BETA CBAM Simulator

Explore real-world trade impacts of the EU CBAM using Sandbag’s data-based model

The CBAM Simulator was developed to help stakeholders, especially from non-EU countries, understand the potential implications of the EU’s Carbon Border Adjustment Mechanism (CBAM) and explore how different national strategies may influence outcomes.

It is not designed to forecast specific costs, but rather to provide a flexible, interactive environment where users can simulate scenarios, apply filters, and compare the effects of policy choices on trade flows and carbon-related costs.

We have changed the following:
    • Trade volumes were updated with 2025 data, emission intensity estimations are more accurate
    • Our “downstream extension” scope was updated to reflect the European Commission proposal on 178 downstream steel and aluminium goods
    • We added a scope extension to pre-consumer scrap for steel and aluminium, as per the Commission proposal
    • We added a “transformation” scenario, in which countries adjust to the CBAM through new production projects (not resource shuffling)
    • We added a time scale, for you to adjust the phase-out year for free-allocation, meaning that the CBAM’s impact isn’t measured only for 2034 but every year between now and then
    • We also updated the design

If you have any questions about the assumptions, methodology, or calculations, you can find full explanations in the user guide.

Related Publications

Carbon pricing trends in Asia

Carbon pricing trends in Asia

This report by Carbon Market Watch, with analysis by Sandbag, examines potential CBAM costs for Japan, South Korea, Vietnam, Indonesia, and the Philippines, based on their trade exposure, production outlooks, and progress toward implementing a domestic carbon price signal.

The CBAM dividend for Namibia and Ghana

The CBAM dividend for Namibia and Ghana

This research note shows that Namibia and Ghana are likely to benefit from the CBAM, as EU price increases linked to the EU ETS outweigh CBAM fees under current exports. It also sets out transparent transformation scenarios, based on announced industrial projects, to show how expanded and lower-emissions production could further increase export revenues over time.

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