Spotlight

Building eBPF-Based Bandwidth Limiting in AWS Network Policy Agent — Why Vibe Coding Isn’t Enough

Jayanth Varavani

This article walks you through building EDT-based eBPF bandwidth limiting in the AWS Network Policy Agent, showing where AI-generated code silently broke and how domain knowledge caught each bug.

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Tools and utilities

  • Zeropod: scale to zero

    zeropod is a tool that automatically checkpoints containers to disk after a certain amount of time of the last TCP connection, allowing for fast and seamless scaling down to zero.

  • Yoke: WASM IaC deployer

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

  • Kubeconform

    Kubeconform is a Kubernetes manifests validation tool.

  • Context Builder: Infrastructure context generator for AI agents

    Context Builder is a CLI tool that extracts metadata from Kubernetes, Grafana, Datadog and other systems to generate structured context files for AI agents, improving debugging accuracy and reducing guesswork.

  • KubeVPN

    KubeVPN connects your local machine to a Kubernetes cluster network so you can reach pods and services by name and proxy inbound traffic with service mesh header routing.

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Events starting soon

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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 Capital Technology Group

    • Salary: $26 to $297.88K a year

    • Location: remote from

    • Tech stack: Kubernetes, AWS, Docker, Java, Python, SQL, PostgreSQL, Kafka, Terraform, Splunk

    • Data Engineer with Rivian and Volkswagen Group Technologies

    • Salary: US$97.2K to US$220.22K a year

    • Location: based in the office in Vancouver, CA

    • Tech stack: Kubernetes, Go, Spark

    • DevOps Engineer with Blink Health

    • Salary: $90 to $484K a year

    • Location: remote from

    • Tech stack: Kubernetes, AWS, Grafana, Nagios, NewRelic

    • DevOps Engineer with Bluestaq

    • Salary: $95K to $140K a year

    • Location: based in the office in Colorado Springs, CO, USA

    • Tech stack: Kubernetes, AWS, Azure, GCP, On-premise, Powershell, Python, Shell, Terraform, Ansible

    • DevOps Engineer with Box

    • Salary: $90 to $484K a year

    • Location: based in the office in Warsaw, PL

    • Tech stack: Kubernetes, AWS, Azure, GCP, Docker, Go, Python, Ruby, Typescript, GitHub Actions

Discover more Kubernetes jobs on Kube Careers →

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Call for Papers closing soon

  1. 4

    days

    DebConf26

    The Call For Paper is open until 25 May 2026 at GMT-4. More info →
    • Location: Santa Fe, AR and virtual

    • Online & in-person conference organized by Debian Argentina community.

    • The conference starts on the 20 July 2026.

    • Apply here
  2. 10

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    DevOpsDays Istanbul 2026

    The Call For Paper is open until 31 May 2026 at GMT-4. More info →
    • Location: Istanbul, TR

    • In-person conference organized by DevOps Turkey.

    • The conference starts on the 29 September 2026.

    • Apply here
  3. 10

    days

    DevOps Midwest 2026

    The Call For Paper is open until 31 May 2026 at GMT-4. More info →
    • Location: St. Louis, MO, USA

    • In-person conference organized by Sketch.

    • The conference starts on the 22 August 2026.

    • Apply here
  4. 11

    days

    KubeCon + CloudNativeCon North America 2026

    The Call For Paper is open until 1 June 2026 at GMT-4. More info →
    • Location: Los Angeles, CA, USA

    • In-person conference organized by Linux Foundation.

    • The conference starts on the 26 October 2026.

    • Apply here
  5. 11

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    Heapcon 2026

    The Call For Paper is open until 1 June 2026 at GMT-4. More info →
    • Location: Belgrade, RS

    • In-person conference organized by heapspace.

    • The conference starts on the 6 November 2026.

    • Apply here
  6. 11

    days

    Cloud Native Days Norway

    The Call For Paper is open until 1 June 2026 at GMT-4. More info →
    • Location: Bergen, NO

    • In-person conference organized by CND Norway.

    • The conference starts on the 27 October 2026.

    • Apply here
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    Devopsdays Istanbul

    The Call For Paper is open until 1 June 2026 at GMT-4. More info →
    • Location: Istanbul, TR

    • In-person conference organized by Devopsdays.

    • The conference starts on the 24 October 2026.

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