The disclosed devices, systems, and methods relative to devices, systems and method for active control of ground engaging elements based on soil conditions. Various implementations utilize one or more sensor inputs and/or database or map inputs to adjust gauge or closing wheel down force applied by a row unit to account for the moisture of the soil being planted in real time.