The author encountered an issue with Cloudinary where they couldn’t download PDF files even though they appeared in the Media Library. The problem was due to Cloudinary not delivering raw files like PDF or ZIP by default. The solution is to enable raw file delivery in the Cloudinary settings. The author encourages others working with Cloudinary to be aware of this setting to prevent similar download URL errors.