Predictive analytics in warehouse inventory management uses historical data and machine learning to forecast future inventory needs. This helps in optimizing inventory control, reducing costly product returns, and improving overall efficiency. It can also address current issues like overstocking or stockouts by ensuring accurate predictions and better resource allocation.