We found below mentioned stats using esrally on comparing multiple instances on same node with standalone instances .Everything was same including configs and cluster size .
| Metric | Task | Baseline | Contender | Diff | Unit | Diff % |
|--------------------------------------------------------------:|----------------------------:|----------------:|----------------:|------------:|-------:|---------:|
| Cumulative indexing time of primary shards | | 43.7738 | 43.0416 | -0.73215 | min | -1.67% |
| Min cumulative indexing time across primary shard | | 3.51615 | 2.784 | -0.73215 | min | -20.82% |
| Median cumulative indexing time across primary shard | | 21.8869 | 21.5208 | -0.36608 | min | -1.67% |
| Max cumulative indexing time across primary shard | | 40.2576 | 40.2576 | 0 | min | 0.00% |
| Cumulative indexing throttle time of primary shards | | 0 | 0 | 0 | min | 0.00% |
| Min cumulative indexing throttle time across primary shard | | 0 | 0 | 0 | min | 0.00% |
| Median cumulative indexing throttle time across primary shard | | 0 | 0 | 0 | min | 0.00% |
| Max cumulative indexing throttle time across primary shard | | 0 | 0 | 0 | min | 0.00% |
| Cumulative merge time of primary shards | | 13.5999 | 13.5093 | -0.09058 | min | -0.67% |
| Cumulative merge count of primary shards | | 61 | 61 | 0 | | 0.00% |
| Min cumulative merge time across primary shard | | 0.8152 | 0.724617 | -0.09058 | min | -11.11% |
| Median cumulative merge time across primary shard | | 6.79993 | 6.75464 | -0.04529 | min | -0.67% |
| Max cumulative merge time across primary shard | | 12.7847 | 12.7847 | 0 | min | 0.00% |
| Cumulative merge throttle time of primary shards | | 3.96685 | 4.02123 | 0.05438 | min | +1.37% |
| Min cumulative merge throttle time across primary shard | | 0.104667 | 0.15905 | 0.05438 | min | +51.96% |
| Median cumulative merge throttle time across primary shard | | 1.98342 | 2.01062 | 0.02719 | min | +1.37% |
| Max cumulative merge throttle time across primary shard | | 3.86218 | 3.86218 | 0 | min | 0.00% |
| Cumulative refresh time of primary shards | | 0.668033 | 0.557933 | -0.1101 | min | -16.48% |
| Cumulative refresh count of primary shards | | 71 | 69 | -2 | | -2.82% |
| Min cumulative refresh time across primary shard | | 0.20795 | 0.09785 | -0.1101 | min | -52.95% |
| Median cumulative refresh time across primary shard | | 0.334017 | 0.278967 | -0.05505 | min | -16.48% |
| Max cumulative refresh time across primary shard | | 0.460083 | 0.460083 | 0 | min | 0.00% |
| Cumulative flush time of primary shards | | 1.08253 | 1.08363 | 0.0011 | min | +0.10% |
| Cumulative flush count of primary shards | | 27 | 26 | -1 | | -3.70% |
| Min cumulative flush time across primary shard | | 0.0331 | 0.0342 | 0.0011 | min | +3.32% |
| Median cumulative flush time across primary shard | | 0.541267 | 0.541817 | 0.00055 | min | +0.10% |
| Max cumulative flush time across primary shard | | 1.04943 | 1.04943 | 0 | min | 0.00% |
| Total Young Gen GC time | | 0.124 | 0.305 | 0.181 | s | +145.97% |
| Total Young Gen GC count | | 4 | 4 | 0 | | 0.00% |
| Total Old Gen GC time | | 0 | 0 | 0 | s | 0.00% |
| Total Old Gen GC count | | 0 | 0 | 0 | | 0.00% |
| Store size | | 6.38997 | 6.29066 | -0.09931 | GB | -1.55% |
| Translog size | | 1.02445e-07 | 1.02445e-07 | 0 | GB | 0.00% |
