When a vendor no longer includes a product/SKU in the inventory Spark Shipping can automatically mark that product a 0 quantity/out of stock.
To do this check the following:
Vendor -> Inventory -> Edit -> Advanced -> Assume 0 inventory for SKUs that are mapped but not present