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The Latest Testing, Deployment, and Maintenance Topics

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Monitoring Java Microservices on EKS Using New Relic APM and Kubernetes Metrics
Monitor Java microservices on Amazon EKS using New Relic APM. Set up JVM agents, tune GC settings, and track Kubernetes metrics with dashboards and alerts.
September 2, 2025
by Praveen Chaitanya Jakku
· 3,861 Views · 2 Likes
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Modernizing Oracle Workloads With Real-Time Analytics
AWS now supports zero-ETL integration from Amazon RDS for Oracle to Redshift, enabling near-real-time analytics and machine learning without complex pipelines.
September 2, 2025
by Harpreet Kaur Chawla
· 1,957 Views · 1 Like
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Autonomous QA Testing With Playwright, LangGraph, and GPT-4o on AWS
In this article, learn to build a fully autonomous QA pipeline that writes, executes, and self-heals Playwright tests using LLMs.
September 2, 2025
by Rama Mallika Kadali
· 4,613 Views
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PII Leakage Detection and Measuring the Accuracy of Reports and Statements Using Machine Learning
Securing sensitive data and validating the correctness of reports and statements by checking for inconsistencies with machine learning capabilities.
September 2, 2025
by Malai Arasu Paneerselvam
· 2,288 Views · 4 Likes
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How to Use ALB as a Firewall in IBM Cloud
This article documents a simple approach on how you can implement outbound filtering capabilities in your VPC network by simply configuring your DNS and an ALB.
September 1, 2025
by Pari Biswas
· 2,450 Views · 1 Like
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From CloudWatch to Cost Watch: Cutting Observability Costs With Vector
Organizations must balance observability with cost, making scalable, cost-effective log pipelines essential for sustainable enterprise operations.
September 1, 2025
by Gaurav Mittal
· 2,448 Views · 2 Likes
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Top Metrics to Watch in Kubernetes
Explore the most impactful Kubernetes metrics that drive better observability, reduce downtime, and help teams scale clusters with confidence.
September 1, 2025
by Vibhuti Sharma
· 4,106 Views · 7 Likes
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Code That Isn’t Afraid of Change
In this article, you’ll find some personal observations and tips on how to keep a project alive and healthy over the years.
September 1, 2025
by Anton Belyaev
· 2,745 Views · 3 Likes
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The Statistical AI Parrot in Your Sprint
In this article, you will learn why artificial intelligence will not replace your Agile team and why ignoring it is a mistake.
September 1, 2025
by Stefan Wolpers DZone Core CORE
· 2,482 Views · 4 Likes
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The Death of Static Rules: Making Microservices Smart, Flexible and Easy to Change
Hardcoded rules are dead—externalize your microservice policies into JSON/YAML for faster updates, cleaner code, and AI-powered adaptability.
August 29, 2025
by Bharath Kumar Reddy Janumpally
· 3,622 Views · 1 Like
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Integration Testing AI Prompts With Ollama and Spring TestContainers
Spring TestContainers lets you easily test AI prompts in Spring Boot using real Ollama models with a simple annotation setup.
August 29, 2025
by Nguyen Phuc Hai
· 3,635 Views · 8 Likes
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Implementing Budget Policies and Budget Limits on Databricks
This guide walks us through the steps to implement Budget policies and Budget Policy limits on Serverless Compute in Databricks to account cost in an effective approach.
August 29, 2025
by Prasath Chetty Pandurangan
· 4,513 Views · 1 Like
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Development of System Configuration Management: Handling Exclusive Configurations and Associated Templates
This article details exclusive host configurations, API-based control, templating improvements, logging, metrics, and modular SCM design for flexible system management.
August 29, 2025
by Georgii Kashintsev
· 5,055 Views · 4 Likes
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Development of System Configuration Management: Building the CLI and API
This article covers advanced development of our custom SCM, focusing on CLI and API design, command execution, and YAML configuration templating.
August 28, 2025
by Georgii Kashintsev
· 2,713 Views · 5 Likes
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How Healthy Is Your Data in the Age of AI? An In-Depth Checklist to Assess Data Accuracy, Governance, and AI Readiness
This guide provides a complete checklist to assess, monitor, and improve data quality for AI success, ensuring accuracy, compliance, and long-term reliability.
August 28, 2025
by Sukanya Konatam
· 2,746 Views · 2 Likes
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Implementing Scalable IoT Architectures on Azure
Microsoft’s Azure IoT platform has emerged as a leading choice, powering innovative solutions across industries — from manufacturing floors to smart buildings.
August 27, 2025
by Bhimraj Ghadge
· 3,423 Views · 4 Likes
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Development of System Configuration Management: Working With Secrets, IaC, and Deserializing Data in Go
This article covers migrating to a new Go-based SCM. It evolved from basic to supporting IaC, secret management, and more, becoming a flexible infrastructure tool.
August 27, 2025
by Georgii Kashintsev
· 2,557 Views · 5 Likes
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Optimizing Docker Container Logging: Strategies for Scalability and Performance
Let's explore the significance of various logging types and their impact on selecting optimal solutions for scalable containerized applications.
August 27, 2025
by Muthukumar Kubendran
· 3,301 Views · 2 Likes
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Seamless Storage: Configuring Kubernetes PVC for Windows Shared Folders With SMB
Step-by-step guide to connect Kubernetes PVCs to Windows shared folders using SMB. Use csi-driver-smb to integrate legacy storage with scalable container apps.
August 27, 2025
by Thiago Loureiro
· 3,246 Views · 2 Likes
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Data Splits in Machine Learning: Training, Validation, and Test Sets
Proper data splitting in machine learning prevents leakage, reduces overfitting, and ensures reliable model performance for real-world deployment.
August 27, 2025
by Kacper Michalik
· 5,086 Views · 1 Like
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