All Articles
60 articles across 7 topics.
BDD Fundamentals (9)
- Background Steps Silently Corrupt Isolation
- When Step Definitions Outlive Their Features
- Migrating 500 Selenium Tests to BDD
- Three-Amigos Sessions That Do Not Suck
- What Is BDD (and Why Most Teams Get It Wrong)
- How to Write Gherkin That Actually Scales
- Living Documentation: When BDD Tests Become the Spec
- Outside-In TDD vs BDD: The Real Difference
- The Anatomy of a Good Given/When/Then Step
AI + Testing (11)
- Audit Event Stream Validation: Query Best Practices
- Context Bleed in AI-Generated BDD Steps
- AI Step Definitions & Ambiguous Domain Language
- AI Step Definitions Drifting From Domain Language
- Why "Replace QA with AI" Misses the Point
- Using ChatGPT to Audit Your Test Coverage
- AI-First Testing Framework: From Context to Execution
- Context-Driven Testing with LLMs: A Build Walkthrough
- Generate Test Cases with AI in Minutes (Real Framework)
- Self-Healing Tests: How They Actually Work
- The Cost of AI-Generated Tests (Real Numbers, 2026)
Automation Frameworks (10)
- Step Retry Logic Masks Real Flakiness in Playwright
- Fixture Teardown Order & Silent State Corruption
- Step Definition Registries in Shared Libraries
- Custom Cucumber Expressions and Regex Steps
- Page Object Model vs Screenplay Pattern: Decision Guide
- Playwright vs Selenium for BDD in 2026
- The Six Files Every BDD Project Needs
- Build a Scalable BDD Framework Step-by-Step
- Cucumber-JVM vs Behave vs SpecFlow: Honest Comparison
- Driver Abstraction That Survives a Framework Migration
API & Distributed System Testing (8)
- Schema Registry Drift Breaks Contract Tests
- Testing Kafka Event-Driven Flows & Consistency
- Validating Event Streams: Kafka and Beyond
- Testing APIs in Distributed Systems Without Going Insane
- Testing Eventually-Consistent Systems
- Async Testing Patterns That Actually Work
- Contract Testing for Microservices: Pact in Practice
- Distributed Tracing for Test Failures: OpenTelemetry Setup
CI/CD & DevOps Testing (8)
- Parallel BDD Runs & Shared State Flakiness
- Test Selection in Monorepos: Affected Files Only
- Integrate BDD into CI/CD Pipelines Without Breaking Speed
- Parallelize Test Execution in GitHub Actions
- Shift-Left Testing: What It Actually Means
- Synthetic Tests in Production Pipelines
- Auto-Heal vs Auto-Skip: When to Use Each in CI
- Flake Triage as a CI Citizen
Test Strategy & Architecture (7)
- Shared Step Libraries & Suite Blast Radius
- Why the Test Pyramid Is Broken (and What Replaces It)
- Coverage as a Vanity Metric: What to Measure Instead
- Modern Test Strategy for Distributed Systems
- Risk-Based Testing in High-Velocity Teams
- Test Strategy for AI Products
- The Quality Engineering Org Chart in 2026
Build with AI (7)
- AI Step Hallucinations That Slip Past CI
- From Gherkin to Code: A Real Build Pipeline
- Building a Trading Bot Test Harness
- End-to-End AI Testing System: A Full Walkthrough
- Self-Documenting Tests with LLM-Generated Reports
- Stress-Testing an AI Chatbot with Multi-Agent Simulations
- Build an AI Test Assistant with Memory