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This article provides an in-depth analysis of the common error 'The term \'flutterfire\' is not recognized' encountered when configuring FlutterFire CLI on Windows systems. Through a systematic troubleshooting process, it explains the core principles of environment variable configuration, path settings, and command-line tool integration, offering complete solutions from basic installation to advanced debugging. The article combines specific case studies, discusses special considerations in PowerShell environments, and compares configuration differences across operating systems (Windows, macOS), helping developers thoroughly resolve configuration issues in Flutter and Firebase integration.