Furthermore and what's more are not exactly synonymous, and are generally found in different contexts. Furthermore is a transition word that tells the reader to expect an addition to previously stated facts or arguments. It does not imply that the new fact or argument is more important. Furthermore is most often found in formal written contexts. More @Wikipedia
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