Kubernetes 5,150 has become the most common cluster manager for new Spark 129 deployments: the same cluster runs Spark, web services and Kafka 129 , and each job brings its own container image. This section submits BookNest's genre job to a one-node kind cluster (Package Managers and DevOps covers Kubernetes and kind) and shows what it does and does not prove.