| Heap used for segments | | 1.7454 | 1.80674 | 0.06134 | MB | +3.51% |
| Heap used for doc values | | 1.18086 | 1.24189 | 0.06104 | MB | +5.17% |
| Heap used for terms | | 0.538544 | 0.538757 | 0.00021 | MB | +0.04% |
| Heap used for norms | | 0 | 0 | 0 | MB | 0.00% |
| Heap used for points | | 0 | 0 | 0 | MB | 0.00% |
| Heap used for stored fields | | 0.0259933 | 0.0260849 | 9e-05 | MB | +0.35% |
| Segment count | | 49 | 49 | 0 | | 0.00% |
| Total Ingest Pipeline count | | 0 | 0 | 0 | | 0.00% |
| Total Ingest Pipeline time | | 0 | 0 | 0 | ms | 0.00% |
| Total Ingest Pipeline failed | | 0 | 0 | 0 | | 0.00% |
| Min Throughput | index-append | 2731.93 | 2326.09 | -405.839 | docs/s | -14.86% |
| Mean Throughput | index-append | 29932.9 | 27532.3 | -2400.57 | docs/s | -8.02% |
| Median Throughput | index-append | 32342.8 | 30138.8 | -2203.97 | docs/s | -6.81% |
| Max Throughput | index-append | 37778 | 35375 | -2403 | docs/s | -6.36% |
| 50th percentile latency | index-append | 1644.41 | 1734.2 | 89.784 | ms | +5.46% |
| 90th percentile latency | index-append | 2259.92 | 2836.4 | 576.48 | ms | +25.51% |
| 99th percentile latency | index-append | 3795.3 | 4025.75 | 230.444 | ms | +6.07% |
| 100th percentile latency | index-append | 3850.48 | 4267.93 | 417.455 | ms | +10.84% |
| 50th percentile service time | index-append | 1644.41 | 1734.2 | 89.784 | ms | +5.46% |
| 90th percentile service time | index-append | 2259.92 | 2836.4 | 576.48 | ms | +25.51% |
| 99th percentile service time | index-append | 3795.3 | 4025.75 | 230.444 | ms | +6.07% |
| 100th percentile service time | index-append | 3850.48 | 4267.93 | 417.455 | ms | +10.84% |
| error rate | index-append | 0 | 0 | 0 | % | 0.00% |
| Min Throughput | auto-date-histogram | 2.01315 | 2.01316 | 1e-05 | ops/s | 0.00% |
| Mean Throughput | auto-date-histogram | 2.02169 | 2.02167 | -2e-05 | ops/s | -0.00% |
| Median Throughput | auto-date-histogram | 2.01971 | 2.0197 | -2e-05 | ops/s | -0.00% |
| Max Throughput | auto-date-histogram | 2.03902 | 2.03898 | -4e-05 | ops/s | -0.00% |
| 50th percentile latency | auto-date-histogram | 4.86588 | 4.62555 | -0.24033 | ms | -4.94% |
| 90th percentile latency | auto-date-histogram | 7.57353 | 7.5649 | -0.00863 | ms | -0.11% |
| 99th percentile latency | auto-date-histogram | 11.5494 | 10.8398 | -0.70967 | ms | -6.14% |
| 100th percentile latency | auto-date-histogram | 13.3216 | 71.4137 | 58.092 | ms | +436.07% |
| 50th percentile service time | auto-date-histogram | 3.55805 | 3.31439 | -0.24366 | ms | -6.85% |
| 90th percentile service time | auto-date-histogram | 5.74882 | 6.31829 | 0.56948 | ms | +9.91% |
| 99th percentile service time | auto-date-histogram | 10.7808 | 9.29842 | -1.48233 | ms | -13.75% |
| 100th percentile service time | auto-date-histogram | 12.092 | 70.4213 | 58.3293 | ms | +482.38% |
| error rate | auto-date-histogram | 0 | 0 | 0 | % | 0.00% |
| Min Throughput | auto-date-histogram-with-tz | 2.01323 | 2.01326 | 3e-05 | ops/s | 0.00% |
| Mean Throughput | auto-date-histogram-with-tz | 2.02184 | 2.02187 | 3e-05 | ops/s | 0.00% |
| Median Throughput | auto-date-histogram-with-tz | 2.01985 | 2.01986 | 1e-05 | ops/s | 0.00% |
| Max Throughput | auto-date-histogram-with-tz | 2.03931 | 2.03933 | 2e-05 | ops/s | 0.00% |
