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The Latest Testing, Deployment, and Maintenance Topics

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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
· 2,329 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
· 2,323 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
· 3,969 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
· 2,681 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
· 2,419 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
· 3,560 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
· 3,510 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
· 4,249 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
· 4,963 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
· 2,613 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
· 2,621 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
· 3,281 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
· 2,421 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
· 3,187 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
· 2,858 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
· 4,510 Views · 1 Like
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Benchmarking Storage Performance (Latency, Throughput) Using Python
Benchmarking AWS S3 with Python reveals latency and throughput differences across storage classes, helping you balance speed, cost, and reliability.
August 26, 2025
by Arjun Mullick
· 6,175 Views · 1 Like
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A Comparative Analysis of GitHub Copilot and Copilot Agent: Architectures, Capabilities, and Impact in Software Development
Explore how GitHub Copilot and Copilot Agent enhance software development—from smart code completion to autonomous project-wide refactoring and testing.
August 26, 2025
by Devdas Gupta
· 14,701 Views · 6 Likes
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Zero-Latency Data Analytics for Modern PostgreSQL Applications
Learn in this article how to set up Amazon RDS for PostgreSQL zero-ETL integration with Amazon Redshift for near-real-time analytics using the AWS CLI.
August 26, 2025
by Harpreet Kaur Chawla
· 2,775 Views · 2 Likes
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The Benefits of AI Micromanagement
Feeding AI relevant, structured context turns generic advice into targeted, high-impact solutions. See in this article how context quality shapes results.
August 26, 2025
by Stefan Wolpers DZone Core CORE
· 1,970 Views · 4 Likes
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