Thanks for your reply Salva,
We fill-in the stock value at the Product edit page. Then choose "Save changes" and then "Update".
Even when we skip the "Update" button it gives random different values.
It looks like it downgrades the value by itself.
I already cleared all the temporary transients, but that doesn't made sense.