Apple keeps the data for up to two years, but from 6 months its associated with a random ID code so it's not personally identifiable. At least that's how it used to be done. They have been talking about using more advanced statistical anonymization techniques recently but I don't know if they are used for Siri.

Yes. But it does not have your identity attached to the upload.