Nurses play a significant role in healthcare budgeting by providing insights into the resources needed for patient care, identifying areas where cost savings can be achieved without compromising care quality, and participating in the development and management of departmental budgets. Their frontline experience is invaluable in creating realistic and effective budget plans.