Abstract The Siberian Arctic Ocean links river runoff, sea ice, and Pacific–Atlantic exchanges, yet the drivers of its circulation variability remain poorly constrained. Using multi-decadal satellite altimetry, ocean reanalysis products, and in situ observations with cyclostationary empirical orthogonal function analysis, we show that shelf and slope currents are governed by distinct mechanisms across timescales.