China and Venezuela are linked through their significant energy trade relationship, with Venezuela serving as a crude oil supplier to China as detailed in [1], [2], and [3]. Additionally, their geopolitical roles are interconnected in U.S. foreign policy strategy, as both nations are identified as concurrent crisis management challenges alongside China's broader Indo-Pacific influence in [4], while [5] highlights the shifting dynamics of China's oil sourcing between Venezuela and other suppliers.