Learn Kubernetes Weekly issue 201 · 16 Sept 2026

Finding Race Conditions Like a Detective, Source Hydrated Infrastructure, From Kubernetes Dashboard to Headlamp, When is a cluster really full?

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Articles

  1. Finding a Race Condition in Kuberenetes — Like a Detective

    medium.com

    This case study walks through a production debugging session where orphaned Kubernetes pods kept blocking new deployments due to a race condition between the job controller, garbage collector, and an undocumented default propagation policy behavior.

  2. Source Hydrated Infrastructure Models (SHIM)

    medium.com

    This case study shows how to use Source Hydrated Infrastructure Models (SHIM), a GitOps pattern that commits fully rendered infrastructure manifests to Git for explicit auditing and reconciliation.

  3. From Kubernetes Dashboard to Headlamp: Understanding the Transition

    kubernetes.io

    This article explains what changes when you move from the archived Kubernetes Dashboard to Headlamp, mapping each familiar workflow onto the new UI.

  4. Kubernetes v1.36: Pod-Level Resource Managers

    kubernetes.io

    This article explains how Kubernetes 1.36 lets the kubelet assign CPU and memory at the pod level, so the main container keeps exclusive NUMA-aligned cores while sidecars share the rest.

  5. When is a cluster really full? Unlocking hidden capacity with the k8s-overcommit Operator

    medium.com

    This case study shows how Inditex reclaims idle node capacity with an open-source overcommit operator that rewrites pod requests through a mutating webhook, based on priority class.

  6. How We Built a Searchable Chat Archive With OpenSearch, Spring Boot, and Kubernetes

    medium.com

    This case study shows how a team turned an old chat export into a searchable archive with OpenSearch, a Spring Boot app and a Kubernetes deployment behind HTTPS.

Articles worth checking out:

Moving to Kubernetes? Prepare your team for the move

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LearnKube’s private training prepares your team for that change, with a course tailored to your platform, workloads, and existing knowledge.

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Moving to Kubernetes? Prepare your team for the move

Tutorials

  1. Linkerd multicluster: federation, mirroring on GKE

    linkerd.io

    This tutorial shows how to link three GKE clusters with Linkerd multicluster, mixing federation and mirroring so a service keeps answering even when a whole cluster disappears.

  2. Kubernetes + GitOps from Scratch: A Hands-On Guide with ArgoCD, HPA, and Karpenter

    medium.com

    This tutorial walks you through a full GitOps setup on minikube, where Argo CD deploys a Go service straight from Git and an HPA scales the pods under load.

Building Platforms for AI Agents

Non-deterministic agents pose specific challenges for platform teams in observability, state management, governance, and trust.

Mauricio (Salaboy) Salatino explains why agentic applications behave like distributed multi-agent systems. His test assigned agents to take an order, cook the pizza, deliver it, and charge the customer. One order crossed 15 containers and produced 200 traces.

In this interview:

  • Why agent frameworks can recreate monolith scaling and resource contention
  • How OpenTelemetry data can measure agent behavior and trust over time
  • Why narrowly scoped agents are safer than agents that follow long sequences
  • How the platform can become the learning layer that feeds better context back to LLMs
Building Platforms for AI Agents

Kubernetes jobs

    • Machine Learning Engineer with Roku

    • Salary: US$112.5K to US$209K a year

    • Location: based in the office (and remote from home) in Cambridge, GB

    • Tech stack: Kubernetes, Kubernetes, AWS, GCP, metrics, logs, observability, tracing, Trino, Kafka

    • Platform Engineer with Roku

    • Salary: $18.23K to $2.64L a year

    • Location: based in the office (and remote from home) in Bengaluru, IN

    • Tech stack: Kubernetes, Kubernetes, EKS, AKS, AWS, GKE, Docker, Telemetry, Loki, observability

    • Site Reliability Engineer with Roblox

    • Salary: $243.29K to $295.25K a year

    • Location: based in the office in San Mateo, CA, USA

    • Tech stack: Kubernetes, Kubernetes, Nomad, Consul, Vault, alerting, monitoring, secrets management, C#, Go

    • Platform Engineer with Roblox

    • Salary: $196.75K to $243.29K a year

    • Location: based in the office in San Mateo, CA, USA

    • Tech stack: Kubernetes, On-Prem, Kubernetes, Cloud, alerting, monitoring, logging, tracing, ingress gateways, Envoy

    • DevSecOps Engineer with Iru

    • Salary: $400 a day

    • Location: remote from

    • Tech stack: Kubernetes, Kubernetes, AWS, Azure, GCP, GitHub, CI/CD, GitHub Actions, OAuth, Snyk

Discover more Kubernetes jobs on Kube Careers →

Code & tools

  1. NetObserv Operator

    github.com/netobserv

    NetObserv deploys an eBPF agent on every node to capture network flows, enrich them with Kubernetes metadata, and export to Loki, Prometheus, Kafka, or IPFIX — with a web console showing topology, raw flows, and traffic metrics.

