As the pursuit of a sustainable economy intensifies, understanding how green finance development (GFD) promotes energy efficiency has become increasingly important, especially in large, regionally diverse countries like China. However, the spatial characteristics of energy efficiency and GFD remain underexplored. This study addresses this gap by employing a panel dataset consisting of 30 Chinese mainland provinces over 2008–20...