Errors such as Bad URL Hash can make it more difficult to retrieve the profile_picture_url while utilizing Instagram's API. This frequently occurs as a result of faulty or expired hash keys in URLs that Instagram's CDN provides. Developers can guarantee that their applications maintain smooth access to user profile images by incorporating re-fetching and error handling capabilities.