Operations | Monitoring | ITSM | DevOps | Cloud

When you're working with logs in software development, one key thing to understand is log levels. They help us organize log messages, making it easier to find and analyze the most important ones. In this guide, we'll walk through what log levels are, why they matter, and how to use them effectively. Let’s get started!

Since its launch in 2009, PagerDuty has been the go-to tool for organizations looking for a reliable paging and on-call management system. It’s been the operational backbone for anyone running an ‘always-on’ service, and it’s done the job well. Ask anyone about the product, and you’re all-but-guaranteed to hear the phrase “it’s incredibly reliable.” I agree. But reliability isn’t everything.

Machine learning (ML) has shifted from being a niche research field to a powerhouse behind many technologies we use daily. From personalized recommendations on streaming platforms to chatbots and image recognition, ML’s influence is everywhere. But what exactly is machine learning, and why should you invest time in learning about it? This blog will walk you through ML’s fundamentals, explain what you need to know, and outline a practical step-by-step plan to start your ML journey.

As the demand for large language models (LLMs) and AI-powered applications continues to grow, businesses are facing challenges in scaling compute capabilities and managing costs. GPUs have become the cornerstone of AI innovation, but their integration requires scalable and efficient solutions tailored to enterprise needs.

Open source is one of the most exciting, but often misunderstood, innovations of our modern world. I still remember the first time I installed linux on my laptop, saw the vast array of packages I could install on it, all the utilities and libraries that make it work, all the forum threads filled with advice and debugging and troubleshooting, and I thought: “Wait, all of this is free???” It’s free, you can use it, and it’s awesome.

In this third and final part of the series, I’ll provide some tips on how to set up your roadmap and effectively demonstrate compliance without overburdening your teams. If you’re just joining the fun now, in our two previous editions we covered who NIS2 applies to and what requirements it sets out. Be sure to have a look at them if you need any additional context.

Programming is an art and a science, and while we often focus on things like performance and integrations, there’s something else that deserves attention—aesthetics. Okay, maybe not just as crucial. But the way our tools look and feel can impact productivity and comfort. A well-chosen Visual Studio Code (VS Code) theme isn’t just about style—it enhances readability, reduces eye strain, and makes long coding sessions more enjoyable.

Infrastructure management is critical for companies building and scaling applications. Traditional managed services (MSPs) handle these tasks externally but often come with high costs, slow execution, and limited flexibility. For teams needing control, speed, and efficiency, DevOps automation platforms might offer a much better alternative.

In today’s complex IT landscape, network automation is no longer a luxury—it’s essential. This guide will help IT leaders understand the market for network automation tools, the key considerations for choosing a platform, and how these tools are redefining network management from day 0 to the far future. But first, let’s examine some quick network automation history to help us better understand what the future holds!