Interest in product-level carbon auditing and labelling has been growing in both business and government circles. The purpose of this paper is to examine the practical problems and costs associated with highly disaggregated analyses of greenhouse gas emissions from supply chains. It then weighs these problems and costs against the potential benefits of the carbon labelling of products.