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Use the American City Business Journals database. Digital editions of weekly business journals and electronic versions of the Book of Lists which include ranked lists of companies in various categories for each city/metropolitan area.
The library retains the Book of Lists in print for many cities. Check Harvard availability for a given metropolitan area.