| 50th percentile latency | auto-date-histogram-with-tz | 4.92118 | 4.4825 | -0.43868 | ms | -8.91% |
| 90th percentile latency | auto-date-histogram-with-tz | 7.21901 | 7.26418 | 0.04518 | ms | +0.63% |
| 99th percentile latency | auto-date-histogram-with-tz | 8.21246 | 10.112 | 1.89957 | ms | +23.13% |
| 100th percentile latency | auto-date-histogram-with-tz | 8.9293 | 10.154 | 1.2247 | ms | +13.72% |
| 50th percentile service time | auto-date-histogram-with-tz | 3.70096 | 3.22834 | -0.47262 | ms | -12.77% |
| 90th percentile service time | auto-date-histogram-with-tz | 5.66746 | 5.90415 | 0.23669 | ms | +4.18% |
| 99th percentile service time | auto-date-histogram-with-tz | 6.6733 | 8.91066 | 2.23736 | ms | +33.53% |
| 100th percentile service time | auto-date-histogram-with-tz | 6.79047 | 8.9855 | 2.19503 | ms | +32.33% |
| error rate | auto-date-histogram-with-tz | 0 | 0 | 0 | % | 0.00% |
| Min Throughput | date-histogram | 2.01305 | 2.01326 | 0.00022 | ops/s | +0.01% |
| Mean Throughput | date-histogram | 2.02154 | 2.0219 | 0.00036 | ops/s | +0.02% |
| Median Throughput | date-histogram | 2.01956 | 2.01989 | 0.00033 | ops/s | +0.02% |
| Max Throughput | date-histogram | 2.03874 | 2.03935 | 0.00061 | ops/s | +0.03% |
| 50th percentile latency | date-histogram | 4.77303 | 4.50845 | -0.26458 | ms | -5.54% |
| 90th percentile latency | date-histogram | 6.30559 | 6.92416 | 0.61857 | ms | +9.81% |
| 99th percentile latency | date-histogram | 7.19343 | 8.1561 | 0.96267 | ms | +13.38% |
| 100th percentile latency | date-histogram | 7.69477 | 8.39413 | 0.69936 | ms | +9.09% |
| 50th percentile service time | date-histogram | 3.46664 | 3.19766 | -0.26898 | ms | -7.76% |
| 90th percentile service time | date-histogram | 4.82828 | 5.41109 | 0.58281 | ms | +12.07% |
| 99th percentile service time | date-histogram | 5.48328 | 6.07429 | 0.59101 | ms | +10.78% |
| 100th percentile service time | date-histogram | 5.56259 | 6.10173 | 0.53914 | ms | +9.69% |
| error rate | date-histogram | 0 | 0 | 0 | % | 0.00% |
| Min Throughput | date-histogram-with-tz | 2.01326 | 2.01325 | -1e-05 | ops/s | -0.00% |
| Mean Throughput | date-histogram-with-tz | 2.02184 | 2.02186 | 2e-05 | ops/s | 0.00% |
| Median Throughput | date-histogram-with-tz | 2.01986 | 2.01987 | 1e-05 | ops/s | 0.00% |
| Max Throughput | date-histogram-with-tz | 2.03929 | 2.03933 | 4e-05 | ops/s | 0.00% |
| 50th percentile latency | date-histogram-with-tz | 4.90122 | 4.37037 | -0.53084 | ms | -10.83% |
| 90th percentile latency | date-histogram-with-tz | 6.55565 | 7.09534 | 0.53969 | ms | +8.23% |
| 99th percentile latency | date-histogram-with-tz | 7.09138 | 7.84138 | 0.75001 | ms | +10.58% |
| 100th percentile latency | date-histogram-with-tz | 7.68749 | 8.32968 | 0.6422 | ms | +8.35% |
| 50th percentile service time | date-histogram-with-tz | 3.49093 | 3.02958 | -0.46135 | ms | -13.22% |
| 90th percentile service time | date-histogram-with-tz | 5.02544 | 5.54303 | 0.51759 | ms | +10.30% |
| 99th percentile service time | date-histogram-with-tz | 5.72166 | 6.01232 | 0.29067 | ms | +5.08% |
| 100th percentile service time | date-histogram-with-tz | 5.72808 | 6.13651 | 0.40843 | ms | +7.13% |
| error rate | date-histogram-with-tz | 0 | 0 | 0 | % | 0.00% |