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The Latest Testing, Deployment, and Maintenance Topics

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Engineering for Uptime: Observability, Testing, and the Road to Rock-Solid Back-End Services
Uptime isn’t luck — it’s engineered. Build it with observability, smart alerts, solid tests, and blameless operations. Reliable systems don’t need heroes.
September 4, 2025
by Aakanksha Aakanksha
· 2,122 Views · 3 Likes
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CI/CD Is Not Enough: Stop Missing Test Failures With Intelligent Notifications
Learn how to turn test results into real-time, actionable alerts using Power Automate —no brittle scripts, just smart Teams notifications that drive visibility.
September 4, 2025
by Pradeepkumar Palanisamy
· 1,236 Views · 1 Like
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Developing a Nationwide Real-Time Telemetry Analytics Platform Using Google Cloud Platform and Apache Airflow
Designed a real-time telemetry analytics platform using GCP and Airflow to process 10TB+ daily data, reduce support escalations, and improve operational visibility.
September 3, 2025
by Sruthi Erra Hareram
· 2,827 Views · 2 Likes
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Observability for the Invisible: Tracing Message Drops in Kafka Pipelines
Kafka lag lies. Use Fluent Bit, OpenTelemetry, DLQs, and trace IDs to expose missing messages and harden observability in event-driven pipelines.
September 3, 2025
by Prakash Wagle
· 2,977 Views · 2 Likes
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Container Security Essentials: From Images to Runtime Protection
Secure containers with hardened images, secrets management, runtime monitoring, and automated policies. We will also look at some of the cool tools Docker provides.
September 3, 2025
by Siri Varma Vegiraju DZone Core CORE
· 3,548 Views · 2 Likes
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Stop Leaking Secrets: The Hidden Danger in Test Automation and How Vault Can Fix It
Hardcoded secrets in test automation can silently expose your systems. Let us see how to eliminate that risk using Vault for secure, dynamic credential management.
September 2, 2025
by Pradeepkumar Palanisamy
· 3,450 Views · 3 Likes
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Technical Deep Dive: Scaling GenAI-Enhanced SBOM Analysis from Trivy Fix to Enterprise DevSecOps
Discover how Trivy PR #9224 enables complete SBOM dependency mapping, powering GenAI-driven DevSecOps automation and millions in enterprise cost savings.
September 2, 2025
by Ravi Sastry Kadali
· 2,573 Views · 1 Like
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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
· 3,402 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
· 1,644 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
· 3,711 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
· 2,077 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
· 2,240 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
· 2,214 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
· 3,904 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
· 2,630 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
· 2,357 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
· 3,500 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
· 2,770 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
· 3,823 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
· 4,878 Views · 4 Likes
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