Map your highest-risk and highest-frequency test scenarios first — these are your automation starting point. Select tools that match your existing stack, design a framework that separates test data from test logic, and integrate tests into CI/CD so they run on every commit. Treat test code as production code: review it in PRs, refactor it regularly, and let coverage metrics guide what to automate next.

