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Why
Within a (classic) consumer group, each partition is read by exactly one consumer, so the partition count caps a group's parallelism; the other 8 sit idle as spares. Choose the partition count with future consumers in mind. (Kafka 4.x share groups relax this rule, at the cost of per-partition ordering.)