Extreme sea levels will worsen under climate change. In northern Europe, what drives these extreme events will not change, so determining these drivers is of use for planning coastal defences. Here, using two machine learning methods on hourly tide gauge and weather data at nine locations around the North and Baltic seas, we determine that the drivers of prolonged periods of high sea level are westerly winds, whereas the drivers of the most extreme peaks depend on the coastline geometry.