DevOps

Elasticsearch has become the de-facto standard for search and analytics in modern applications. Whether you’re building a search bar for your product, analyzing logs at scale, or powering real-time dashboards, Elasticsearch is likely on your shortlist. This “zero to hero” guide is designed to take you from no prior knowledge to a solid, practical understanding of how Elasticsearch works and how to use it effectively in real-world systems. Along the way, you’ll get code examples, architectural explanations, and curated learning resources. ...

Large Language Models (LLMs) are moving from research labs into production systems at an incredible pace. As soon as organizations move beyond simple API calls to third‑party providers, a question appears: “How do we run LLMs ourselves, reliably, and at scale?” For many teams, the answer is: Kubernetes. This article dives into Kubernetes for LLMs—when it makes sense, how to design the architecture, common pitfalls, and concrete configuration examples. The focus is on inference (serving), with notes on fine‑tuning and training where relevant. ...

Introduction Shared file storage is a foundational piece of many infrastructure architectures—from legacy on‑premises applications to modern containerized microservices. Two terms you’ll encounter often are: NFS (Network File System) – the long‑standing, POSIX‑style file sharing protocol. EFS (Amazon Elastic File System) – AWS’s managed network file system service. They’re related but not interchangeable: EFS uses NFS, but NFS is not EFS. This article explains: What NFS and EFS actually are How they’re similar and how they differ Performance, availability, security, and cost considerations Common architectures and when to choose each Practical examples (mount commands, Terraform snippets, migration patterns) The goal is to help you decide: “Should I just use standard NFS, or is EFS the right choice for this workload?” ...

Introduction Docker has revolutionized application deployment by enabling developers to package applications and their dependencies into lightweight, portable containers. However, containers don’t exist in isolation—they need to communicate with each other, with the host system, and with external networks. This is where Docker networking comes in. Understanding how Docker networking works is essential for building scalable, secure, and efficient containerized applications. Docker networking is the system that enables containers to communicate with each other, the host, and external networks[3]. It defines how data flows between containers and provides the infrastructure necessary for multi-container applications to function seamlessly. Whether you’re running a simple web application or a complex microservices architecture, mastering Docker networking is crucial for success. ...

LocalStack has become a go-to tool for teams that build on AWS but want fast, reliable, and cost-free local environments for development and testing. This guide walks you from zero to production-ready workflows with LocalStack: installing it, wiring it into your application and infrastructure code, using it in CI, and confidently promoting that code to real AWS. Important: “Production with LocalStack” in this article means production-grade workflows (CI/CD, automated tests, infrastructure validation) that support your production AWS environment. LocalStack itself is not designed to replace AWS for serving production traffic. ...