In river-sea confluence zones, where land-sea interactions are highly concentrated, achieving synergy between ecological conservation and high-quality development is essential for regional sustainability. As the only river-sea transition zone in the Yellow River Basin, Shandong Province serves as a critical ecological security barrier while facing increasing pressure from intensive development and resource-environment constrai...