Is it just one judge that reviews the application each time? Different judges would give an advantage as large swaths of evidence gets to be "new" each time.
Yes. And the judges serve on a rotating basis. Also, the bar for a renewal is EXTREMELY low. The case does not need to be made again, just an affirmation for continued surveillance presented.