Structured Logging

Production logging best practices

Configure structured logs for debugging and audit trails.

Python Logging Setup

Log Levels

  • DEBUG: Algorithm internals, detailed traces
  • INFO: Graph operations, algorithm completion
  • WARNING: Performance issues, deprecated usage
  • ERROR: Failures, exceptions

Kubernetes Logging

Centralized Logging (ELK Stack)

Ship logs to Elasticsearch:

Query Logs

See Also