When explaining livestock companies’ obligations on the basis of the Carbon Border Adjustment Mechanism, first identify the covered goods and the parties responsible. Describing livestock products as if they were directly covered would distort the preparation actually required. Chapter 3 of Technology and Solutions for Demonstrating Carbon Reduction distinguishes the effects of CBAM on the livestock sector from the perspectives of supply chains and procurement conditions.

Define the concept and scope of application first

To analyze indirect effects across a supply chain, we need to trace how costs are passed through. The extent to which changes in input production costs are reflected in farms’ purchase costs depends on contracts and pricing structures. It is not appropriate to apply the same cost-increase rate simply because a regulation has been introduced. Information requests from purchasing companies should likewise start from actual contracts and the purpose of the calculation. When proposing a data service, clarify whether it substitutes for a direct reporting obligation or organizes a customer’s supply-chain data; this makes the service scope and responsibilities clear.

A carbon tax imposes a cost by applying a tax rate to emissions subject to taxation. When a tax rate and adjustment path are specified, they can help establish price assumptions for investment planning. The actual burden depends on the scope of application and any exemption or reduction conditions. A specified tax rate alone does not guarantee a particular amount of emissions reduction, so other policy measures and actual responses should also be considered.

One fact needs to be stated plainly here: livestock products are not currently goods covered by CBAM. There is no current situation in which Korean beef or feed is directly subject to tariffs because of CBAM. Many materials blur this point. Such exaggeration may create a sense of urgency in the short term, but it erodes trust in policy.

The key point is that the embodied emissions of products are linked to the cost of trade. CBAM is a system that reflects a carbon price in the embodied emissions of covered imported goods, making the calculation, reporting, and verification of related emissions data a supply-chain task. The responsible parties, covered goods, and timing of application must be checked against the relevant regulation. Even when discussing implications for agri-food, distinguish the current scope of application from the possibility of future expansion.

What the Korean livestock sector needs to prepare now is not CBAM response paperwork, but a data system capable of calculating emissions at the product level. Whether or not CBAM expands, that system can also be used to respond to purchasing companies’ Scope 3 requirements.

Food companies that procure livestock products may need farm-level data when calculating supply-chain emissions. If emissions from the raw-material stage are significant, improvements to energy use at a company’s own plants alone may not be enough to meet supply-chain targets. Actual data submissions and emissions-reduction requests should be confirmed against each purchasing company’s calculation method and contract.

Carbon credits usually represent greenhouse gas reductions or removals recognized by a defined program, in units of 1 tCO2e. For credits from livestock methane reduction, the difference is calculated between a baseline representing what would have happened without the project and the project’s emissions. A baseline that cannot be observed must be estimated using appropriate methods and data. Verification, therefore, does not directly observe a world that never existed; it assesses whether the calculation criteria have been applied appropriately and whether the data, assumptions, and calculations are sound.

Conditions and limitations of field application

Suppose a food company asks a supplying farm for emissions data. We need to determine whether the request concerns a direct CBAM reporting obligation, the purchasing company’s supply-chain calculations, or its internal procurement criteria. Different submission purposes may mean different calculation boundaries and data formats. Documents required under different systems cannot be combined into a single obligation.

Improving measurement precision does not automatically resolve an inappropriate baseline or double counting. Conversely, even a sound baseline cannot make reductions credible if activity data for the project period are poor. The quality of the carbon market can be assessed only by examining measurement, calculation methods, and verification responsibilities together.

Methodologies for feed-additive projects targeting enteric methane in livestock include Verra’s VM0041 and Gold Standard’s methodology for feed additives in beef cattle. These rules specify conditions of application, supporting evidence, and calculation and monitoring requirements. Project developers substantiate the data and claims, while validation and verification bodies and program operators each carry their own review responsibilities. It would be wrong to say that entry is easy or that responsibility for quality rests only with the project developer.

Financial and barrier assessments disclose additional costs, productivity benefits, subsidies, and credit revenue together. The mere fact that a project is profitable does not automatically disqualify it under every methodology. The applicable methodology’s required pathway for demonstrating additionality must be followed.

Evidence needed for investment review

When assessing regulatory-compliance services, investors should verify customers’ actual obligations and purchasing decisions. A market forecast that presents regulations that do not apply as imminent threats is hard to trust. They should examine what data customers are currently being asked to provide and whether those requests create recurring demand for services.

Supply-chain requirements. A service may provide data needed for purchasing companies’ emissions calculations and management of reduction targets. Corporate inventories and credit issuance have different purposes, boundaries, and eligibility requirements, so the evidence for one cannot be described as uniformly weaker than the other. Acceptance of the data and any payment for it should be confirmed against the purchasing company’s calculation criteria and contract.

Credit sales and the provision of supply-chain emissions and reduction data have different conditions for generating revenue. The former depends on the issuance and delivery of eligible reductions; the latter depends on data and service contracts accepted by purchasing companies. The overseas corporate cases in Chapter 13 should not be interpreted as purchase commitments to Korean farms. To assess the scale and stability of a supply-chain data business, check its target customers, paid contracts, contract terms, renewal and termination conditions, and data production costs. There is a gap to verify between the possibility of demand and the fact of secured recurring revenue.

Criteria to keep in view when making a decision

The practical value of understanding CBAM does not lie in the regulation’s name itself. It lies in understanding how emissions data are used in trade and procurement and preparing in line with the applicable scope. Direct obligations and indirect effects must also be distinguished when explaining them and calculating costs.

About the author

Bongjun Lee graduated from the Graduate School of Management of Technology (MOT) at Sogang University. He spent seven years at Infitron Co., Ltd. and 20 years at Honeywell, working for a total of 27 years in gas measurement in service engineering, technical sales, and channel management. He is now the founder of AI Safety Korea Co., Ltd., where he is researching livestock methane monitoring and measurement, reporting, and verification (MRV) systems using sensors, AI, and data analytics.