Coastal aquifers are increasingly vulnerable to seawater intrusion, climate change, and intensive groundwater extraction, while available monitoring data are often limited in both quality and quantity. These constraints restrict the application of physics-based models and complicate reliable risk assessment and management.This study develops and validates a data-driven framework for short-term forecasting of piezometric level...