A lot of test automation advice still sounds like it was written for a simpler world.
Pick a framework. Write some browser tests. Put them in CI. Add retries if they flake. Call it a regression suite.
That can work for a while.
But modern QA work is messier than that.
The product changes faster. Frontends are more dynamic. AI features behave differently from normal deterministic workflows. CI environments are noisy. Release pipelines involve preview environments, feature flags, third-party APIs, browser compatibility, file uploads, WebSockets, accessibility checks, and test data that needs to stay predictable.
