Uses include monitoring blood pH or electrolyte levels and setting initial fluid parameters, such as dialysate fluid parameters or replacement fluid parameters, for a blood fluid removal session based the monitored data. Blood fluid removal systems may employ sensors that monitor blood pH or electrolyte levels to adjust the fluid parameters during a blood fluid removal session.