Robust exception handling is essential for file deletion operations to prevent crashes in production environments. Key exceptions to catch include FileNotFoundError and PermissionError, alongside general OSError. Implementing logging and retry mechanisms enhances reliability, ensuring graceful failure and improved user communication during errors.