Devcontainer.json customization guide blog header — gitignore template, git skip-worktree, and custom devcontainer feature methods, by Jake Everhart, Keyhole Software

Customizing Devcontainers Without Affecting Your Team

Jake Everhart Agentic AI & AI-Accelerated Development, Articles, Development Technologies & Tools, DevOps, Infrastructure As Code (IaC) Leave a Comment

There’s no single “correct” way to customize a devcontainer, just like there’s no one right way to use most tools in software development. Devcontainers can be great for solo projects, to yield an isolated development workspace with no risks of polluting (or being polluted by) the external environment. They can also give teams a consistent, baseline environment for bootstrapping engineers, with integrations like GitHub Codespaces exposing that environment in a variety of ways. But the gap between those workflows is large, and managing it sometimes requires weighing a team’s needs vs. individual preferences.

It’s a balancing act, and getting it wrong can make your containers brittle, difficult to maintain, and cause enough overall frustration to outshine the benefits.

Yet there are options available for a more-granular approach. We don’t have to decide just between bare-minimum or include-everything – we can curate containers that are focused on the core tools used across the entire team, while still providing room for per-user expansions.

Today, we’ll explore a few approaches for customizing a shared devcontainer setup across different team scenarios, without having to abandon shared devcontainers altogether.

Fast API Using Alembic logos and post introductions

FastAPI Alembic Migrations with PostgreSQL, SQLModel, and Docker

James Fielder API Development, Articles, Cloud, Databases, PostgreSQL, Python Leave a Comment

When building a FastAPI project with PostgreSQL, you need a reliable way to manage your database schema over time. As your application evolves, simple table creation is not enough. You need a way to safely apply, track, and roll back changes.

Alembic provides a structured, version-controlled approach to database migrations. In this guide, we’ll walk through how to set up Alembic with FastAPI, SQLModel, and PostgreSQL, including common issues you’ll run into when working with Docker.

Leveraging Docker to Quickly Setup an Object Detection API

Adam Costenbader API Development, Articles, Cloud, Development Technologies & Tools, Docker, Tutorial 1 Comment

In this blog, we utilize the strengths of Docker containers to quickly spin up two separate containers that we can utilize for our software development needs – one running the DeepStack API software and the other running a utility to help us get started with the DeepStack API.

The best part is that once we are comfortable with our setup, we could quickly and easily stop and remove the DeepStackUI utility container to free up resources all while continuing to run the DeepStack API software without interruption.

How and Why to Containerize Your Development

John Hoestje Articles, Development Technologies & Tools, Docker, Opinion, Python, Tutorial Leave a Comment

This is a tutorial for how to use the VS Code Remote-Containers extension to containerize your development environment. First, I will discuss my reasons for separating my programming environment and why virtual machines didn’t work. Then, I’ll show a simple example using a containerized Python development environment. Finally, I’ll give you my reasons why containerizing the development environment fits what I’m looking for in a solution.

Azure Continuous Integration

Joe Sciara .NET, Articles, Azure, Cloud, DevOps Leave a Comment

In this post, we will set up continuous deployment using Azure’s Deployment Center. Continuous Deployment is used to shorten the release cycle and quickly get code pushed to its target environment. This is especially useful when code is completed in small increments. Automated testing should be used as part of this process to produce stable code. This blog will focus on the continuous deployment.