Unfortunately, Kindle Cloud Reader still doesn’t offer support for personal documents.
Cloud-based reading apps are still in their infancy, and most consider them a back-up method of reading (as opposed to the native apps on every device)… But for those frequently on the move or using a large number of devices, a cloud reader gives them an option for consistency of interface and ease of use.