From Procurement to Production to Distribution to Sales. Its challenging given the availability of raw material, transportation, variability in product quality, Bill of materials, the risk of contamination, risk of expiry. Co-products, by-products. Convergence and divergence in production often calls for complex production data structures. The production plan becomes one large optimization problem of revenue maximization or cost minimization.