Spotlight

Advanced Kubernetes Deployment Strategies for Production

Ahmet Emre DEMİRŞEN

This article covers production-grade Kubernetes deployment strategies including progressive delivery, multi-cluster deployments, traffic shaping, and chaos engineering practices for building resilient systems that handle large scale.

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Tools and utilities

  • KubePolaris: cluster management platform

    KubePolaris is an enterprise Kubernetes multi-cluster management platform built with React and Go, providing workload management, monitoring integration, RBAC access control, and GitOps capabilities through an intuitive web interface.

  • cookiecluster: EKS Terraform CLI

    cookiecluster is a CLI tool written in Rust that generates EKS cluster definitions in Terraform through an interactive configuration process.

  • Easykube: Local Kubernetes development

    Easykube is a tool written in Go for bootstrapping and sharing local Kubernetes developer environments by wrapping Kind and Goja to create opinionated configurations with a local Docker registry.

  • cert-manager-webhook-pdns

    cert-manager-webhook-pdns is a PowerDNS webhook for cert-manager that enables automated Let's Encrypt certificate issuance using DNS-01 challenges by integrating with PowerDNS API for DNS record management.

  • Kthena: Enterprise LLM serving

    Kthena is a Kubernetes-native platform for deploying and managing Large Language Models with support for multiple inference engines like vLLM, SGLang, and Triton.

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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

    • DevOps Engineer with Everpure

    • Salary: $16.8M to $25.2M a year

    • Location: based in the office in Bay Area, CA, USA

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

    • DevOps Engineer with Pulumi

    • Salary: $166K to $209K a year

    • Location: remote from

    • Tech stack: Kubernetes, AWS, Azure, GCP, Docker, Go, Typescript, Pulumi, Terraform, GitHub Actions

    • DevOps Engineer with Rumble

    • Salary: $124K to $174K a year

    • Location: remote from

    • Tech stack: Kubernetes, Python, Shell, Openstack, Terraform, Ansible, Prometheus, Grafana, ELK, Graylog

    • DevOps Engineer with Sezzle

    • Salary: $200K to $300K a year

    • Location: fully remote

    • Tech stack: Kubernetes, AWS, Go, Typescript, Python, SQL, MySQL, PostgreSQL, Elastic Search, Gitlab

    • DevOps Engineer with Sliced Bread Ltd.

    • Salary: £69.7K to £94.3K a year

    • Location: remote from

    • Tech stack: Kubernetes, AWS, Docker, Shell, Python, Ruby, Go, Terraform, GitHub Actions, Datadog

Discover more Kubernetes jobs on Kube Careers →

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    The Call For Paper is open until 3 March 2026 at GMT-5. More info →
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    • The conference starts on the 20 April 2026.

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    The Call For Paper is open until 4 March 2026 at GMT-5. More info →
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    • In-person conference organized by Linux Foundation.

    • The conference starts on the 17 June 2026.

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    20th Silicon Saxony Days

    The Call For Paper is open until 6 March 2026 at GMT-5. More info →
    • Location: Dresden, DE

    • In-person conference organized by Silicon Saxony.

    • The conference starts on the 17 June 2026.

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    Cloud Native Days Italy 2026

    The Call For Paper is open until 6 March 2026 at GMT-5. More info →
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    • In-person conference organized by CND Italy.

    • The conference starts on the 18 May 2026.

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    The Call For Paper is open until 16 March 2026 at GMT-4. More info →
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    • In-person conference organized by SREday.

    • The conference starts on the 15 April 2026.

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    SREday Seattle 2026

    The Call For Paper is open until 16 March 2026 at GMT-4. More info →
    • Location: Seattle, WA, USA

    • In-person conference organized by SREday.

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    • In-person conference organized by Cloud Native Amsterdam.

    • The conference starts on the 22 May 2026.

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