Why don't you just try to approximate the values. You don't need to know exactly how many units were sold each day. As long as you have an average idea of how many units were sold during a period of time, that should be enough. Also, what really matters is the demand fluctuation. If demand has been falling for the past week, then make a decision based on that... and so on.