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The Latest Testing, Tools, and Frameworks Topics

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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
· 822 Views
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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
· 1,497 Views · 2 Likes
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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
· 2,988 Views · 3 Likes
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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 DZone Core CORE
· 1,762 Views · 2 Likes
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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
· 2,420 Views
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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
· 2,049 Views
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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
· 2,268 Views
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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
· 1,693 Views
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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
· 1,884 Views
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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
· 1,939 Views
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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
· 8,929 Views · 3 Likes
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Supercharge AI Workflows on Azure: Remote MCP Tool Triggers + Your First TypeScript MCP Server
Remote MCP in Azure Functions exposes serverless tools for AI assistants, enabling scalable, cloud-native workflows with Azure services and bindings.
January 13, 2026
by Swapnil Nagar
· 2,271 Views · 1 Like
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Pragmatic Paths to On-Device AI on Android with ML Kit
Use ML Kit to add on-device AI (Text/Barcode/OCR, Object & Pose, Translation) with simple Kotlin APIs-fast, offline, private.
January 12, 2026
by Mohan Sankaran
· 2,376 Views · 6 Likes
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How to Build and Deploy an AI Agent on Kubernetes With AWS Bedrock, FastAPI and Helm
Learn how to build, containerize, and deploy a lightweight, cloud-native AI agent on Amazon EKS using FastAPI, AWS Bedrock, Docker, and Helm.
January 9, 2026
by Chandrasekhar Rao Katru
· 4,093 Views · 6 Likes
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From Code to Runtime: How AI Is Bridging the SAST–DAST Gap
A practical exploration of how AI connects static code vulnerabilities with their potential runtime exploitability in modern cloud-native applications
January 9, 2026
by Atish Kumar Dash
· 1,896 Views · 1 Like
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Building a Containerized Quarkus API and a CI/CD Pipeline on AWS EKS/Fargate with CDK
This project demonstrates a production-ready approach to deploying a containerized Quarkus API on AWS EKS/Fargate, leveraging Infrastructure as Code through the AWS CDK.
January 8, 2026
by Nicolas Duminil DZone Core CORE
· 2,506 Views · 1 Like
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RPA Validation in Life Sciences: 5 Pitfalls and How to Avoid Them
RPA in life sciences isn’t just about reducing costs or manual effort. It is about building bots that are up to regulations and scale globally.
January 7, 2026
by Venkatesh Kanneganti
· 1,442 Views · 1 Like
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Developer Tools That Actually Matter in 2026
The developer tools making real differences today are the ones solving the actual problems we face as developers every day.
January 6, 2026
by Vidyasagar (Sarath Chandra) Machupalli FBCS DZone Core CORE
· 9,282 Views · 3 Likes
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Effectively Managing AI Agents for Testing
Agentic AI can transform testing—but only if it’s controlled. Start small, add guardrails, integrate tools, and scale autonomy once reliability and cost are proven.
January 6, 2026
by John Vester DZone Core CORE
· 4,649 Views · 1 Like
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Beyond the Spec Sheet: Performance Tuning a Massive DWH Migration on AWS
Migrating legacy data warehouses to the cloud is rarely a simple "lift and shift." Here’s a deep dive into solving EBS throughput issues on EC2.
January 5, 2026
by Dippu Kumar Singh
· 3,164 Views · 2 Likes
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