Spotlight

Auto-scaling and Load-based Scaling

Felipe Rodrigues

This article explains auto-scaling principles for dynamically adjusting infrastructure capacity, covering reactive metric-based scaling versus proactive schedule-based scaling.

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Tools and utilities

  • Benchmark Suite for Gateway API Implementations

    Gateway API Benchmarks provides comprehensive tests evaluating Gateway API implementations across route propagation, scale, traffic performance, and architecture comparing Cilium, Envoy Gateway, Istio, Kgateway, Kong, Traefik, and Nginx implementations.

  • Guardon: Kubernetes security extension

    Guardon is a browser extension that catches Kubernetes security misconfigurations during GitHub/GitLab code reviews, providing instant feedback, actionable YAML fixes, a custom rule engine, and Kyverno policy import, with no CI setup required.

  • llm-d: SOTA inference performance

    llm-d is a Kubernetes-native distributed inference serving stack for large language models that achieves state-of-the-art performance on NVIDIA, AMD, Google TPU, and Intel XPU accelerators.

  • Terraform AWS EKS Operation Scheduler: EKS scheduler

    terraform-aws-eks-operation-scheduler is a Terraform module written in Python and HCL that automatically starts and stops AWS EKS node groups on customizable weekly or monthly schedules using Lambda functions triggered by EventBridge rules.

  • KSail: Kubernetes SDK

    KSail is a unified Kubernetes SDK that simplifies cluster management and workload deployment by providing a single, declarative interface for all your Kubernetes operations.

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From ECS to Kubernetes: A Real Migration Story
From ECS to Kubernetes: A Real Migration Story

Migrating from ECS to Kubernetes sounds straightforward — until you hit spot capacity failures, firewall rules silently dropping traffic, and memory metrics that lie to your autoscaler.

Radosław Miernik, Head of Engineering at aleno, walks through a real production migration: what broke, what they missed, and the fixes that made it work.

In this interview:

  • Running Flux and Argo CD together — Flux for the infra team, Argo CD's UI for developers who don't want to touch YAML
  • How the wrong memory metric caused OOM errors, and why switching to jemalloc cut memory usage by 20%
  • Splitting WebSocket and API containers into separate deployments with independent autoscaling

Four months of migration, over 100 configuration changes in the first month, and a concrete breakdown of what platform work looks like when you can't afford downtime.

Learn from production

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Matching jobs

    • DevSecOps Engineer with Maania Consultancy Services

    • Salary: $58.5K to $539K a year

    • Location: based in the office in Herndon, VA, USA

    • Tech stack: Kubernetes, Azure, Helm, Docker, Shell, Python, Terraform, Gitlab, Jenkins, GitHub Actions

    • Platform Engineer with Bright Vision Technologies

    • Salary: $51.57K to $18.97M a year

    • Location: based in the office in Bridgewater, NJ, USA

    • Tech stack: Kubernetes, AWS, Azure, GCP, Helm, ArgoCD, Flux, Docker, Shell, Python

    • Data Engineer with Bloomreach

    • Salary: €45.6K a year

    • Location: remote from

    • Tech stack: Kubernetes, GCP, Python, Go, SQL, Scala, Java, Mongo, Redis, Snowflake

    • Data Engineer with ezCater, Inc

    • Salary: $79.08K to $93.6K a year

    • Location: remote from

    • Tech stack: Kubernetes, AWS, Docker, SQL, Python, Snowflake, Airflow

    • DevOps Engineer with Accenture Federal Services

    • Salary: $86.4K to $176.2K a year

    • Location: remote from

    • Tech stack: Kubernetes, AWS, Docker, Python, Java, Javascript, Shell, C++

Discover more Kubernetes jobs on Kube Careers →

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Call for Papers closing soon

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    The Call For Paper is open until 26 February 2026 at GMT-5. More info →
    • Location: Austin, TX, USA

    • In-person conference organized by Devopsdays.

    • The conference starts on the 5 May 2026.

    • Apply here
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    AI Native DevCon London 2026

    The Call For Paper is open until 27 February 2026 at GMT-5. More info →
    • Location: London, GB

    • In-person conference organized by AI Native Dev.

    • The conference starts on the 2 June 2026.

    • Apply here
  3. 2

    days

    Kubernetes Community Days Kuala Lumpur 2026

    The Call For Paper is open until 27 February 2026 at GMT-5. More info →
    • Location: Kuala Lumpur, MY

    • In-person conference organized by KCD Kuala Lumpur 2026.

    • The conference starts on the 27 June 2026.

    • Apply here
  4. 3

    days

    Container Days Hamburg 2026

    The Call For Paper is open until 28 February 2026 at GMT-5. More info →
    • Location: Hamburg, DE

    • In-person conference organized by Container Days.

    • The conference starts on the 4 September 2026.

    • Apply here
  5. 3

    days

    IEEE Cloud Summit 2026

    The Call For Paper is open until 28 February 2026 at GMT-5. More info →
    • Location: Washington, D.C., USA

    • In-person conference organized by IEEE Technical Committee on Cloud Computing.

    • The conference starts on the 26 June 2026.

    • Apply here
  6. 3

    days

    The Cloud & AI Summit 2026

    The Call For Paper is open until 28 February 2026 at GMT-5. More info →
    • Location: St. Louis, MO, USA

    • In-person conference organized by The Cloud and AI Summit.

    • The conference starts on the 2 October 2026.

    • Apply here
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    The Call For Paper is open until 28 February 2026 at GMT-5. More info →
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    • In-person conference organized by Devopsdays.

    • The conference starts on the 27 May 2026.

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