| Kafka | Spark | Elasticsearch | |
| Horizontal Scale | Topic/Partition | RDD/Partition | Index/Shard (default 5 primary shards per index) |
| Resource/cluster manager | Zookeeper | YARN, Mesos, or standalone | Master Node |
| Cluster node | Broker | Worker | Node |
| Execution unit | Partition Leader | Executor | Lucene Index |
| Core | RDD | Inverted index | |
| Applications | Producer/Consumer | Driver | Search |
| Replication | Follower (ISR) | Replica shard |
Kafka:
Spark:
Elasticsearch:
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