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Kubernetes provides several autoscaling mechanisms, and one of them is the Vertical Pod Autoscaler (VPA). Unlike the Horizontal Pod Autoscaler (HPA) which scales the number of pods, VPA adjusts CPU and memory requests/limits for individual pods. This article breaks down when VPA makes sense, what advantages it brings, and the critical limitations you must understand before deploying it in production. 1. What Is Vertical Pod Autoscaler? VPA automatically adjusts resource requests and limits for containers based on historical usage. ...

Basic IPVS Commands for Linux Networking IPVS (IP Virtual Server) is a powerful load balancing solution integrated into the Linux kernel. It is often used in Kubernetes environments as an alternative to iptables for service routing when kube-proxy is in IPVS mode. This guide covers the most useful IPVS commands using ipvsadm. What is IPVS? IPVS operates at the transport layer and allows you to load balance TCP and UDP traffic using multiple algorithms like round-robin, least connections, and more. ...

What is VolumeSnapshot in Kubernetes and How to Use It VolumeSnapshot is a Kubernetes feature that enables users to create point-in-time snapshots of Persistent Volumes (PVs). This functionality is essential for backup, disaster recovery, and data cloning scenarios. Why Use VolumeSnapshots? VolumeSnapshots provide: Data Protection: Easily back up data stored in PVs. Disaster Recovery: Restore volumes to a known-good state. Cloning: Create new volumes from snapshots. How VolumeSnapshots Work Snapshots are supported for specific storage classes that integrate with a CSI (Container Storage Interface) driver. The basic resources involved include: ...

Docker vs Buildah: Explained Simply Published on: 2025-08-13 When talking about containers, most people think of Docker first. But there are other players in the container world, like Buildah. Let’s break down the differences and help you decide which one fits your needs. What is Docker Docker is a platform that lets you build, ship, and run applications in containers. It includes everything: from client and server (Docker Engine) to tools for building and managing images. ...

Docker vs Kaniko: What’s the Difference and When to Use Each Published on: 2025-08-13 If you work with containers, you’ve probably heard of Docker. But what about Kaniko? Let’s break it down in simple terms. Docker Docker is a universal tool for building, running, and managing containers. When you run docker build, Docker uses its daemon to build the image. The catch: it requires a full Docker installation and root privileges, which isn’t always safe or possible — especially in CI/CD. ...