overhead in manufacturing. This guide explains what an Energy Management System is, how it works in a manufacturing environment, and why real-time energy data is becoming critical for cost control, operational efficiency, and compliance.

Unified Namespace with MQTT provides a scalable, event-driven foundation for industrial OT/IT data integration.
This article explains proven MQTT patterns, topic design, state management, and common pitfalls when building a production-ready UNS.

What is Unified Name Spac and why is it quickly becoming the “central nervous system” of modern manufacturing?

If your IT and OT worlds are still tied together with brittle point-to-point integrations, siloed data, and reports that are always a step behind, it’s time for a different approach. In this practical guide, we explain What is Unified Name Space, how it differs from the Purdue model, and how to design a scalable, real-time data layer using a consistent hierarchy, naming conventions, and governance. You’ll also learn the core implementation steps with MQTT/Sparkplug B or OPC UA—so every system can publish and subscribe to the same contextual, live source of truth.

The aerospace and defense industry faces increasing pressure for innovation, regulatory compliance, and operational efficiency. Product Lifecycle Management (PLM) platforms such as PTC Windchill have become the backbone for managing complex engineering data, streamlining product development cycles, and ensuring traceability for defense organizations and aerospace manufacturers. This whitepaper explores how data management, configuration management, and […]

Industrial data is growing faster than most manufacturers can process — yet much of its potential remains locked inside disconnected systems, legacy integrations, and outdated architectures. As a result, critical insights arrive too late, operational decisions lose accuracy, and digital initiatives struggle to scale. This article explains why traditional data management can no longer support modern industrial needs and how a Unified Namespace approach helps eliminate silos, unify data flows, and create the real-time foundation required for Industry 4.0, advanced analytics, OEE optimization, and energy efficiency.

Choosing the right OEE (Overall Equipment Efficiency) system is crucial for optimizing production performance. In this article, we highlight the key factors to consider when selecting an OEE system to effectively monitor machine efficiency, minimize downtime, and improve production quality. Learn how to choose a system that supports your factory’s growth and delivers real, measurable benefits.