Efficiently decoding nested JSON structures using json.JSONDecoder simplifies data extraction from complex formats. The json.loads function allows access to arrays of objects, while the get method enhances error handling for optional fields. Mastering these techniques optimizes performance when working with large JSON files in Python applications.