Testing, Tools, and Frameworks Resources

Scaling Azure Microservices for Holiday Peak Traffic Using Automated CI/CD Pipelines and Cost Optimization

Automate Azure microservice scaling with CI/CD, AKS, and IaC for cost-effective, error-free holiday peak traffic handling.

May 30, 2025

by Prabhu Chinnasamy

· 5,985 Views · 52 Likes

Is Low Code the Developer's Ally or Replacement? Debunking Myths and Misconceptions

Low-code complements developers by automating routine tasks while preserving their essential role in architecture and complex problem-solving.

May 30, 2025

by Vinish Kapoor

· 3,810 Views · 4 Likes

When Airflow Tasks Get Stuck in Queued: A Real-World Debugging Story

Fixed Airflow 2.2.2 tasks stuck in "queued" state by backporting a patch from v2.6.0, optimizing scheduler config, and deploying temporary workarounds.

May 29, 2025

by Gurmeet Saran

· 8,364 Views · 4 Likes

Comparing Managed Postgres Options on The Azure Marketplace

Azure offers several managed Postgres services designed for a variety of use cases. In this article, we review the key differences among them.

May 28, 2025

by Carlota Soto

· 4,960 Views · 2 Likes

How to Use AWS Aurora Database for a Retail Point of Sale (POS) Transaction System

Using Aurora, AWS's managed, highly scalable relational database, for a POS transaction system ensures efficient scaling to handle high transaction volumes.

May 28, 2025

by Spurthi Jambula

· 4,870 Views · 2 Likes

Optimizing Serverless Computing with AWS Lambda Layers and CloudFormation

Learn how AWS Lambda Layers and CloudFormation simplify serverless computing by managing dependencies and automating infrastructure provisioning.

May 27, 2025

by Srinivas Chippagiri

CORE

· 17,656 Views · 3 Likes

Distributed Consensus: Paxos vs. Raft and Modern Implementations

In this post we'll explore the fundamentals of distributed consensus, compare Paxos and Raft, and examine recent implementations like Kafka Raft.

May 23, 2025

by narendra reddy sanikommu

· 5,924 Views · 2 Likes

Modern Test Automation With AI (LLM) and Playwright MCP

Learn how GenAI and Playwright MCP transform QA with natural language test creation, self-healing scripts, dynamic flows, and seamless browser automation.

May 23, 2025

by Kailash Pathak

CORE

· 22,452 Views · 7 Likes

Enforcing Architecture With ArchUnit in Java

In this article, we will discuss implementing architectural rules in code using ArchUnit, emphasizing its effectiveness over traditional documentation.

May 21, 2025

by Gunter Rotsaert

CORE

· 7,914 Views · 8 Likes

Driving DevOps With Smart, Scalable Testing

DevOps thrives on fast, reliable releases — and that means better testing. Automation across APIs, code, and E2E flows helps catch bugs early and ship confidently.

May 21, 2025

by Dima Kramskoy

· 4,014 Views

Building Reliable LLM-Powered Microservices With Kubernetes on AWS

This article explores how to design, build, and deploy reliable, scalable LLM-powered microservices using Kubernetes on AWS, covering best practices for infrastructure.

May 20, 2025

by Rajarshi Tarafdar

· 6,385 Views · 2 Likes

AI-Driven Test Automation Techniques for Multimodal Systems

Learn how AI-powered test automation improves reliability and efficiency in multimodal AI systems by addressing complex testing challenges effectively.

May 19, 2025

by Gaurav Sharma

· 3,941 Views · 5 Likes

Unit Testing Large Codebases: Principles, Practices, and C++ Examples

This guide shares best practices for writing scalable unit tests in large C++ codebases, covering dependency injection, Google Test, and Google Mock.

May 16, 2025

by Smarth Behl

· 5,611 Views · 2 Likes

Debugging With Confidence in the Age of Observability-First Systems

Test Automation supports observability-first teams by enabling faster defect triage, smarter debugging and resilient deployments in complex environments.

May 16, 2025

by Harini Shankar

· 2,704 Views

Accelerating Debugging in Integration Testing: An Efficient Search-Based Workflow for Impact Localization

Parallelized 5-Point Adaptive Search boosts debugging in CI/CD by rapidly finding failing builds using parallelism and early test result analysis.

May 16, 2025

by Arun Vishwanathan

· 3,251 Views · 1 Like

AWS to Azure Migration: A Cloudy Journey of Challenges and Triumphs

Migrating from AWS to Azure isn’t a simple swap — it needs planning, testing, and adaptation, from cost benefits to Microsoft integration.

May 15, 2025

by Abhi Sangani

· 5,680 Views

How To Develop a Truly Performant Mobile Application in 2025: A Case for Android

High-performance Android apps require optimizing memory, load times, network, and device compatibility to create seamless, responsive user experiences.

May 14, 2025

by Farhana Haque

· 3,271 Views

Beyond Code Coverage: A Risk-Driven Revolution in Software Testing With Machine Learning

Machine learning-driven, risk-based testing targets critical risks, automates test selection, and improves software reliability.

May 14, 2025

by Gopinath Kathiresan

· 4,494 Views · 2 Likes

A Simple, Convenience Package for the Azure Cosmos DB Go SDK

Learn about cosmosdb-go-sdk-helper: Simplify Azure Cosmos DB operations with Go. Features auth, queries, error handling, metrics, and Azure Functions support.

May 14, 2025

by Abhishek Gupta

CORE

· 3,976 Views · 1 Like

Comprehensive Guide to Property-Based Testing in Go: Principles and Implementation

Write effective property-based tests, integrate them with your existing Go testing infrastructure, and leverage advanced techniques to ensure your code’s reliability.

May 12, 2025

by Sajith Narayanan

· 6,173 Views · 3 Likes

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