One of the main challenges in conducting a gap analysis is accurately identifying and defining the desired future state and the metrics for measuring current performance. Other challenges include gathering comprehensive and accurate data, ensuring stakeholder alignment and buy-in, and developing a realistic action plan that addresses the identified gaps effectively. Additionally, organizations may face challenges in implementing the action plan and monitoring progress due to resource constraints or resistance to change.