Testing, Tools, and Frameworks Resources

Integrating AWS With Okta for Just-in-Time (JIT) Access: A Practical Guide From the Field

Static IAM users, login roles were killing our security posture and slowing everyone down. So we wired Okta and AWS with SAML and Okta Workflows for JIT access.

November 17, 2025

by Sanjay Kurra

· 4,393 Views · 3 Likes

5 Agent CI/CD Evaluation Best Practices

5 lessons for AI agent evaluations we've learned the hard way: utilizing soft failures, automatic retries, explanations, avoiding flaky tests, and localized triggers.

November 14, 2025

by Lior Gavish

· 1,605 Views · 1 Like

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

· 3,001 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

· 4,346 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

· 3,736 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

· 16,118 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

· 9,428 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

· 2,696 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

· 2,531 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

· 2,121 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

· 2,884 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

· 3,297 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

· 1,793 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

· 2,493 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

· 8,461 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

· 2,288 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

· 13,926 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

· 8,970 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

· 2,945 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

· 2,601 Views

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