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do we know the margins on Tesla Powerwalls?

Presumably extremely high, because we can't name a competitor and battery supply is limited by manufacturing logistics not supply/demand.

There are actually quite a lot of companies in that space, though mostly pretty small ones. Panasonic does sell their own home battery system though.