Ideally, no. Generally, the COGS is expected not to be positive. However, this does not mean that it can "never" be negative. In rare cases, the total of initial stock value and purchases can be lower than the final stock value. If your number of returns exceeds sales for a certain accounting period or there is a correction on the overstated costs from a prior accounting period... it is possible to have a negative COGS.