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The Latest Testing, Deployment, and Maintenance Topics

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What Actually Breaks During Large-Scale S/4HANA Conversions (And How to Prevent It)
S/4HANA migrations break custom ABAP code and interfaces unless you proactively refactor code, SQL, and integrations to support the new data model and semantics.
March 3, 2026
by Deepika Paturu
· 1,399 Views
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Open-Source GitOps at the Edge: Deploying to Thousands of Clusters With Rancher Fleet
Establish GitOps-driven CI/CD pipelines to create zero-downtime deployments across thousands of edge locations with automated rollbacks.
March 3, 2026
by Prakash Velusamy
· 1,120 Views
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AWS Step Functions + AI: Smarter Orchestration in Modern Applications
Learn to combine AWS Step Functions with Generative AI for scalable orchestration, featuring architecture patterns and code examples
March 2, 2026
by Jubin Abhishek Soni DZone Core CORE
· 1,665 Views
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Cost Is a Distributed Systems Bug
Cloud systems scale — but unchecked, they can bankrupt you. Measure, automate, and optimize costs to keep your infrastructure resilient and your budget intact.
March 2, 2026
by David Iyanu Jonathan
· 2,070 Views
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Kubernetes for DevOps Engineers: Mastering Modern Patterns
Kubernetes v1.35 marks a turning point: cgroups v1 is deprecated, Ingress-NGINX is retiring, and Gateway API becomes the ingress standard.
March 2, 2026
by Parthiban Rajasekaran
· 1,187 Views · 1 Like
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Hands-On with Azure Local via the Azure Portal
This guide explains how to deploy LocalBox with Azure Bicep and create Azure VMs, covering setup, networking, images, and deployment without physical hardware.
March 2, 2026
by Sanjeev Kumar
· 1,412 Views
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Code Rewriting With AI and TDD
Exploring the use of TDD and AI to rewrite projects with architectural debt, and how TDD in these cases can be a guardrail against hallucinations.
March 2, 2026
by Baubak Gandomi
· 2,141 Views
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Mastering the AWS Well-Architected AI Stack: A Deep Dive into ML, GenAI, and Sustainability Lenses
Use AWS’s ML, GenAI, and Sustainability lenses together to build AI systems that are production-ready, governed, cost-efficient, and energy-efficient.
February 27, 2026
by Jubin Abhishek Soni DZone Core CORE
· 1,728 Views · 1 Like
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Why Retries Are More Dangerous Than Failures
Retries can amplify failures into outages. Use backoff, circuit breakers, idempotency, load shedding, and observability to keep systems stable under pressure.
February 27, 2026
by David Iyanu Jonathan
· 2,490 Views
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Big Cloud Still Runs Most Containers on VMs; What Does that Mean for the Rest of Us?
While many developers run containers on bare metal in development, in production, it's almost all VMs. What does this mean for the broader cloud landscape?
February 27, 2026
by Chris Ward DZone Core CORE
· 1,739 Views
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Unified Intelligence: Mastering the Azure Databricks and Azure Machine Learning Integration
Bridge the gap between Big Data and production ML. Learn to integrate Azure Databricks with Azure Machine Learning for a seamless, scalable end-to-end MLOps workflow.
February 27, 2026
by Jubin Abhishek Soni DZone Core CORE
· 1,290 Views
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AWS Bedrock vs. SageMaker: Choosing the Right GenAI Stack in 2026
Deciding between Bedrock's serverless ease and SageMaker's deep control? This guide breaks down the 2026 AWS GenAI landscape for you.
February 26, 2026
by Jubin Abhishek Soni DZone Core CORE
· 1,444 Views · 1 Like
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Terraform AWS Provider Explained Like You’re Five (With Real Code)
Terraform is an Infrastructure as Code tool that allows teams to define AWS infrastructure using declarative configuration files instead of manual console clicks.
February 26, 2026
by Ankush Madaan
· 1,439 Views
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Zero-Trust Cross-Cloud: Calling AWS From GCP Without Static Keys Using MultiCloudJ
This guide demonstrates exchanging Google ID tokens for temporary AWS STS credentials to enable secure, zero-trust communication between clouds using MultiCloudJ.
February 26, 2026
by Sandeep Pal
· 1,371 Views · 3 Likes
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Mastering GitHub Copilot in VS Code: Ask, Edit, Agent and the Build–Refine–Verify Workflow
GitHub Copilot in VS Code isn’t “just autocomplete.” It’s a set of interaction modes — Ask, Edit, and Agent in the Chat Panel.
February 26, 2026
by Hanna Labushkina
· 2,655 Views
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A Unified Framework for SRE to Troubleshoot Database Connectivity in Kubernetes Cloud Applications
Troubleshoot Kubernetes database connectivity using a layered diagnostic framework and achieve rapid root-cause identification and production stability.
February 25, 2026
by Prakash Velusamy
· 3,086 Views
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Cagent: Dockers newest low code Agentic Platform
Docker’s cagent is a new open-source, low-code/ YAML-centric AI agent builder and runtime. Instead of writing code, you describe agents and cagent runs them.
February 25, 2026
by Siri Varma Vegiraju DZone Core CORE
· 1,707 Views
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Edge Computing's Infrastructure Problem: What Two Years of Factory Visits Actually Revealed
Most edge computing remains cloud-dependent, with genuine use cases limited to strict latency or connectivity needs — making it more marketing than architecture.
February 25, 2026
by Igboanugo David Ugochukwu DZone Core CORE
· 1,509 Views · 2 Likes
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How to Configure JDK 25 for GitHub Copilot Coding Agent
Set JDK 25 for the GitHub Copilot coding agent so it can build and test Java 25 projects while working on your tasks.
February 25, 2026
by Bruno Borges
· 2,230 Views · 2 Likes
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How to Integrate an AI Chatbot Into Your Application: A Practical Engineering Guide
A practical engineering guide to integrating an AI chatbot into your application, covering architecture, backend flow, NLP handling, security, testing, and deployment.
February 24, 2026
by Manthan Bhavsar
· 1,451 Views
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