Records on female relatives in most areas of the United States will use the name they had at the time the record was created. If you can't find a female relative in a place and time where you expect to, is it possible they had a marriage you are not aware of?
Alternatively, the marriage you are aware of might be a second marriage and the previous name is not the birth name but the name of the first husband.
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