Most teams have a DevOps monitoring setup that tracks one thing well: deployment frequency. The line goes up, leadership feels good, and nobody asks whether the software is actually getting more reliable. That is the core problem with DevOps metrics in…
Platform engineering vs DevOps: what changed and which do you need?
In 2022, about 45% of large software engineering organizations had a platform team. By the end of 2026, Gartner predicts that number will hit 80% (Gartner: Strategic Trends in Platform Engineering 2025). That is a staggering adoption rate for something most…
Kubernetes cost optimization: how to find and fix wasted compute
Cloud infrastructure spending crossed $675 billion in 2025. About 27% of it was wasted. That percentage has held between 27% and 32% every single year since 2019. Nobody is getting better at this (Spendark: State of Cloud Waste 2026). Kubernetes was…



