Scottish Government’s Data Centre Policy Skips AI‑Driven Emissions

The Scottish Government’s October 2022 greenhouse‑gas analysis under the NPF4 national planning framework treats “green data centres” as having a negligible effect on emissions targets. That assessment predates the launch of AI tools such as ChatGPT, which have driven a surge in demand for hyperscale facilities capable of housing thousands of servers.

Action to Protect Rural Scotland (APRS) director Kat Jones called the omission “pretty shocking”. She explained that hyperscale AI data centres—sites that can contain at least 5,000 servers and extensive networking gear—were not considered when the government defined “green data centres”. Without a clear definition, local authorities are left to interpret the policy on their own.

Edinburgh City Council refused planning permission in February for a proposed data centre at the Gyle, citing concerns that likely include the missing emissions data. The developers have appealed, shifting the final decision to the Scottish Government. Jones warned that the appeal will highlight the “complete lack of policy” surrounding hyperscale AI facilities and could force a moratorium on new projects until the framework is updated.

APRS has been urging a halt to new data centres since December 2025, arguing that the current policy fails to account for the energy intensity of AI training and inference workloads. IBM estimates that a hyperscale site can consume enough power to rival small towns, raising questions about Scotland’s renewable‑energy capacity and rural landscape.

A government spokesperson emphasized Scotland’s strengths—abundant renewable power, skilled workers, and a resilient fibre network—as assets for attracting “green” data centre investment. The statement stopped short of addressing the specific criticism that AI‑driven facilities are excluded from emissions calculations.

What It Means The Gyle appeal will test whether the Scottish Government can reconcile its economic ambitions with climate commitments. Observers will watch for a policy revision that defines “green data centre” and incorporates AI‑related emissions, or for a formal moratorium that pauses new hyperscale projects until such guidance is in place.