The lazy developer’s guide to observing your own code
It’s no secret that developers are increasingly being asked to shift left. It seems there’s always something new to shift left on. And now developers are being asked to shift left on observability. This means that…
Automating root cause analysis at scale: Multi-signal correlation for cloud native incident response
The problem: Humans shouldn’t be correlation engines At Atlassian’s scale, hundreds of interconnected microservices distributed across multiple regions mean a production incident generates an overwhelming volume of telemetry. The problem is that finding the causal factor…
German ciphers, telegrams, and cloud native data sovereignty
A lesson from 1917 In January 1917, Germany sent a secret telegram. It went to Mexico. The offer: join the war against the United States, and you can have Texas, Arizona and New Mexico back. The…
Cloud Native platform sovereignty through multi-plane architecture
When people talk about cloud sovereignty, the conversation often starts with regions: where a workload runs and where its data is stored. But choosing a region is only part of the story. The architecture of the…
A practical guide to solving when zero+zero=two in mesh observability
A Service Mesh like Istio, together with Kiali gives you a lot on day one. You install the mesh, point Prometheus at it, and suddenly you have request rate, latency, error rate, and a fairly good…
Learning Cloud-Native Engineering Beyond Tutorials Through LFX
I joined the LFX mentorship expecting to spend three months writing documentation. A few weeks later, I was deploying OpenTelemetry Collectors across AWS EC2 instances, debugging networking problems between machines, and trying to understand why a…
Flagship event returns November 9–12 with sessions on production AI, platform engineering and cloud native security Key Highlights SAN FRANCISCO, Aug. 7, 2026 – The Cloud Native Computing Foundation® (CNCF®), which builds sustainable ecosystems for cloud…
Shadow AI in CI/CD: Threat-modeling the path from developer laptop to Kubernetes
Artificial intelligence is becoming part of daily software delivery, often before it becomes part of the security architecture. That gap has a name: Shadow AI. It is any AI tool, model, agent, extension, or integration used…
Kubeflow SDK evolution- One million downloads and counting
The unified kubeflow-sdk has officially crossed 1 million downloads on PyPI! This milestone reflects the rapid adoption of this streamlined interface. In this post, we celebrate this community milestone and highlight the core concepts driving the…