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DZone Deployment Zone

Recent posts in Deployment on DZone.com

The Startup Time Trick Hiding Inside Your Docker Build

Every Java developer who runs services on Kubernetes has watched this scene play out. Traffic spikes, the autoscaler adds a pod, and then everyone ...
Posted on 3 September 2026 | 6:00 pm

How I Run Two AI Coding Agents on One Codebase

Parallel coding agents create a concurrency problem before they create a productivity gain. Two autonomous processes that edit the same checkout ca...
Posted on 3 September 2026 | 5:00 pm

Making Running Optional: Scaling AI Agents on Kubernetes With Agent Substrate

What if you could multiplex roughly 250 stateful agent sessions across eight Kubernetes worker Pods, then reactivate any one without losing its in-...
Posted on 3 September 2026 | 12:00 pm

Building a Zero-Cost Daily Job Alert Pipeline on GitHub Actions

I needed a job to run once a day, remember what it did yesterday, and cost nothing to operate. The obvious answer is a small VM with cron, or a Lam...
Posted on 1 September 2026 | 4:00 pm

Inside terraform-provider-archive: A Memory Pattern From 2016 That Scales With Your Lambdas

A CI Runner That Shouldn't Have Died If you deploy AWS Lambdas through Terraform, you almost certainly use archive_file. With enough lambdas, a sin...
Posted on 31 August 2026 | 1:00 pm

Deliberate Decoupling: 6 Architectural Patterns From a Regulated WAS-to-AWS Migration

Key Takeaways In regulated industries, cloud migration success is determined less by technology selection and more by how deliberately you decoup...
Posted on 28 August 2026 | 4:00 pm

Feature Flag Patterns: From Release Control to Runtime Resilience

Feature flags are widely used in modern software delivery to control how and when functionality is exposed to users. They allow teams to deploy cod...
Posted on 28 August 2026 | 2:00 pm

Member Spotlight: Shamsher Khan

There’s always more to our contributors than what you see in their author profiles. For our latest Member Spotlight, I sat down with Shamsher Khan ...
Posted on 28 August 2026 | 1:30 pm

Understanding RabbitMQ Exchange Types in Spring Boot

In this blog, you will take a closer look at the different exchange types that can be used in RabbitMQ. All are demonstrated by means of examples...
Posted on 26 August 2026 | 1:00 pm

Containerizing Spark and Lakehouse Development with Docker

Most Docker content targets web developers shipping stateless services. However, data engineers, who represent a huge and growing population of Doc...
Posted on 25 August 2026 | 7:00 pm

The Code-Volume Delusion: Rethinking Engineering Velocity in the AI Era

Let's be honest about what happens when you give an entire engineering team AI coding assistants. You look at the sprint board, and tickets are mov...
Posted on 25 August 2026 | 3:00 pm

Multi-Account AWS Architecture: Isolating PHI Workloads Without Slowing Down Engineering Teams

Most engineering teams working on healthtech applications reach a point where someone asks a question that sounds simple but isn't: How do we make ...
Posted on 24 August 2026 | 7:00 pm

Ground Truth for AI-Written Code: Why Context Matters More Than Prompts

Ground Truth for AI-Written Code Session capture, per-line attribution, and selection-bias-free agent benchmarks, on top of the Git host you alread...
Posted on 24 August 2026 | 5:00 pm

AWS Bedrock vs Vertex AI vs Azure Foundry: Stop Comparing Benchmarks, Start Asking This Instead

Every few weeks, someone on my team, or in a client meeting, asks me the same question: "Which cloud should we use for our AI workloads?" I have be...
Posted on 20 August 2026 | 3:00 pm

How Docker Is Becoming an AI Development Platform

It stopped being just a packaging tool the day our onboarding doc got shorter instead of longer. Three weeks into a new ML platform job, I asked a ...
Posted on 19 August 2026 | 5:00 pm

Containerizing LLMs: Best Practices for Docker-Based AI Workloads

The first time I containerized a fine-tuned Llama model for a client's internal search tool, the build finished at 38 gigabytes. I remember staring...
Posted on 19 August 2026 | 2:00 pm

How Different Docker Engine Versions Led to Partial Traffic Unavailability in Docker Swarm

If different Docker Engine versions are running simultaneously in a Docker Swarm cluster, this may lead not to an obvious service outage but to a m...
Posted on 19 August 2026 | 1:00 pm

Building Internal Developer Platforms on Kubernetes: The Abstraction Problem Nobody Warns You About

Introduction The meeting that changed the platform team's direction was not a technical one. It was a conversation with a product engineer who had ...
Posted on 18 August 2026 | 4:00 pm

Building Data Pipelines: Here's What Palantir Foundry Did That Surprised Me.

Senior data engineers are trained to be skeptical of proprietary platforms. When I entered a Palantir Foundry training bootcamp, I expected to find...
Posted on 18 August 2026 | 3:00 pm

From raw manifests to self-service Kubernetes apps: creating enterprise-ready open platforms

Sponsored By: NutanixThe following is sponsored content. It may not reflect the views of our editorial staff. Th...
Posted on 14 August 2026 | 4:27 pm