It recently found a problem with the fireproofing at the West McKinley Avenue store, a Target representative told ABC7 News.
The fireproofing needs to be entirely removed and replaced.
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Sunnyvale team members have been reassigned to other area stores.
Target is inviting shoppers to its nearby store in Cupertino.
Editor's note: Undated image of Target at undisclosed location used for this story.