Spotlight

I built a custom load balancer in Go. The hardest part wasn’t the code.

sathwick

This article shows how a probe-driven Go load balancer was tested against Kubernetes workloads and why benchmark discipline mattered more than the algorithm.

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Tools and utilities

  • Radar: Kubernetes visibility

    Radar provides Kubernetes cluster visibility through topology graphs, event timelines, and service traffic visualization running as a single binary that connects directly to the Kubernetes API without cluster-side installation.

  • Copy Fail Destroyer: DaemonSet mitigation for kernel page-cache exploits

    Copy Fail Destroyer runs on Kubernetes nodes to detect and remediate Copy Fail and Dirty Frag by probing vulnerable kernel modules, unloading them, exposing metrics, and supporting Helm or ArgoCD deployment.

  • k8s-d2: Kubernetes visualization

    k8s-d2 generates D2 diagram files from Kubernetes cluster topology, visualizing namespaces, workloads, services, and their relationships with customizable grid layouts and filtering options.

  • k8scout: Kubernetes attack path mapper

    k8scout maps realistic Kubernetes escalation paths from a compromised pod to cluster-admin, node access, secret theft, or cloud IAM takeover, with graph output and reviewer mode.

  • Ariadne: Kubernetes graph MCP for coding agents

    Ariadne turns Kubernetes cluster state into a Memgraph property graph so agents can answer relationship-heavy questions with read-only Cypher instead of raw YAML dumps.

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The Hidden Cost of Slow Autoscaling
The Hidden Cost of Slow Autoscaling

Forced platform migrations are usually treated as something to survive. At Scout24, a mandatory OS migration became an opportunity to rethink Kubernetes autoscaling, node provisioning, and infrastructure efficiency.

John Ford explains how Scout24 moved its EKS-based Infinity platform from a polling autoscaler and over-provisioned capacity to Karpenter and Bottlerocket. The result was faster node startup, a safer migration path, and about a 30% infrastructure reduction without major downtime.

In this interview:

  • Why two-minute node provisioning forced a 25% capacity buffer
  • How Karpenter made the Bottlerocket migration safer
  • What broke around EC2 metadata, AWS SDKs, and cgroups
  • How the new foundation enables Spot, ARM, and GPU workloads

Learn from production

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Matching jobs

    • Data Engineer with Allocate

    • Salary: $145K to $220K a year

    • Location: based in the office (and remote from home) in Palo Alto, CA, USA

    • Tech stack: Kubernetes, AWS, Docker, C#, Python, SQL, Typescript, PostgreSQL, Kafka, Airflow

    • Database Administrator (DBA) with The Voleon Group

    • Salary: $9 to $539K a year

    • Location: remote from

    • Tech stack: Kubernetes, AWS, Azure, GCP, Docker, Java, Python, Shell, SQL, PostgreSQL

    • DevOps Engineer with Realtor.com Careers

    • Salary: $9K to $445.5K a year

    • Location: based in the office in Austin, TX, USA

    • Tech stack: Kubernetes, AWS, ArgoCD, CircleCI, Istio

    • DevOps Engineer with The Voleon Group

    • Salary: $90 to $539K a year

    • Location: remote from

    • Tech stack: Kubernetes, AWS, Azure, GCP, Docker, Python, Ruby, Shell, MySQL, Ceph

    • DevSecOps Engineer with Docebo

    • Salary: $47.97K to $210.15K a year

    • Location: based in the office (and remote from home) in Milan, IT

    • Tech stack: Kubernetes, AWS, Python, Shell, Cloudformation, Terraform

Discover more Kubernetes jobs on Kube Careers →

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    The Call For Paper is open until 14 July 2026 at GMT-4. More info →
    • Location: Berlin, DE

    • In-person conference organized by AI Engineering Summit.

    • The conference starts on the 20 November 2026.

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    Kubernetes Community Days Gujarat 2026

    The Call For Paper is open until 14 July 2026 at GMT-4. More info →
    • Location: Ahmedabad, IN

    • In-person conference organized by KCD Gujarat.

    • The conference starts on the 19 September 2026.

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    Kubernetes Community Days Suisse Romande 2026

    The Call For Paper is open until 15 July 2026 at GMT-4. More info →
    • Location: Geneva, CH

    • In-person conference organized by KCD Suisse Romande.

    • The conference starts on the 10 December 2026.

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    Great International AI Native Summit

    The Call For Paper is open until 15 July 2026 at GMT-4. More info →
    • Location: Bangalore, IN

    • In-person conference organized by Saltmarch.

    • The conference starts on the 10 December 2026.

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    Kubernetes Community Days Porto 2026

    The Call For Paper is open until 16 July 2026 at GMT-4. More info →
    • Location: Porto, PT

    • In-person conference organized by KCD Porto.

    • The conference starts on the 20 November 2026.

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    Subsurface 2026 — The Open Data and AI Conference

    The Call For Paper is open until 17 July 2026 at GMT-4. More info →
    • This is a virtual event

    • Online conference organized by Dremio.

    • The conference starts on the 2 October 2026.

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    Devopsdays Cairo

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    • The conference starts on the 26 September 2026.

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