Handling response data from APIs can present challenges, especially with malformed JSON or missing headers. Implementing try-except blocks safeguards against crashes. Efficiently managing query parameters and using GET or POST requests based on data complexity is crucial. Streaming large responses and handling compressed data ensures optimal performance.