Running shoes with proper cushioning, support, and shock absorption can help alleviate shin splints. Look for shoes with adequate arch support, heel stability, and cushioning in the midsole to reduce the impact on the shin bones. It is also important to gradually increase mileage, maintain proper running form, and incorporate proper rest and recovery to prevent or manage shin splints effectively.