Operations | Monitoring | ITSM | DevOps | Cloud

We’re excited to announce step metrics – a new capability coming to Bitbucket Pipelines to help you better manage and optimise your CI/CD workflows. Ever wondered what’s happening under the hood during your pipeline runs? Step metrics provide a window into the resource usage of your build and service containers. More specifically, step metrics let you monitor CPU and memory usage for each build and service container in your pipeline steps.

When a payment service runs across 12 pods — each serving different customer segments — and an authentication layer spans three namespaces, performance issues can originate in both the application code and the orchestration layer. The challenge is linking request-level performance data with what’s happening inside the cluster: container CPU limits, pod scheduling decisions, and node-level events.

If you’re struggling to contain cloud costs in this suddenly volatile AI-fixated environment, it might be time to consider FinOps as an exercise in granular allocation and unit economics, with a focus on outcome.

The Linux Foundation’s latest report, Open source as Europe’s strategic advantage: trends, barriers, and priorities for the European open source community amid regulatory and geopolitical shifts, provides key insights into how European enterprises are using open source software (OSS), as well as the barriers towards further development of open source in the continent.

Open source software is everywhere. Research shows that around 97% of codebases contain open source software, and it’s clear to see why. It’s always magical to realize that there are thousands of free-to-use, ready-built programs and code repositories that solve problems you’d otherwise need to spend weeks building the solutions for from scratch. However, like with all software, you still need to ensure that your software supply chain is secure and safe to consume.

Kubernetes, also known as K8s, is an open-source, portable, and scalable container orchestration platform. With K8s, you can reliably manage distributed systems for your applications, enabling declarative configuration and automatic deployment. Yet, K8s can be resource-intensive and costly, with a rather steep learning curve. But in 2019, a lighter, faster, and potentially more cost-effective alternative appeared: K3s. Still, K3s is not a magic wand that works for all Kubernetes deployments.

Learn how to achieve and maintain HIPAA compliance on AWS with this comprehensive guide. Understand the shared responsibility model, essential architectural principles, and a practical checklist to protect PHI and avoid costly compliance violations. Discover how automation can reduce human error and streamline your security posture.