Fairy Fire increases the damage, it just gets handled in a pretty weird way. Short version is that increased/reduced damage is only calculated in after the raw split/scatter damage has been distributed between troops, which causes some pretty interesting artifacts. Among others, it also allows spell armor troops to survive damage that should have killed them.
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