Debugging URL generation in Flask involves utilizing the built-in debugger, logging generated URLs, and employing Flask's test client for verification. Essential techniques include enabling debug mode to track errors, adding logging statements, and writing unit tests for routes to ensure correct URL generation and application reliability.