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DZone Deployment Zone

Recent posts in Deployment on DZone.com

Node and Capacity Spillover: What Happens When Kubernetes Runs Out of Room

A pod stuck in Pending is one of the most misleading states in Kubernetes. Nothing looks wrong. There's no error banner, no red text screaming at y...
Posted on 15 October 2026 | 7:00 pm

Global Setup in Playwright TypeScript for API Testing

If you need to generate prerequisite test data, such as adding dummy records through an API, before executing your test suite, using Global Setup i...
Posted on 15 October 2026 | 1:00 pm

Azure Key Vault Secrets That Reconcile Themselves in Go, With mamori

Azure Key Vault is the well-behaved citizen of the Azure secrets world. Every secret is versioned; you get soft-delete and purge protection; access...
Posted on 14 October 2026 | 4:00 pm

Rotate AWS Secrets Manager Secrets Without Restarting Your Go Service, With mamori

AWS Secrets Manager has a lovely feature: automatic rotation. You attach a rotation Lambda, set a schedule, and every 30 days your RDS password is ...
Posted on 14 October 2026 | 2:00 pm

Introducing mamori: Typed, Watchable Config and Secrets for Go

Every Go service I have ever shipped ends up growing the same organ. It starts small: a couple of os.Getenv calls. Then a secret needs to come from...
Posted on 14 October 2026 | 12:00 pm

When One Docker Swarm Replica Became Unreachable Over an Overlay Network: A Production Case With Traefik

Context The incident occurred in the production backend infrastructure of a mobile application. External HTTP traffic was handled by Traefik, deplo...
Posted on 13 October 2026 | 4:00 pm

Building a Scope-Constrained AI Agent for Automated CI Failure Repair

CI failures often expose a narrow defect through a broad stream of evidence such as compiler output, test reports, stack traces, changed files, dep...
Posted on 12 October 2026 | 7:00 pm

The Code Generation Bottleneck Is Gone. The Maintenance Bottleneck Isn't.

As AI-generated code expands across production systems, provenance becomes essential for tracing where each change originated, which model or promp...
Posted on 12 October 2026 | 2:00 pm

Multi-Agent Orchestration on AWS With AgentCore Runtime and A2A

Most agent projects start the same way: one model, one prompt loop, three or four tools. That's the right place to start, and for a lot of workload...
Posted on 9 October 2026 | 4:00 pm

Supercharging AI Agents with Azure Context: A Hands-On Guide to Azure MCP

As Large Language Models (LLMs) continue their rapid trajectory of development, software engineers and cloud architects regularly run into two syst...
Posted on 8 October 2026 | 6:00 pm

AI Agents Leaked 13,000 Screenshots: Why Enterprise Approval Controls Failed

Thirteen thousand internal screenshots from 343 technology companies are sitting in public GitHub repositories because a coding agent could not att...
Posted on 7 October 2026 | 8:25 pm

Building and Serving a Custom Model With Azure ML, Then Wiring It Into a Foundry Agent

The Foundry model catalog covers a lot of ground, but it doesn't cover everything. If you need a model trained on your own proprietary, tabular dat...
Posted on 6 October 2026 | 6:00 pm

AI on Top of a Dysfunctional System

TL;DR: Polished Artifacts, Unchanged Decisions, Or Ten Backlog Anti-Patterns AI Makes Worse Add AI to a Product Backlog process that already strugg...
Posted on 2 October 2026 | 4:00 pm

Docker Sandboxes Beyond the Laptop: Running AI Agents in the Cloud

In my previous article, I walked through running coding agents inside Docker Sandboxes on a local machine. We installed the sbx CLI, started with a...
Posted on 2 October 2026 | 12:00 pm

The Silent Container Death: A TCP Dial That Never Times Out

A pod goes into CrashLoopBackOff. You pull the logs expecting a stack trace, a panic, an error string - anything that points you somewhere. Instead...
Posted on 30 September 2026 | 6:00 pm

AWS 7R Migration Strategies: A Decision Framework for Engineering Teams

Most AWS migration projects don't fail because of technical complexity. They fail because teams treat migration as a single activity rather than a ...
Posted on 30 September 2026 | 4:00 pm

Why Databricks and Snowflake Speak the Kafka Protocol: Ingestion vs Architecture

Kafka-compatible ingestion is showing up everywhere now, including in analytics platforms that have nothing to do with running Kafka. Databricks ad...
Posted on 30 September 2026 | 3:00 pm

Git Blame Isn’t Enough: Building Verifiable Provenance for AI-Generated Code

AI-generated software needs provenance that survives beyond the chat window. A code review can show what changed, but it rarely shows which model p...
Posted on 30 September 2026 | 2:00 pm

Beyond HTTP Handoffs: Build Durable Agent-to-Agent Services With Temporal Nexus

Agent systems are increasingly decomposed into specialized services: a planning agent delegates research, a research agent invokes retrieval and sy...
Posted on 30 September 2026 | 1:00 pm

A Deep Dive into the Microsoft Foundry Document Intelligence SDK: From PDF to Structured Data

Most "RAG over PDFs" pipelines have a step nobody talks about much: something has to turn a scanned invoice, a multi-column contract, or a photogra...
Posted on 29 September 2026 | 5:00 pm