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Here goes our latest bunch of interesting Kubernetes-related articles recently spotted online:

1. "How I Survived the Great Kubernetes Exodus: Migrating EKS Cluster from v1.26 to v1.33 on AWS" by Ukeme David Eseme.
So when it was time to migrate a clients 3-4 years old Amazon EKS cluster from v1.26 to v1.33, I knew it wouldn’t just be a version bump—it would be a battlefield. This cluster wasn't just any cluster—it was a complex ecosystem running critical healthcare applications with: 46 Custom Resource Definitions (CRDs) across multiple systems, 7 production domains with SSL certificates, Critical data in PostgreSQL databases, Zero downtime tolerance for production services, Complex networking with Istio service mesh, Monitoring stack with Prometheus and Grafana…


2. "Debugging the One-in-a-Million Failure: Migrating Pinterest’s Search Infrastructure to Kubernetes" by Samson Hu, Shashank Tavildar, Eric Kalkanger, and Hunter Gatewood (Pinterest).
While migrating Pinterest’s search infrastructure — which powers core experiences for millions of users monthly — to Kubernetes, we faced a challenge in the new environment: one in every million search requests took 100x longer than usual. This post chronicles our investigation, uncovering an elusive interaction between our memory-intensive search system and a seemingly innocent monitoring process. The journey involves profiling search systems, debugging performance issues, Linux kernel features, and memory management.


3. "How we tracked down a Go 1.24 memory regression across hundreds of pods" by Nayef Ghattas, Datadog.
Our story begins while the new version was being rolled out internally. Shortly after deploying it to one of our data-processing services, we noticed an unexpected memory usage increase. We observed the same pattern, a ~20% increase in memory usage, across multiple environments before pausing the rollout. To confirm our suspicions, we conducted a bisect in the staging environment, which pointed directly to the Go 1.24 upgrade as the culprit.


4. "Production-Grade Pain: Lessons From Scaling Kubernetes on EKS" by Aditya Chowdhry, Probo.
Using AWS’s managed Kubernetes offering (EKS) initially simplified our infrastructure management, but as our application grew in scale and complexity, we faced several unexpected challenges in Scaling (Cluster Autoscaler Wasn’t Enough), Networking (Ingress Wars: AWS ALB vs. NGINX), and Application Behavior (Pod Sizing Matters; Graceful Termination; HPA Tuning).


5. "Kubernetes Monitoring — A Complete Solution, Part 8: Logging with VictoriaLogs" by Ryan Jacobs.
Part 8 in a series of posts where we’ll stand up an entire monitoring stack on my home Talos Linux cluster. [..] VictoriaLogs, which is made by the same team as VictoriaMetrics, only stores its data in a local directory, which can be backed by whatever your CSI provides in Kubernetes, and even plays well with NFS just like VM does.


6. "K8sGPT for Kubernetes troubleshooting: How AI helps in different cases" by Evgeny Torin, Palark.
In this article, I will explain what K8sGPT is, how to install it and connect to AI, and which features it offers. I will also share some examples of the output you can expect from this tool and what diagnostics it can perform. Throughout the preparation of this overview, I tested different AI integrations available as well as a number of models (including a local one). All of my examples will be backed up by commands and detailed logs.


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