Operations | Monitoring | ITSM | DevOps | Cloud

Over the last 9 months, we’ve been building some of the most ambitious AI-native features in our product. Agents that can investigate incidents in real time. Systems that identify likely root causes. AI that writes exec-ready summaries without being prompted. Natural language interfaces that let engineers ask questions like “what changed before this broke?” and get useful answers. To do this, we had to fundamentally re-evaluate how we built AI products at incident.io.

Change Reports show how many objects are added, modified, and deleted at a glance by comparing the desired state of the objects to a target database. You can also drill into each object and see the exact changes in a side-by-side difference view.

From automating complex workflows to streamlining cross-functional operations, process orchestration plays a vital role in IT, enabling scalable, reliable, and responsive systems. But with so many related terms floating around—automation, BPM, ETL, SOAR—it’s easy to get lost in the jargon. What does ‘orchestrate process’ mean? Is it the same as automation? How does it compare to Business Process Management?

The way software is written is changing fast. In the past few years, AI coding assistants and large language models (LLMs) have gone from novelty to necessity for many developers. Tools like Cursor, ChatGPT, and custom in-house models are helping teams generate boilerplate, scaffold features, and even build entire apps within minutes. It’s exciting. But it also raises the stakes. When code is written faster, it’s deployed faster.

This guide covers container port configurations in Kubernetes, explaining key concepts and practical setups. If you're setting up ports for the first time or troubleshooting connectivity issues, you'll find clear explanations and useful examples to help you navigate container networking effectively.

Docker containers continuously generate logs during operation, and without proper management, these logs can consume significant disk space, impact system performance, and create operational issues. Logrotate offers an effective solution for managing these logs in containerized environments. This guide covers the implementation of logrotate in Docker containers – from initial setup through advanced configurations that ensure stable, maintainable container deployments.

Looking for AWS EC2 alternatives? While EC2 is a popular choice for cloud computing, many DevOps teams are exploring options that better suit their needs, budget, or technical requirements. This guide breaks down the top alternatives, focusing on what matters most—features, performance, pricing, and real-world use cases. We’ll cover the technical details, performance benchmarks, and key considerations to help you make the right choice.