== Kafka: partitions are the ceiling on consumer parallelism == topic 'orders-scaling', 3 partitions, 5 consumers in one group consumer-1 -> partitions [0] consumer-2 -> partitions [1] consumer-3 -> partitions [2] consumer-4 -> no partitions (idle) consumer-5 -> no partitions (idle) consumers with no partitions: 2 A partition is assigned to at most one consumer in a group, so the number of partitions is a hard ceiling on consumer parallelism. Adding consumers beyond it adds idle processes, not throughput.