Finding financials on private companies

Privately owned companies are not required to make financials public (as publicly-traded companies are). Some databases (such as D&B Hoovers and Data Axle) calculate estimated (or modeled) financials for private companies. Sometimes an article in the trade or business press will mention revenues for a private company, but these are not verified.