How can I debug this error effectively if the input data is complex and comes from an external source?

When dealing with complex external data, logging the raw input string *before* parsing is crucial. This allows you to see exactly what the parser is receiving. Use debugging tools to step through the code and inspect the value of the string at the point of the error. Consider using a data validation library to check the input data against a predefined schema before attempting to parse it.