We tracked sea ice deformation over a nine-month period using high-resolution ship radar data and a state-of-the-art deep learning technique. We observe that the typically consistent scale-invariant pattern in sea ice deformation has a possible lower limit of about 10² meters in winter, but this behavior disappears during summer. Our findings provide important insights for considering current modeling assumptions and for connecting the scales of interest in sea ice dynamics.