For large-scale Hadoop deployments, ____ is crucial for proactive cluster health and performance management.

For large-scale Hadoop deployments, predictive analytics is crucial for proactive cluster health and performance management. Predictive analytics leverages historical data and machine learning models to predict potential issues, allowing administrators to take preventive measures and optimize the cluster's overall performance.