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The Latest Testing, Deployment, and Maintenance Topics

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Think in Graphs, Not Just Chains: JGraphlet for TaskPipelines
JGraphlet is a tiny, zero-dependency Java library for building task pipelines. It uses a graph model where you define tasks as nodes and connect them.
September 22, 2025
by Shaaf Syed
· 1,873 Views · 1 Like
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Distributed Cloud-Based Dynamic Configuration Management
This article is about creating dynamic configurations and efficiently reloading them with a cache to avoid charges for excessive calls.
September 19, 2025
by Alankrit Kharbanda
· 3,419 Views · 1 Like
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7 API Integration Patterns: REST, gRPC, SSE, WS, and Queues
There are multiple API integration patterns. Today, I will compare seven of them across ten axes and dive deep into where they will shine.
September 19, 2025
by Bartłomiej Żyliński DZone Core CORE
· 2,763 Views · 3 Likes
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LLMs for Debugging Code
Learn how LLMs can analyze code, assist in debugging workflows, and where their current limitations open space for future innovation.
September 18, 2025
by Surya Teja Appini
· 4,809 Views · 3 Likes
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Disabling UseNUMA Flag When CPU and Memory Node Misalign in JDK
In this blog, I share why we should disable UseNUMA flag in JDK in case both CPU and memory node misalign. Please go through the blog for details.
September 18, 2025
by Swati Sharma
· 2,805 Views
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Blueprint for Agentic AI: Azure AI Foundry, AutoGen, and Beyond
Azure AI Foundry and AutoGen enable scalable, collaborative AI agents that automate complex tasks with minimal human effort.
September 18, 2025
by Anand Singh
· 4,445 Views · 1 Like
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Remote Android Management: A Step-by-Step Guide
Learn to build a reliable, subtle, and invisible tool to wirelessly control the volume of an Android phone using your computer and a Python script.
September 18, 2025
by Sergei Shaikin
· 2,116 Views · 2 Likes
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Development of System Configuration Management: Summary and Reflections
Custom-built SCM enhances infrastructure reproducibility and automation, but persistent challenges require continuous architectural improvements and smarter decisions.
September 18, 2025
by Georgii Kashintsev
· 2,199 Views · 1 Like
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Enable AWS Budget Notifications With SNS Using AWS CDK
Learn how to set up AWS Budget notifications with SNS using AWS CDK in TypeScript, including gotchas around IAM and KMS policies.
September 17, 2025
by Jeroen Reijn DZone Core CORE
· 2,917 Views · 2 Likes
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Building a Platform Abstraction for EKS Cluster Using Crossplane
Build Crossplane abstractions that let your devs request EKS clusters without writing infrastructure code. Create XRD and composition to hide details.
September 17, 2025
by Ramesh Sinha
· 4,339 Views · 2 Likes
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Terraform Compact Function: Clean Up and Simplify Lists
The compact() function ensures that only valid, non-null elements are included, helping prevent runtime errors during the apply phase.
September 17, 2025
by Mariusz Michalowski
· 3,660 Views · 6 Likes
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Development of System Configuration Management: Performance Considerations
Integrated caching in Consul greatly improved SCM config delivery speed, using goroutines and checksums to reduce load, though deployment latency initially increased.
September 17, 2025
by Georgii Kashintsev
· 2,050 Views · 1 Like
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Mastering Fluent Bit: Top 3 Telemetry Pipeline Input Plugins for Developers (Part 6)
This intro to mastering Fluent Bit covers handy tips and tricks for speeding up the inner development loop when integrating telemetry pipelines.
September 17, 2025
by Eric D. Schabell DZone Core CORE
· 2,178 Views · 3 Likes
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How to Migrate from Java 8 to Java 17+ Using Amazon Q Developer
Learn how Amazon Q developer is speeding up application modernization and other benefits it offers to enterprises and developers
September 16, 2025
by Prabhakar Mishra
· 3,953 Views · 1 Like
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Implementing a Weekly Release Cycle for Mobile Apps
Weekly app updates aren’t just fast, they’re smart. With automation, testing, and feedback loops, top apps like Calm and Spotify keep improving without chaos.
September 16, 2025
by Mohammad Al-Rasheed
· 2,942 Views · 1 Like
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Multi-Agent (Multi-Function) Orchestration With AWS Step Functions
Learn about multi-agent (multi-function) orchestration with AWS step functions, which helps to orchestrate the different functionalities to work as a task.
September 16, 2025
by Prabhakar Mishra
· 3,083 Views
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From Laptop to Cloud: Building and Scaling AI Agents With Docker Compose and Offload
AI agents need more than one service. Docker Compose keeps them simple to run, and Docker Offload shifts workloads to cloud GPUs.
September 15, 2025
by Pragya Keshap
· 7,428 Views · 4 Likes
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Shifting Left in Software Testing: Integrating AI-Driven Early Defect Detection into Agile Development Workflows
Integrating AI-driven "Shift Left" testing into Agile workflows helps teams detect software defects early, reducing costs, and boosting customer satisfaction.
September 12, 2025
by Gopinath Kathiresan
· 16,160 Views · 1 Like
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Demystifying Kubernetes on AWS: A Comparative Analysis of Deployment Options
AWS offers six distinct Kubernetes deployment options. Your choice should align with your operational preferences, existing investments, and expertise.
September 12, 2025
by Aruun Kumar
· 3,256 Views · 2 Likes
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Optimizing Cost and Carbon Footprint With Smart Scaling on AWS: Part 2
Move beyond queue-length-based scaling and use custom metrics for granular control and build smart triggers for scaling.
September 11, 2025
by Varun Dixit
· 2,592 Views · 2 Likes
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