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Backend: replace print() calls with structured Python logging in analyzer.py, serp_api.py, and llm.py #523
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Roadmap item: P2 Backend — structured logging
analyzer.py,serp_api.py, andllm.pyuseprint()for diagnostic output. This prevents controlling log verbosity and produces inconsistent formatting in production.Task
print()calls in the three files withlogging.getLogger(__name__).info/debug/warning/error()LOG_LEVELenv var (defaultINFO)Acceptance Criteria
print()calls remain inanalyzer.py,serp_api.py, orllm.pyLOG_LEVELenv var controls output verbosityVerified complete: All backend modules (
analyzer.py,serp_api.py,llm.py, etc.) use Pythonloggingmodule. Noprint()calls remain.config.pyconfigures structured logging withLOG_LEVELenv var. Closing as implemented.