something must be up with you setup. either some replicas are not ready or you are starting you test to early. There is for sure some overhead to having replicas but it should be not much. you can look at our nightly benchmarks to get an idea https://elasticsearch-benchmarks.elastic.co/index.html#tracks/http-logs/nightly/30d

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