Subsidies make energy cheaper for almost everyone. Worldwide, they mostly favor fossil fuels, but that's changing.
Supply-side restrictions, like shutting down new oil wells or gas pipelines, tend to lead to more imports and minimal impacts on greenhouse gas emissions—unless paired with other policies that limit demand for fossil fuels.