Operations | Monitoring | ITSM | DevOps | Cloud

If an agent only performs on a curated notebook, it is not production-ready. Real customers expect reliability across dozens of apps, strict compliance, and predictable costs. That is the daily reality for IT middle management. Recent research shows the gap between benchmark wins and real tasks.

Let’s break down why this matters, and how it can change the way you approach building and running applications. You want database power without getting bogged down in tooling and config. Most of your week should be building features, not hunting for connection strings or maintaining bespoke infra scripts. Developers tell us they just want to code and solve application problems, with minimal platform friction.

The backbone of modern software development is automation and at the heart of that lies the CI/CD pipeline. It’s what turns code into deployable software, delivering changes to users faster, safer, and more predictably. In simple terms, a CI/CD pipeline automates everything from the moment developers push code to when it reaches production. It integrates, tests, builds, and deploys software continuously ensuring faster releases with fewer human errors.

This blog is based on a presentation by Guillaume, Field Chief Technology Officer at Upsun, and Robert from Ilwiin Technology during the AI Action Summit. The original French presentation has been translated and edited for clarity and accuracy. The AI field is advancing significantly, presenting organizations with the question: Should they choose open-source or commercial AI models? This choice impacts everything from costs and data privacy to long-term business strategy.

Last week, someone commented on my post about 47-day certificates: This perfectly captures our collective delusion that SSL certificate revocation works. You click a button, the certificate stops working. And why wouldn’t we believe that? Every CA has a big “Revoke Certificate” button right there in the dashboard. It must do something, right? Here’s the dirty truth: most revoked certificates keep working.

As bandwidth demands surge and applications move ever closer to the user, the crucial last mile link between networks and end users has become an obstacle for performance, reliability and flexibility.

Densify has announced Kubex AI, a major leap forward in how organizations optimize complex Kubernetes and AI environments. This new solution combines verticalized AI for resource optimization with a conversational interface, empowering anyone—regardless of technical background—to access expert-level analytics and automation through simple, natural-language interactions.

For every CFO who’s ever asked, “Can we reduce engineering costs by 15%?” there’s a CTO quietly thinking, “But at what cost?” That tug-of-war plays out inside most SaaS companies. Finance wants to tighten budgets to protect margins, while engineering and product teams push for the resources to build, test, and innovate faster. The truth is, the teams that spend most efficiently — not necessarily the least — drive the highest returns.

The continuous shift toward containerization means businesses are migrating more complex, mission-critical workloads to Kubernetes. This trend necessitates traffic management solutions that support diverse protocols (such as TCP, UDP, HTTP, and gRPC) and sophisticated organizational architectures, while delivering exceptional performance and efficiency.

Looking to visualize your Elasticsearch data with Grafana? This tutorial walks you through setting up Grafana and Elasticsearch using Docker, connecting data sources, and building insightful dashboards for log and metric monitoring.