A wheel bearing arrangement of a vehicle axle, comprising a wheel bearing that includes at least two rolling element rows having rolling elements for supporting a wheel hub that is driven by a drive element or a wheel hub that is not driven, the rolling elements of the wheel bearing are guided in a radially outer raceway of a stationary outer ring and a radially inner raceway of a separate inner ring allocated to the wheel hub, and the drive element is in an active connection with the wheel hub by gearing, the inner ring has a radially stepped inner contour that has two inner diameters (D1, D2) that deviate from each other and fit in a complementarily shaped receptacle of the wheel hub and is further fixed in position on an end side by a rolling riveted collar of the wheel hub, a radially oriented wall of the inner ring extends radially outwardly and radially overlaps with the radially outer raceway, and the inner ring is installed in an installed state with a smallest inner diameter (D2) oriented toward the rolling-riveted collar.