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DZone Cloud Architecture Zone

Recent posts in Cloud Architecture 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

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

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

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

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

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

From Bottlenecks to Reliability: A Practical Guide to Scaling Temporal in Production

Temporal is designed to preserve Workflow state through process crashes and infrastructure failures, but durable state does not remove ordinary cap...
Posted on 21 August 2026 | 6:00 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

Reliability Challenges in Multi-Cloud Environments: Why Two Clouds Are Often Harder Than One

The pitch for multi-cloud always sounds clean. Avoid vendor lock-in. Optimize costs by running workloads on whichever provider is cheapest for a gi...
Posted on 14 August 2026 | 3:00 pm

LocalStack and Terraform: A Clean Local AWS Setup Guide

Running AWS resources locally is a game-changer for engineering velocity, cost optimization, and developer autonomy. Traditionally, testing cloud i...
Posted on 13 August 2026 | 5:00 pm

Why AWS and Azure Handle Data Perimeter Differently

AWS can send audit logs to an attacker’s account unless denials are enforced at the network layer, while Azure doesn’t log network-block requests a...
Posted on 13 August 2026 | 1:00 pm

Zone-Aware Routing in Kubernetes: Reducing Latency, Improving Resilience, and Lowering Cloud Costs

This guide explains zone-aware routing from a Kubernetes-first point of view. It covers:
Posted on 13 August 2026 | 12:00 pm

Why Traditional Cloud Infrastructure Breaks AI Workloads in Production

An autoscaling policy can be wrong for months without a single error firing. It isn't built to fail loudly; it's built to keep response times stead...
Posted on 11 August 2026 | 5:00 pm