Bill of Materials is single largest cost element for any product.The best practice to gain the optimum cost for a bill of material is involving in the first stages of electronic hardware design. Even packaging selection (pin-out) could restrict or help to enhance your BOM alternatives.
All costs should be considered while making a cost reduction strategy. Choosing alternate suppliers, combining orders, delivery from local suppliers etc. could help you reduce your overall costs.