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The Latest Testing, Deployment, and Maintenance Topics

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Google Cloud KMS vs. AWS KMS: Java Encryption Guide
Compare Google Cloud KMS vs. AWS KMS in Java, including envelope encryption, key rotation, IAM, data keys, and audit logging.
October 22, 2026
by Sandeep Pal
· 1,682 Views · 3 Likes
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When RabbitMQ Accepts a Message but Does Not Route It to a Queue
RabbitMQ accepted messages, but some topic exchange bindings did not route them to queues because the runtime topic routing state was incomplete.
October 22, 2026
by Vamsi Krishna Gude
· 1,718 Views
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Introducing senro: A Pipeline Engine You Program in Go
senro is a new open-source pipeline engine where the pipeline is a Go program, not YAML. Run it locally, in containers, on Kubernetes, or over SSH.
October 21, 2026
by Xavier Portilla Edo DZone Core CORE
· 1,494 Views
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How to Keep AI Agents From Going Rogue Using Docker Sandbox
AI agents are powerful because they can autonomously plan and use tools. Sandboxes provide guardrails by isolating agents and restricting what they can access or execute.
October 21, 2026
by Siri Varma Vegiraju DZone Core CORE
· 2,024 Views
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Data Integration Landscape 2026: Event Streaming, API, and Batch in the Era of Agentic AI
Why event-driven architecture belongs at the center of enterprise integration, and how every major vendor maps across three paradigms.
October 20, 2026
by Kai Wähner DZone Core CORE
· 2,563 Views · 2 Likes
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OwlVigil Open-Sources Its Go SDK for Enterprise AI
Discover OwlVigil's open-source Go SDK for integrating AI gateway APIs, model routing, cost management, access control, and observability.
October 20, 2026
by Jake Tao
· 1,211 Views
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Testing Java and Spring Applications With Kotlin: Low-Risk to Adoption
The low-risk path to Kotlin adoption: write tests for your Java and Spring Boot app in Kotlin with JUnit, MockK, and Kotest. No production changes needed.
October 20, 2026
by Aniket Bhattacharyea
· 2,175 Views · 3 Likes
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Engineering Audit-Ready Data Pipelines for Regulatory Reporting
Build traceable, audit-ready regulatory data pipelines with immutable data, reconciliation, lineage, and human approval.
October 19, 2026
by SUNILKUMAR REDDY Eraganeni
· 1,047 Views · 1 Like
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Why 200 OK Is the Most Dangerous Lie in Enterprise Integration
A 200 OK can hide failed CRM or ERP updates. Learn how to build MuleSoft APIs that truthfully report completed, pending, and failed business outcomes.
October 19, 2026
by Manjeera Chanda
· 958 Views · 1 Like
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Hot-Reloading Kubernetes Secrets and ConfigMaps in Go With mamori (No Pod Restarts)
Stop running kubectl rollout restart. mamori watches Secrets and ConfigMaps with native informers and reconciles changes into your running Go process.
October 19, 2026
by Xavier Portilla Edo DZone Core CORE
· 1,193 Views
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Node and Capacity Spillover: What Happens When Kubernetes Runs Out of Room
A pod stuck in Pending isn't broken; it's just out of room. Here's why that happens even with spare capacity, and how to design around it.
October 15, 2026
by Kishor Patil
· 1,495 Views · 2 Likes
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Global Setup in Playwright TypeScript for API Testing
Learn how to use Global Setup in Playwright TypeScript to create test data, seed the database, and prepare test environments before executing your test suite.
October 15, 2026
by Faisal Khatri DZone Core CORE
· 1,700 Views
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Azure Key Vault Secrets That Reconcile Themselves in Go, With mamori
Your Go service resolved the Key Vault secret once at boot. mamori watches Key Vault and reconciles new versions into the running process, no restart.
October 14, 2026
by Xavier Portilla Edo DZone Core CORE
· 1,192 Views
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How to Test PUT, PATCH, and DELETE API Requests Using Playwright TypeScript
Learn how to test PUT, PATCH, and DELETE API requests in Playwright TypeScript, including code examples for updating and deleting data.
October 14, 2026
by Faisal Khatri DZone Core CORE
· 1,912 Views · 1 Like
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Rotate AWS Secrets Manager Secrets Without Restarting Your Go Service, With mamori
Secrets Manager rotates your password; your Go service never notices. mamori watches Secrets Manager and Parameter Store and reconciles rotations live.
October 14, 2026
by Xavier Portilla Edo DZone Core CORE
· 1,550 Views · 2 Likes
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Introducing mamori: Typed, Watchable Config and Secrets for Go
mamori is an open-source Go library that loads config and secrets from 30+ sources into typed, validated structs and keeps them reconciled at runtime.
October 14, 2026
by Xavier Portilla Edo DZone Core CORE
· 1,200 Views
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"Works on My Machine" Is an Architecture Problem
"Works on my machine" exposes architectural gaps in reproducibility, dependency control, runtime consistency, and environment-aware system design.
October 13, 2026
by Uthej Mopathi DZone Core CORE
· 1,906 Views · 1 Like
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Builder Pattern + Faker in API Test Automation Using Playwright With TypeScript
Learn how to use the Builder Pattern with the Faker library in API Test automation with Playwright and TypeScript to generate dynamic test data.
October 13, 2026
by Faisal Khatri DZone Core CORE
· 2,100 Views
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When One Docker Swarm Replica Became Unreachable Over an Overlay Network: A Production Case With Traefik
One Docker Swarm replica became unreachable to Traefik over the overlay network, while the service remained available through its healthy replica.
October 13, 2026
by Denis Tiumentsev
· 1,583 Views · 1 Like
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Your Visual Regression Suite Is Mostly Testing Anti-Aliasing
Visual regression testing flags mostly noise, not bugs. A semantic, CI-safe approach that verifies what a rendered frame means, not whether its pixels changed.
October 13, 2026
by Ridhdhi Desai
· 1,422 Views
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