Disappearing products.

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This has happened several times now.  Sometimes, when we have received a shipment of product we have sold before, I will search for it in Shopify and it will be gone!  

If stock is at "0", do things disappear after a certain amount of time?

It's not in Active or Archived.

I cannot figure this out!