Testing, Deployment, and Maintenance Resources

When Kubernetes Says "All Green" But Your System Is Already Failing

Learn about how standard cluster observability misses the failure signals that matter most during real incidents, outages, and postmortems.

March 26, 2026

by Shamsher Khan

CORE

· 3,463 Views

Bringing AI Agents to Cloud Engineering: How Autonomous Operations Are Changing Reliability at Scale

AI agents turn cloud operations from reactive automation into adaptive systems by combining observability, autonomy, and engineering judgment.

March 26, 2026

by Arvind Gautam

· 102,900 Views

Data-Driven API Testing in Java With REST Assured and TestNG: Part 4

Learn how to perform data-driven API automation testing with Rest-Assured using JSON Files and TestNG's @DataProvider annotation.

March 26, 2026

by Faisal Khatri

CORE

· 3,677 Views

Data-Driven API Testing in Java With REST Assured and TestNG: Part 3

Learn how to perform data-driven API automation testing with Rest-Assured using CSV Files and TestNG's @DataProvider annotation.

March 25, 2026

by Faisal Khatri

CORE

· 3,492 Views · 1 Like

Mastering Serverless Architecture: Event-Driven Design with Azure Functions and Cosmos DB

A comprehensive guide to building serverless event-driven systems using Azure Functions and Cosmos DB, featuring real-world patterns.

March 25, 2026

by Jubin Soni, FBCS

CORE

· 1,892 Views

Agent-of-Agents Pattern: Enhancing Software Testing

Multi-agent AI validation replaces slow, costly full regression testing by intelligently selecting and running only the tests relevant to your code changes.

March 24, 2026

by Vineet Bhatkoti

· 4,919 Views · 1 Like

Data-Driven API Testing in Java With REST Assured and TestNG: Part 2

Learn how to perform data-driven API automation testing with REST Assured using Iterator and TestNG's @DataProvider annotation.

March 24, 2026

by Faisal Khatri

CORE

· 1,843 Views · 2 Likes

Building an Agentic AIOps Pipeline With IBM Storage Insights, n8n, and Elastic

Build an automated human-in-the-loop AIOps pipeline using n8n, Elastic, and AI to filter IBM Storage Insights alerts to reduce alert fatigue.

March 24, 2026

by Randhir Singh

· 1,227 Views

Why AI Agents Are the New Backbone of Software Quality

Agentic AI is turning QA from scripted execution into autonomous, risk-driven orchestration. Faster releases, smarter testing, but still guided by humans.

March 23, 2026

by Pavel Novik

· 1,808 Views

Shrink a Bloated Git Repository and Optimize Pack Files

This article walks you through why Git repos grow, how to find and remove hidden large files, and how to optimize pack files to get your repo back into shape.

March 23, 2026

by Shivi Kashyap

· 3,252 Views

Getting Started With Qwen Code for Coding Tasks

In this article, learn about Qwen Code, a terminal-based AI coding assistant optimized for Qwen3-Coder. Learn setup, commands, testing, and workflow tips.

March 23, 2026

by Gunter Rotsaert

CORE

· 1,734 Views

Kubernetes Scheduler Plugins: Optimizing AI/ML Workloads

Custom Kubernetes scheduler plugins improve GPU utilization by understanding GPU topology, workload types, and gang scheduling requirements.

March 20, 2026

by Varun Kumar Reddy Gajjala

· 6,945 Views

Stop Trusting Your RAG Pipeline: 5 Guardrails I Learned the Hard Way

RAG alone doesn’t stop hallucinations. I use five guardrails: relevance scoring, forced citations, NLI checks, staleness detection, and confidence scoring.

March 20, 2026

by Mayur Vekariya

· 4,776 Views

Toward Intelligent Data Quality in Modern Data Pipelines

Data quality goes beyond null checks. Learn how GenAI helps detect subtle issues, explain anomalies, and strengthen testing in modern data pipelines.

March 20, 2026

by Sireesha Pulipati

· 3,560 Views · 1 Like

From DLT to Lakeflow Declarative Pipelines: A Practical Migration Playbook

Migrating from DLT to Lakeflow is mostly an API refactor, swapping DLT for pipelines, separating streaming and materialized tables, and updating CDC logic.

March 19, 2026

by Seshendranath Balla Venkata

· 4,586 Views · 1 Like

Building MCP Hub for DevOps and CI/CD Pipelines

Model Context Protocol links AI with DevOps tools, automating code reviews, deployments, and security to speed up workflows and reduce manual work.

March 19, 2026

by Suman Basak

· 4,581 Views · 1 Like

Building Fault-Tolerant Spring Boot Microservices With Kafka and AWS

Build fault-tolerant Spring Boot microservices with Kafka using retries, DLTs, idempotency, and AWS Lambda for scalable, resilient event processing.

March 19, 2026

by Mallikharjuna Manepalli

· 4,111 Views

Automating IBM MQ Console (MQ Web Server) Startup Post-Server Reboot

This article provides simple steps to configure the IBM MQ Web Server for automatic startup as a system service on both Windows and Linux.

March 17, 2026

by Ram Kasivisvanathan

· 3,032 Views

Observability in AI Pipelines: Why “The System Is Up” Means Nothing

AI systems can be fully “up” yet behave unpredictably, expensively, or incorrectly. Observability must track job state, retries, token usage, and cost.

March 17, 2026

by Aditya Gupta

· 3,799 Views · 1 Like

How Multimodal AI Is Reshaping Kubernetes Workflows: Future-Proofing Your Platform

Kubernetes is becoming the backbone of multimodal AI — combining GPUs, smart schedulers, and model-serving tools to run text, image, etc., cost-effectively.

March 16, 2026

by Vamshidhar Parupally

· 3,996 Views

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