Spotlight

PostgreSQL migration with CloudNativePG Logical Replication on Kubernetes — Zero-Downtime

Kristi Ndoni

This tutorial teaches how to migrate PostgreSQL databases to CloudNativePG on Kubernetes using logical replication without downtime.

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Tools and utilities

  • cek : Container Exploration Kit

    cek is a command-line tool for exploring OCI container image filesystems, reading file contents, and inspecting layer mechanics without running containers by connecting to container daemons or pulling from registries.

  • Wozz: Kubernetes Cost Tool

    Wozz helps engineering teams reduce Kubernetes spend through two approaches:

  • k8sql: Kubernetes SQL query

    k8sql is a tool written in Rust that queries Kubernetes clusters using SQL syntax, exposing resources as database tables and kubectl contexts as databases with a query planner that optimizes API calls by pushing filters server-side.

  • 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.

  • pwru (packet, where are you?)

    pwru is an eBPF-based tool for tracing network packets in the Linux kernel with advanced filtering capabilities.

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Migrating to Karpenter: Fun Stories
Migrating to Karpenter: Fun Stories

Running multiple Kubernetes clusters on AWS with the cluster autoscaler? Every four months, you face the same grind: upgrading Kubernetes versions, recreating auto scaling groups, and hoping instance type changes stick.

Adhi Sutandi, DevOps Engineer at Beekeeper by LumApps, shares how his team migrated from the cluster autoscaler to Karpenter across eight EKS clusters — and the hard lessons they learned along the way.

In this episode:

  • Why AWS auto scaling groups are immutable and how that creates upgrade bottlenecks at scale
  • How the latest AMI tag accidentally turned less critical clusters into chaos engineering environments, dropping SLOs before anyone realized Karpenter was the cause
  • Why pre-stop sleep hooks solved pod restartability problems that Quarkus's built-in graceful shutdown couldn't
  • The case for pod disruption budgets over Karpenter annotations when protecting critical workloads during node rotations
  • How Karpenter's implicit 10% disruption budget caught the team off guard — and the explicit configuration that fixed it

Learn from production

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Matching jobs

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    • Platform Engineer with Company 1 - The Manufacturers Life Insurance Company

    • Salary: $113K to $163K a year

    • Location: based in the office (and remote from home) in Waterloo, CA; Toronto, CA

    • Tech stack: Kubernetes, Azure, Shell, Python, Go, Javascript, Typescript, Java, C#

    • Software Engineer with 2100 NVIDIA USA

    • Salary: $184K to $356.5K a year

    • Location: remote from

    • Tech stack: Kubernetes, GCP, AWS, Azure, Oracle OCI, Bare-metal, Go, Python

    • Software Engineer with 8893 VMware LLC

    • Salary: $141.3K to $226K a year

    • Location: remote from

    • Tech stack: Kubernetes, C++, Python, Java, Go

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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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    • The conference starts on the 15 April 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 20 April 2026.

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    • In-person conference organized by Cloud Native Amsterdam.

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