Learn Kubernetes Weekly issue 167 · 21 Jan 2026

KEDA Scaling Failures, DevOps to DevSecOps, Pod IP Allocation in EKS, GPU Starvation with MIG, F5 NGINX Migration

This issue is brought to you by LearnKube — master Kubernetes with hands-on training designed for engineers who want to learn the smart way.

Articles

  1. Kubernetes & KEDA: Avoiding System Failures from Imbalanced Scaling

    tinkerd.medium.com

    This article explains how to prevent system failures caused by imbalanced scaling in Kubernetes using KEDA with proper trigger configurations and scaling strategies.

  2. Why DevOps should Sec: making a case for DevOps Engineers to transition to DevSecOps

    kube.today

    This article explains why DevOps engineers should consider transitioning to DevSecOps by comparing salary data, remote work options, and job availability between the two roles.

    It shows that DevSecOps positions pay 18-20% more on average and most don't require full-time office presence.

    sponsored

  3. Optimizing Pod IP Allocation in AWS EKS with Amazon VPC CNI Prefix Delegation

    medium.com

    This tutorial teaches how to optimize pod IP allocation in AWS EKS using VPC CNI prefix delegation to increase pod density per node and reduce IP address exhaustion in VPCs.

  4. GPU Starvation in Kubernetes: How Dynamic MIG Partitioning Saved Our GPU Budget

    medium.com

    This case study explains how the authors used dynamic MIG partitioning to split large GPUs like NVIDIA A100/H100 into multiple isolated slices, letting many small jobs share GPU efficiently.

  5. Migrating from F5 NGINX ingress controller to the F5 NGINX gateway fabric – NGINX community blog

    blog.nginx.org

    This article explains why and how to move from the classic NGINX Ingress Controller (NIC) to NGINX Gateway Fabric (NGF).

  6. How We Manage an 80M User Infrastructure with a 5-Person Team

    medium.com

    This case study shows how a tiny infra team uses Kubernetes CRDs, GitOps, and massive YAML/templating to automate provisioning, CI/CD, VM scaling and more to operate a global infrastructure for 80M users with minimal manpower.

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Tutorials

  1. Cloud-Native RAG: embeddings + vectors, fully self-hosted

    medium.com

    This tutorial teaches how to build a fully self-hosted RAG system with embeddings and vector search on Kubernetes using open-source tools like Weaviate and local LLMs.

  2. Build your own Managed Kubernetes Service on Proxmox with CAPI

    akyriako.medium.com

    This tutorial teaches how to build a managed Kubernetes service on Proxmox using Cluster API (CAPI) for automated cluster provisioning and lifecycle management.

Kubernetes jobs

    • Platform Engineer with AMERICAN SYSTEMS

    • Salary: $155.7K to $260K a year

    • Location: remote from the United States of America

    • Tech stack: Kubernetes, Ansible, Shell, Python, Gitlab, Helm, Rancher

    • Systems Performance Engineer with Datadog

    • Salary: $187K to $240K a year

    • Location: based in the office (and remote from home) in Boston, MA / New York, NY, USA

    • Tech stack: Kubernetes, Datadog, containerd, AWS, Go, Javascript, Rust, C

    • Platform Engineer with Peraton

    • Salary: $112K to $179K a year

    • Location: based in the office in Washington, D.C, USA

    • Tech stack: Kubernetes, Grafana, AWS, Terraform, Shell, Python, Prometheus, Helm, ArgoCD

    • DevSecOps Engineer with Corelight

    • Salary: $221K to $268K a year

    • Location: remote from North America

    • Tech stack: Kubernetes, Go, Splunk

    • DevOps Engineer with Corelight

    • Salary: $158K to $198K a year

    • Location: remote from North America

    • Tech stack: Kubernetes, Grafana, AWS, Azure, GCP, Docker, Terraform, Pulumi, Ansible, Puppet

Discover more Kubernetes jobs on Kube Careers →

Code & tools

  1. Prom Analytics Proxy: Query Cost Tracking for Prometheus

    github.com/nicolastakashi

    This tool acts as a proxy for Prometheus that tracks query costs and provides analytics on expensive queries to help optimize observability resource usage.

  2. Yoke: WASM IaC deployer

    github.com/yokecd

    Yoke is an IaC tool inspired by Helm that leverages WebAssembly and Go to dynamically deploy Kubernetes packages with executable runtime capabilities.

    It supports revision tracking, rollback, and inspection.

  3. Tofu Controller: Terraform controller

    github.com/flux-iac

    Tofu Controller is a controller for Flux to reconcile OpenTofu and Terraform resources in the GitOps way.

    It allows you to GitOps-ify infrastructure and application resources in the Kubernetes and IAC universe at your own pace.

  4. Smesh: Lightweight Kubernetes-Integrated Sidecar Mesh Without Proxies

    github.com/thebsdbox

    smesh is a proof-of-concept service mesh for Kubernetes that utilizes eBPF to intercept and redirect pod traffic to a sidecar proxy.

  5. OCI Registry As Storage (ORAS)

    oras.land

    ORAS is a CLI and Go library that packages any file—binaries, Helm charts, SBOMs—into the OCI image format, allowing you to upload or download these artifacts from any container registry using the same workflow as Docker images.

Other interesting projects:

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Until next time!

— Gulcan

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