I am really surprised by this, I was convinced that the table-wide capacity is re-distributed evenly across shards.

Looks like you're entirely correct: http://docs.aws.amazon.com/amazondynamodb/latest/developergu...

I wonder how many times I scrolled past the explanation without internalizing it.