I've never had a bike stolen. Because I always had good ulocks and I didn't leave the bike locked outside regularly.
I would be very apprehensive owning a very obviously expensive ebike.
I've also never owned a bike which cost more than $1k. I also custom build my own bikes so they don't have the bling look.