  2. kpf: a terminal UI for kubectl port-forward

    github.com/jessegoodier

    kpf is a terminal UI around kubectl port-forward that lets you pick a service from a list and reconnects automatically when a pod restarts or your laptop wakes up.

  3. kubectl tree: see which Kubernetes objects own which

    github.com/ahmetb

    kubectl tree is a kubectl plugin that follows ownerReferences and prints the whole object tree under a Deployment or custom resource, so you can see what created what.

  4. tfplanctx: compress Terraform plans for AI agents

    github.com/pibblokto

    tfplanctx turns a Terraform plan into a short, grep-friendly summary so coding agents can review what will change without burning context on raw plan output.

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Upcoming Kubernetes events

  1. Sept

    21

    Advanced Kubernetes course

    In-person workshop organized by LearnKube.

    • Location: London, UK

    • This event requires an entrance fee

  2. Sept

    19

    Kubernetes Community Days Gujarat 2026

    In-person conference organized by KCD Gujarat.

    • Location: Ahmedabad, IN

    • This event requires an entrance fee

  3. Sept

    23

    Kubernetes v1.37

    Online webinar organized by CNCF Online Programs.

    • This is a virtual event

    • This is a free event.

  4. Sept

    17

    AI Agents in Production with Kubernetes

    In-person meetup organized by DevOps Society.

    • Location: Liverpool, GB

    • This is a free event.

  5. Sept

    23

    Your Kubernetes Nodes Are Snowflakes: Making The Host OS Reproducible

    In-person meetup organized by SysOps/DevOps Polska Wrocław.

    • Location: Wrocław, PL

    • This is a free event.

Discover more Kubernetes events on Kube Events →

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Kubernetes call for papers

  1. 25

    days

    KubeCon + CloudNativeCon Europe 2027

    The Call For Paper is open until 12 October 2026 at UTC. More info →
    • Location: Barcelona, ES

    • In-person conference organized by CNCF.

    • The conference starts on the 18 March 2027.

    • Apply here
  2. 32

    days

    Cloud Native Days LA

    The Call For Paper is open until 19 October 2026 at UTC. More info →
    • Location: Los Angeles, CA, USA

    • In-person conference organized by SCaLE.

    • The conference starts on the 1 April 2027.

    • Apply here
  3. 13

    days

    UbuCon India 2026

    The Call For Paper is open until 30 September 2026 at UTC. More info →
    • Location: Bengaluru, IN

    • In-person conference organized by Canonical.

    • The conference starts on the 15 November 2026.

    • Apply here
  4. 67

    days

    Big Data Europe

    The Call For Paper is open until 23 November 2026 at UTC. More info →
    • Location: Vilnius, LT

    • In-person conference organized by DATA MINER.

    • The conference starts on the 27 November 2026.

    • Apply here
  5. 4

    days

    Confoo 2027

    The Call For Paper is open until 21 September 2026 at UTC. More info →
    • Location: Montreal, CA

    • In-person conference organized by ConFoo.

    • The conference starts on the 26 February 2027.

    • Apply here
  6. 1

    days

    AI DevWorld 2027

    The Call For Paper is open until 18 September 2026 at UTC. More info →
    • Location: Santa Clara, CA, USA

    • In-person conference organized by DevNetwork.

    • The conference starts on the 11 February 2027.

    • Apply here
  7. 32

    days

    Cloud Native AI + Inference Day Europe

    The Call For Paper is open until 19 October 2026 at UTC. More info →
    • Location: Barcelona, ES

    • In-person conference organized by CNCF.

    • The conference starts on the 15 March 2027.

    • Apply here
  8. 45

    days

    Devopsdays Los Angeles

    The Call For Paper is open until 1 November 2026 at UTC. More info →
    • Location: Los Angeles, CA, USA

    • In-person conference organized by DevopsDays.

    • The conference starts on the 2 April 2027.

    • Apply here
  9. 28

    days

    Global Summit on Data Science and Cloud Computing

    The Call For Paper is open until 15 October 2026 at UTC. More info →
    • Location: Rome, IT

    • In-person conference organized by Noveltics Group.

    • The conference starts on the 20 October 2026.

    • Apply here

Until next time!

— Dan

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