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QA Automation12 min readNovember 1, 2025

Scraping for Quality: How n8n + Firecrawl Turn Web Scraping into Continuous QA Automation

QA automation isn't just about test execution anymore. Learn how n8n and Firecrawl create an always-on observation layer that detects regressions, content drift, and SEO issues traditional frameworks miss.

n8nFirecrawlWeb Scraping+3
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Test Strategy14 min readOctober 22, 2025

From Scripts to Systems: How QA Wins with AI

An AI test generator passed demos but failed production. The rebuild followed three rules: context, governance, trust. Here's the framework that cut maintenance 60% and passed security review.

AI TestingTest ArchitectureGovernance+2
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Career Development18 min readOctober 15, 2025

From Manual Tester to AI Test Architect: Your 90-Day Plan

A senior QA with eight years of UI automation failed an 'AI Test Architect' interview after three questions. This is your 90-day roadmap to cross the skills gap with actionable milestones and deliverables.

AI TestingCareer GrowthPrompt Engineering+2
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All Articles

QA AutomationFeatured12 min read

Scraping for Quality: How n8n + Firecrawl Turn Web Scraping into Continuous QA Automation

QA automation isn't just about test execution anymore. Learn how n8n and Firecrawl create an always-on observation layer that detects regressions, content drift, and SEO issues traditional frameworks miss.

n8nFirecrawlWeb ScrapingAI Testing
Nov 1, 2025Read
Test StrategyFeatured14 min read

From Scripts to Systems: How QA Wins with AI

An AI test generator passed demos but failed production. The rebuild followed three rules: context, governance, trust. Here's the framework that cut maintenance 60% and passed security review.

AI TestingTest ArchitectureGovernanceTest Intelligence
Oct 22, 2025Read
Career DevelopmentFeatured18 min read

From Manual Tester to AI Test Architect: Your 90-Day Plan

A senior QA with eight years of UI automation failed an 'AI Test Architect' interview after three questions. This is your 90-day roadmap to cross the skills gap with actionable milestones and deliverables.

AI TestingCareer GrowthPrompt EngineeringLLM Testing
Oct 15, 2025Read
AI Assurance20 min read

Who Tests the Testers? A Guide to AI Assurance for QA Teams

A fintech AI fraud detector had 37% false positives in production, costing $2.3M in week one. The issue? Weekend transactions were flagged as suspicious. This is your framework for testing AI systems across six critical dimensions.

AI TestingML TestingBias DetectionModel Validation
Oct 29, 2025Read

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