Data Spark-nodes are highly optimized autonomous computational entities, operating in an isolated environment and equipped with CPU, storage, and networking resources. They are meticulously fine-tuned to function as computational nodes for Spark applications, seamlessly integrating into a Data Spark-house Cluster.