This study investigates the synoptic weather patterns that cause extreme high-frequency sea level oscillations in the Adriatic Sea. Using synoptic data, 17 years of tide gauge data, and advanced clustering techniques, we identify distinct weather patterns linked to these events, some of which were previously unknown. These insights improve the understanding of sea level variability and have potential applications in forecasting coastal hazards.