Testing, Tools, and Frameworks Resources

A guide comparing Fixture and Lazy patterns in test automation, showing how on-demand object creation improves performance and scalability in Playwright frameworks.

February 11, 2026

by Kailash Pathak

CORE

· 2,032 Views

Shift-Left QA With Octopus Deploy: Orchestrating Katalon Tests in Your Pipeline

Integrate Octopus Deploy with Katalon to automate UI and API testing, gate releases, publish reports, and improve deployment reliability across environments.

February 11, 2026

by Shalini Sudarsan

· 1,496 Views

Visualizing Exposure Bias Using Simulation

Learn how exposure bias in A/B tests can skew results and how visualization helps detect sample imbalances before interpreting lift.

February 10, 2026

by Aneesh K Sajan

· 910 Views

Query-Aware Retrieval Routing for Analytics on AWS: When to Use Redshift, OpenSearch, Neptune, or Cache

Use a query router for LLM analytics — Redshift (KPIs), OpenSearch (definition), Neptune (lineage), and Cache (repeats) — to improve accuracy, latency, and costs.

February 10, 2026

by Anusha Kovi

CORE

· 998 Views · 1 Like

The New Testing Pattern: Standardizing Regression for Cloud Migrations

Migrating legacy monolithic systems to the cloud is risky. Here is a proven pattern for automating regression testing at scale by replaying production traffic.

February 9, 2026

by Dippu Kumar Singh

· 846 Views

Building a Self-Healing Observability System with AWS Bedrock AgentCore

This article explains how to build a self-healing observability system with AWS Bedrock AgentCore using AI agents to analyze and remediate infrastructure issues.

February 9, 2026

by Lakshmi Narayana Rasalay

· 1,531 Views

Model Context Protocol Vs Agent2Agent: Practical Integration with Enterprise Data

MCP is production-ready for LLM-to-tool integration; A2A enables emerging multi-agent collaboration. They complement, not compete, and neither replaces Spark or Airflow.

February 9, 2026

by Ram Ghadiyaram

CORE

· 1,391 Views · 1 Like

Hybrid Vector Graph with AI Agents for Software Test Case Creation

This article shows how multi-agent, vector-graph systems automate test creation, cutting manual effort while increasing coverage.

February 6, 2026

by Mohanakrishnan Hariharan

· 846 Views

UX Research in the Age of AI: From Validation to Anticipation

In the age of AI, UX Research must evolve from validation to proactive problem framing. Researchers who study trust, inclusion, and intent shape AI that works for people.

February 4, 2026

by Priyanka Kuvalekar

· 424 Views

Automating Lift-and-Shift Migration at Scale

Moving 100+ servers to the cloud manually is a recipe for disaster. Here is an architectural pattern for building an automated Migration Factory.

February 4, 2026

by Dippu Kumar Singh

· 658 Views

Selenium Test Automation Challenges: Common Pain Points and How to Solve Them

Selenium adoption is easy; scaling is hard. Use explicit waits, Page Object Model, and stable locators. Treat test infrastructure as a real engineering investment.

February 2, 2026

by Oliver Howard

· 1,270 Views · 2 Likes

From Test Automation to Autonomous Quality: Designing AI Agents for Data Validation at Scale

Autonomous quality uses AI agents to detect subtle data behavior shifts early, scaling trust beyond what traditional test automation can achieve.

February 2, 2026

by Sandip Gami

· 2,802 Views · 3 Likes

Testcontainers Explained: Bringing Real Services to Your Test Suite

Testcontainers enables realistic integration testing with broad language support while balancing fidelity, performance, and nuanced adoption strategies.

January 30, 2026

by Ammar Husain

CORE

· 1,540 Views · 2 Likes

Automating TDD: Using AI to Generate Edge-Case Unit Tests

This article demonstrates a "Threat-Model-First" workflow where we use AI not just to write code, but to aggressively attack our logic before we implement it.

January 30, 2026

by Nikita Kothari

· 1,947 Views

Automating AWS Glue Infra and Code Reviews With RAG and Amazon Bedrock

Automate AWS Glue reviews with infra-first RAG governance, enforcing enterprise standards, reducing manual work, and shifting checks left.

January 29, 2026

by pooja chhabra

· 1,806 Views

2 Hidden Bottlenecks in Large-Scale Azure Migrations

Moving a massive on-premise system to the cloud isn't just about copying VMs. Here is how to overcome the two hidden performance killers.

January 28, 2026

by Dippu Kumar Singh

· 2,066 Views

An Introduction to the Four Pillars of Observability

The blog introduces you to the four pillars of observability, AWS and Azure cloud-native services, and ROI to help in architects and engineer's quest for system clarity.

January 27, 2026

by Akash Lomas

· 1,446 Views

Feature Flags and Safe Rollouts With Azure App Configuration for Large SPA Teams

Feature flags and safe rollouts with Azure App Configuration for large SPA teams, hands-on setup, core principles, TypeScript code for backend and frontend.

January 22, 2026

by Hanna Labushkina

· 1,694 Views

An Automated Inventory Pattern for Managing AWS EC2

Here is a practical automation pattern using Python, Boto3, and Pandas to visualize your AWS EC2 inventory without expensive SaaS tools.

January 21, 2026

by Dippu Kumar Singh

· 1,684 Views

Unit Testing SQL Queries Across Multiple Database Platforms

A practical guide with SQL Testing Library and type-safe contracts using Pydantic models that validate types, constraints.

January 14, 2026

by Gurmeet Saran

· 8,577 Views · 3 Likes

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