The reason you will find the same board in several products is easy - economies of scale. If I am producing several flavours of widget I can get the cost of each one down by using as many common parts as possible - cases, boards, chips and so on. As the cost of each bit will fall the more I buy it will dramatically lower the cost to build the products. Same selling price - less cost = more profit.
It goes a bit further than just not fitting some things. There are some products out there where the only difference between the lower spec product and the higher spec product is a switch in software - so if you knew the "secret password" you could change your bottom of the range widget into a top of the range widget. Of course not fitting bits makes the widget cheaper still.