Lots of my books are in the Kindle cloud. All are in calibre. When I choose the next book to read, if it's not already in the Kindle cloud, I use "Sent to Kindle" to get it there, and download from that to my devices.
So my advice is to keep everything in calibre, and only have those books on your device that you're currently reading, or might read very shortly.
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