Navigating the canal presents distinct difficulties for ships, requiring careful scheduling and rigid observance with guidelines. Successful canal compliance programs are increasingly critical for improving ship processes, decreasing hold-ups, and securing punctual movements. Such undertakings often involve automated monitoring platforms, live data