Testing, Tools, and Frameworks Resources

Proactive vs Reactive: Rethinking Your AWS Monitoring Approach

Dynamic AWS environments require both reactive and proactive monitoring approaches for secure and reliable operations. Learn about their differences and best practices.

November 14, 2025

by Igboanugo David Ugochukwu

CORE

· 3,136 Views · 1 Like

When Memory Overflows: Too Many ApplicationContexts in Spring Integration Tests

Spring Boot makes integration testing incredibly convenient: you have the entire application up and running in your test. But sometimes you can see memory usage spikes.

November 13, 2025

by Constantin Kwiatkowski

· 4,579 Views · 7 Likes

The Terraform State Locking Migration You Need to Know About: Moving Beyond DynamoDB

What's happening: HashiCorp is deprecating DynamoDB-based state locking for Terraform's S3 backend. Native S3 locking is the new standard.

November 12, 2025

by kazeem mohammed

· 3,875 Views · 2 Likes

GitLab CI/CD for Tenant-Specific ML Governance: Automating Model Registries in Databricks Unity Catalog on AWS

Automate multi-tenant ML governance in Databricks with GitLab CI/CD, ensuring secure, compliant model registration, validation, and deployment.

November 12, 2025

by Ankur Mahida

· 16,310 Views · 4 Likes

The Exponential Price of Neglecting Modern Web Application Testing

Stop the Hidden Costs: Critical failures like browser breaks and load meltdowns happen because testing is treated as an afterthought.

November 10, 2025

by Ankit Kumar

· 9,560 Views · 1 Like

A Practical Guide to Modernizing Data Serving Architectures Using DBSQL

Learn how we replaced our traditional RDS serving layer with direct lakehouse querying to improve performance, reduce cost, and achieve real-time data freshness.

November 6, 2025

by PRAVEEN DOOTAGANI

· 2,829 Views

Improving Developer Productivity With End-to-End GenAI Enablement

Build an end-to-end developer enablement hub locally with GenAI, automating everything from requirements to deployment to boost productivity and streamline workflows.

October 30, 2025

by Nabin Debnath

· 2,593 Views · 2 Likes

Building a New Testing Mindset for AI-Powered Web Apps

Learn about AI-powered testing strategies to ensure your intelligent systems are reliable, ethical, and aligned with business goals.

October 30, 2025

by Kailash Pathak

CORE

· 2,222 Views · 2 Likes

Building Secure Software: Integrating Risk, Compliance, and Trust

Software is the backbone of digital business, but as systems grow more connected, risks multiply. Enterprises need security built into the software itself.

October 28, 2025

by Akash Gupta

· 2,935 Views · 2 Likes

Unlocking Scalable Data Lakes: Building With Apache Iceberg, AWS Glue, and S3

Apache Iceberg + AWS Glue + S3 bring ACID, schema evolution, and time travel to data lakes—fixing schema drift, small files, and cost sprawl at enterprise scale.

October 28, 2025

by Vivek Venkatesan

· 3,860 Views · 1 Like

Understand and Optimize AWS Aurora Global Database

The default settings in AWS Aurora Global may not work for everyone. This article explains various settings and their implications in availability and consistency.

October 28, 2025

by Subhash Kovela

· 1,827 Views · 1 Like

Enterprise-Grade Document Intelligence: Cloud Big Data AI With YOLOv9 and Spark on AWS

Automate document analysis with YOLOv9, Apache Spark, and AWS. Boost speed, accuracy, and fraud detection across finance, healthcare, insurance, and more.

October 27, 2025

by Ram Ghadiyaram

CORE

· 2,543 Views · 4 Likes

From Distributed Monolith to Composable Architecture on AWS

Learn in this article how to fix distributed monoliths with Domain-Driven Composable Architecture and build independent, composable microservices on AWS.

October 24, 2025

by Elakkiya Daivam

· 8,634 Views · 1 Like

Performance Testing 101: A Beginner's Guide to Building Robust Applications

This guide provides a practical, step-by-step introduction to performance testing to ensure applications can handle real-world user loads without failing.

October 24, 2025

by Arkadii Osheev

· 2,368 Views · 3 Likes

Evolving Golden Paths: Upgrades Without Disruption

Keep your golden paths evolving — with semantic versioning, automation, and empathy — to drive innovation without breaking developer flow.

October 23, 2025

by Josephine Eskaline Joyce

CORE

· 14,226 Views · 3 Likes

Fundamentals of Logic Hallucinations in AI-Generated Code

Learn how AI tools can generate logical errors in code, tests, and architecture, and discover ways to detect and prevent these hallucinations.

October 23, 2025

by Stelios Manioudakis

CORE

· 9,111 Views · 2 Likes

What Is End-to-End Testing?

Learn end-to-end testing, including its definition, goals, stages, timing, and a practical example, to ensure complete software workflow validation.

October 22, 2025

by Faisal Khatri

CORE

· 2,981 Views · 4 Likes

Next-Gen DevOps: Rule-Based AI Auto-Fixes for PMD, Veracode, and Test Failures

Learn how to build self-healing CI/CD pipelines that fix minor code issues automatically, reduce developer toil, and keep your DevOps flow fast and reliable.

October 21, 2025

by Sivasai Nadella

· 2,661 Views

Automating Storage Tiering and Lifecycle Policies in AWS S3 Using Python (Boto3)

You can save money on AWS S3 by using Python scripts to automatically move files between storage classes based on how often you access them.

October 21, 2025

by Arjun Mullick

· 2,560 Views

Should You Use Azure Data Factory?

Yes for most ETL scenarios, ADF handles data movement, basic transformations, and scheduling well, just don't expect it to replace custom code for complex business logic.

October 20, 2025

by Sohag Maitra

· 6,381 Views

The Latest Testing, Tools, and Frameworks Topics