The real key to look at here is whether or not they are associating your visited URLs with your amazon account (or whatever account you need to be logged into.

The real key to look at here is whether or not they are associating your visited URLs with your amazon account (or whatever account you need to be logged into. not a Kindle owner). They mention they don't collect PII which doesn't mean it isn't being associated to PII though.