'Series: From “Just Put It on a Server” to Production DevOps Reading time: 15 minutes Level: Intermediate

As LLMs and foundation models scale, checkpoint/restore has become a critical pattern for training and inference. With 3D parallelism (tensor, pipeline, data), ...

What is Cloud? The cloud refers to computing services such as storage, servers, databases, networking, and software that are accessed over the Internet rather t...

The real estate sector remains highly dependent on manual document handling and verification, making processes inefficient and prone to fraud. This work present...

Helm Nedir Wordpress gibi bir uygulama, ön yüzde bir Wordpress konteyneri ve arka planda bir MySQL veritabanı gerektirir. Bu bileşenleri manuel olarak Deployme...

!Cover image for How I cleared my AWS Certified Solutions Architect Associate exam in 30 Days?https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cove...

What’s new? The feature gate CloudControllerManagerWatchBasedRoutesReconciliation has been introduced to k8s.io/cloud-provider in alpha stage by SIG Cloud Prov...

Federated Learning (FL) enables mobile edge devices, functioning as clients, to collaboratively train a decentralized model while ensuring local data privacy. H...

Survey findings include respondents noted that AI tools are increasing the blast radius of the amount of bad code that needs to be debugged....

From “Permission Denied” to Production: My AWS & Terraform Journey !Cover image for From “Permission Denied” to Production: My AWS & Terraform Journeyhttps://m...

DevOps isn’t dying – it’s evolving. That’s the perspective of Andi Grabner, who recently transitioned from DevOps Activist to Platform Engineering Advocate at D...

What Is AWS Transform? AWS Transform for VMware is a service that helps companies analyze, plan, and prepare their legacy VMware environments for AWS automatic...

markdown !AWS Amplify AppSync migration diagramhttps://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F...

markdown !Pawan Sharmahttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2F...

!Sureshhttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%...

Understanding Core Kubernetes Components It’s essential to grasp what happens when you create a new cluster and what runs behind the scenes. Pods, Deployments,...

Why Docker Became Popular Docker didn’t become popular because it’s fancy. It became popular because developers were tired of wasting time fixing environment i...

'DEC. 9, 2025

The Solution: Gmail Aliases + AWS Organizations Main Email: yourname@gmail.com – use this for your Management Account New Dev Account: yourname+dev@gmail.com e...

1. Kubernetes Architecture Q1. What happens when you run kubectl apply -f deployment.yaml? Answer: When you run kubectl apply, the request goes to the kube‑api...

Workload‑Centric Scheduling in Kubernetes Scheduling large workloads is far more complex and fragile than scheduling a single Pod. Unlike per‑Pod scheduling, w...

The code that accompanies this blog post can be found herehttps://github.com/justtinkering/blogpost-deploy-lambda-with-terraform. Deploying Lambda functions to...

AWS DevOps Agent – Best‑Practice Guide One of the key releases at AWS re:Invent 2025 was the launch of new frontier autonomous agents: - AWS DevOps Agent - AWS...

In 2026, as companies increasingly look to infuse AI across their operations, a strong, secure, and automated hybrid cloud foundation will become a key competit...

Terraform's type constraints help write IaC that is reliable, reusable, and easily maintained when building out AWS-based infrastructures. Ensuring your AWS var...

As Kubernetes adoption grows, so does operational complexity. What starts as a small cluster running a handful of services can quickly evolve into dozens of app...

DevOps practices are the core of contemporary organizational activities. Integrating artificial intelligence AI and machine learning ML into DevOps practices ca...

Modern cloud architectures demand self-adaptive capabilities to manage dynamic operational conditions. Yet, existing solutions often impose centralized control ...

When designing new web applications, developers must cope with different kinds of constraints relative to the resources they rely on: software, hardware, networ...

The Adaptable TeaStore specification provides a microservice-based case study for implementing self-adaptation through a control loop. We argue that implementat...

This paper presents how an existing framework for offline performance optimization can be applied to microservice applications during the Release phase of the D...

As AI increasingly permeates the software development landscape, new research from OpenAI offers sobering insights into the current limitations of even the most...

We introduce Bitcoin-IPC, a software stack and protocol that scales Bitcoin towards helping it become the universal Medium of Exchange (MoE) by enabling the per...

Consistent hashing is fundamental to distributed systems, but ring-based schemes can exhibit high peak-to-average load ratios unless they use many virtual nodes...

Kubernetes provides native autoscaling mechanisms, including the Horizontal Pod Autoscaler, Vertical Pod Autoscaler, and node-level autoscalers, to enable elast...

The Business Reality Driving Cloud-Native Adoption Companies today face tighter budgets and higher expectations. Customers want faster updates, and markets cha...

markdown !Cover image for Kubernetes In-Place Pod Resizehttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F...

A refined variant of the Shai-Hulud malware, dubbed The Golden Path, has been discovered targeting the npm ecosystem during the holiday season. Security teams a...

View on sreweekly.com The Abstraction Debt in Infrastructure as Code Abstraction is meant to encapsulate complexity, but when done poorly, it creates opacity—a...

Over the past week I ran a series of performance tests to fine‑tune an AWS Lambda function’s configuration, focusing on the balance between execution speed and...

Introduction This guide walks you through launching an AWS EC2 instance, installing Docker, and running NGINX inside a Docker container. By the end you will ha...

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🚀 Executive Summary TL;DR: A lack of curiosity in DevOps leads to inefficiencies, repetitive incidents, and resistance to innovation—often more detrimental th...

Google A2UI: The Future of Agentic AI for DevOps & SRE Goodbye Text‑Only ChatOps !Cover image for Google A2UI: The Future of Agentic AI for DevOps & SRE Goodby...

markdown ERGamesPRO – On‑Demand Minecraft Hosting on AWS Most Minecraft server hosts have a fundamental flaw: they charge a monthly subscription for a server th...

For as long as I can remember, I’ve not been a great test taker. Timed exams, dense wording, and second‑guessing myself under pressure have never played to my s...

AWS re:Invent 2025 – “The Friday Morning Budget Alert” Steph Gooch Senior Solution Architect Advocate, AWS & Kenneth Attard AWS Community Hero & Enterprise Arch...

The Real Challenge Most articles focus on getting data from Salesforce into BigQuery for analysis. That's the easy direction. What's harder—and what you actual...