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The documentation is correct, eventually consistent reads behave the same way for new items or updates to existing items. The beauty of Amazon DynamoDB is that you can chose to do a consistent read when it's needed.
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"when it's needed" - except when its needed on a GSI :-) As GSI's do not support consistent reads