Full Stack Debugging Techniques Questions

Cover debugging approaches that span frontend, backend, and data layers. Topics include using browser developer tools to inspect front end issues, reading server logs and traces, tracing requests through service layers, reproducing and isolating the bug locally, using targeted queries to validate data, and adding instrumentation or tests to prevent regressions. Also discuss strategies for narrowing root cause, coordinating across teams, and rolling back or mitigating incidents safely.