How AI Transforms CI/CD Pipelines: Real-World Practices and Pitfalls

The article examines how AI can be integrated into CI/CD pipelines to optimize builds, intelligently orchestrate tests, and enhance release decisions, presenting concrete implementations, performance gains, and four common pitfalls with mitigation strategies based on experiences from financial and SaaS projects.

AIBuild OptimizationDevOps

0 likes · 9 min read

How AI Transforms CI/CD Pipelines: Real-World Practices and Pitfalls

Test Development Learning Exchange

Apr 11, 2025 · Backend Development

Using Pytest Markers to Categorize and Run Test Cases

This article explains how to define, register, and use Pytest markers to classify test cases such as smoke, regression, and integration tests, demonstrates command‑line options for selective execution, and shows dynamic marker assignment with practical code examples.

PythonTest Selectionautomation testing

0 likes · 5 min read

Using Pytest Markers to Categorize and Run Test Cases

FunTester

Apr 22, 2024 · Fundamentals

How to Build and Evolve an Effective Regression Test Suite

This guide outlines a structured approach to creating, maintaining, and scaling regression test suites, covering test selection criteria, step‑by‑step processes for identifying code changes, choosing relevant tests, balancing suite size, and handling execution results with automation and risk‑based prioritization.

AutomationSoftware qualityTest Selection

0 likes · 19 min read

How to Build and Evolve an Effective Regression Test Suite