Spark on Kubernetes: Architecture and Tuning.

Updated May 5, 2026

Short answer

Running Spark on K8s uses the Kubernetes API to dynamically spin up executor pods.

Deep explanation

Spark driver acts as a K8s controller. It requests pods from the K8s API server. Unlike YARN, each executor is a pod. This requires careful pod affinity and volume mount tuning.

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