Popular products are usually mature products. They become so widely available that people begin to try and sell them cheaper than the competition.
Usually, higher volume stores or big box stores can offer the lowest prices. This erodes the sell-through rate of the other stores that can't compete in volume, so they elect to not carry the item.
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