When you are uploading images to us it is going to AWS S3 storage. That is the same storage that Dropbox uses so the transfer is super quick.
The new uploader is supposed to be much more solid and you should be asked before the job continues if you have any failed uploads...
Are you sure all of the photos were accessible on your end before uploading?