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containerization

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Portfolio Website with GitHub Codespaces and Next.js

2026-02-21T17:00:40+00:00

Modern Cloud-Native Development for AWS Deployments (Part 1) A few years ago, “setting up your dev environment” often meant losing half a day to installing Node versions, fixing PATH issues, fighting dependency conflicts, and hoping the project would run the same way on everyone’s machine. Today, cloud-native development is changing that workflow. Instead of treating your laptop as the only place you can build software, you can develop inside consistent, containerized environments that live in the cloud—accessible from any browser, anywhere. This is Part 1 of a 3-part series on Modern Cloud-Native Development for AWS Deployments, where we’ll build and [...]

Portfolio Website with GitHub Codespaces and Next.js2026-02-21T17:00:40+00:00

Bring Your Own Container Made Easy: Introducing AWS ml-container-creator

2026-01-27T18:51:07+00:00

If you’ve ever struggled to package your ML model in a custom Docker image for SageMaker, the new ml-container-creator tool is here to help. This friendly open-source wizard guides you through building a SageMaker-compatible container without all the usual Docker headaches. It’s like having an assistant that writes your Dockerfile, server code, and config files for you, so you can focus on your model. What is BYOC on SageMaker? BYOC stands for Bring Your Own Container. In SageMaker, BYOC means you supply your own Docker image with everything needed to serve your ML model (the code, libraries, dependencies, etc.). AWS [...]

Bring Your Own Container Made Easy: Introducing AWS ml-container-creator2026-01-27T18:51:07+00:00

Kubernetes Development Workflow with GitHub Codespaces

2026-01-25T14:45:46+00:00

Setting up Kubernetes locally often becomes the most challenging part of learning it. Between installing Docker Desktop, configuring kubectl and Minikube, resolving version mismatches, and managing heavy resource usage, hours can be lost before a single workload is successfully deployed. There’s a better way to approach Kubernetes development without the overhead of local setup and maintenance. GitHub Codespaces provides a fully configured Kubernetes development environment that runs entirely in your browser. By removing local installations, dependency conflicts, and hardware constraints, it allows you to focus on understanding Kubernetes concepts and applying them in practice rather than troubleshooting your machine. In [...]

Kubernetes Development Workflow with GitHub Codespaces2026-01-25T14:45:46+00:00

The Future Is Containerized: Why Every Cloud Engineer Should Care About Docker in 2025

2025-10-29T12:10:55+00:00

In 2025, software development is moving faster than ever. Businesses demand speed, reliability, and scalability. Cloud infrastructure is no longer optional.  it’s the backbone of modern applications, powering everything from streaming platforms like Netflix to AI-driven fintech solutions. In this fast-paced environment, one technology has emerged as a game-changer for cloud engineers: Docker. An illustration of a developer using Docker for containerized applications. Picture this: a developer spends weeks building a web application. On their laptop, it runs flawlessly, smooth performance, no errors. But once deployed to production, chaos erupts. Dependencies don’t match, libraries are missing, the database [...]

The Future Is Containerized: Why Every Cloud Engineer Should Care About Docker in 20252025-10-29T12:10:55+00:00

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