Test Automation & APIs

Choosing and using test automation frameworks: Selenium, Playwright, Cypress, API testing tools, performance testing and CI/CD, compared from a working SDET point of view.

9 guides

Start here

New to this topic? Read these in order.

  1. 1Selenium vs PlaywrightThe main choice for browser UI tests.
  2. 2Cypress vs PlaywrightWhich JavaScript framework fits your team.
  3. 3Best API testing toolsOptions for testing APIs, from free to paid.
  4. 4JMeter vs k6Load testing: which tool to learn first.
  5. 5Tests in GitHub ActionsRun your automated tests on every change.
Test Automation & APIs

Playwright AI Guide 2026: Test Agents and MCP Explained

Playwright has free AI test agents (planner, generator, healer) and an MCP server. What they do, how to set them up, and what we…

11 min read
Test Automation & APIs
Hands-on tested

Postman vs Bruno 2026 – Should SDETs Switch?

Postman vs Bruno 2026 for SDETs. Real migration playbook, .bru vs JSON storage, Bru CLI vs Newman for CI/CD, pm.* to bru.* script translation,…

13 min read
Test Automation & APIs
Open source

Cypress vs Playwright 2026 – Which Gets You Hired?

Cypress vs Playwright 2026 compared for SDETs. Real architecture breakdown, the speed myth busted, AI testing support, full comparison table, and which framework to…

11 min read
Test Automation & APIs

GitHub Actions for Test Automation 2026 — Complete SDET Guide

Learn GitHub Actions for test automation in 2026. Complete SDET guide covering YAML setup, Playwright, Selenium, parallel matrix testing, AI-powered RCA, and career impact.

16 min read
Test Automation & APIs
Hands-on tested

Best Selenium Frameworks 2026 — Complete Guide for SDETs

Looking for the best Selenium frameworks in 2026? This guide covers PyTest, TestNG, BDD, Hybrid frameworks and exactly which stack to learn based on…

12 min read
Test Automation & APIs
Open source

JMeter vs k6 2026 — Which Should You Learn as an SDET?

Comparing JMeter vs k6 in 2026? This guide covers 7 key differences in scripting, CI/CD integration, resource usage and career value for QA Engineers…

12 min read
Test Automation & APIs
Hands-on tested

Best API Testing Tools 2026 — Honest Reviews for QA Engineers

The best API testing tools in 2026 — honest reviews of Postman, RestAssured, Python Requests, k6 and more. Find the right tool for your…

10 min read
Test Automation & APIs
Open source

Cypress vs Selenium 2026 — Which Should You Learn First?

Cypress vs Selenium 2026 — direct comparison of architecture, speed, language support, job demand and which tool to learn first as an SDET.

9 min read
Test Automation & APIs
Hands-on testedOpen source

Selenium vs Playwright 2026 — Which Gets You Hired Faster?

A direct comparison of Selenium vs Playwright in 2026 covering speed, browser support, job market demand and which tool to learn first as an…

11 min read

What test automation covers here

Test automation means writing code that checks your application for you, so every change is tested quickly and the same way each time. These guides cover the three layers most QA teams automate: browser UI tests (Selenium, Playwright, Cypress), API tests (Postman, Bruno and similar tools) and load tests (JMeter and k6), plus running them in CI with GitHub Actions. Most guides compare tools head to head and end with a recommendation for who should pick which.

Some of the scripts we ran are public in our aitg-test-kits repository on GitHub.

Scroll to Top