It might be my misinterpretation but PDF are to be emailed to Kindle.
Converting PDF Files
PDF conversion is experimental. The experimental category represents the features we are working on to enhance the Kindle experience even further. You can email your PDFs wirelessly to your Kindle. Due to PDF's fixed layout format, some complex PDF files might not format correctly on your Kindle.