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Сomparing the approaches of Postgres and Mongo

  • PostgreSQL version is 10
  • Mongodb version is 4.0.3
  • Records amount is 2 000 000.

Benchmark testing

For benchmarking testing was using Apache HTTP server benchmarking tool(ab).

1. SQL

Info
Concurrency Level 1
Time taken for tests 97.924 seconds
Complete requests 50
Failed requests 0
Total transferred 548350 bytes
HTML transferred 512250 bytes
Requests per second 0.51 [#/sec] (mean)
Time per request 1958.484 [ms] (mean)
Time per request 1958.484 [ms] (mean, across all concurrent requests)
Transfer rate 5.47 [Kbytes/sec] received
Connection Times (ms) min mean[+/-sd] median max
Connect 0 0 0.7 0
Processing 1615 1958 409.5 1779
Waiting 1615 1958 409.4 1779
Total 1615 1958 409.7 1779
Percentage of the requests served within a certain time (ms)
50% 1779
66% 2006
75% 2203
80% 2315
90% 2473
95% 2898
98% 3470
99% 3470
100% 3470 (longest request)

2. Materialized view

Info
Concurrency Level 1
Time taken for tests 56.721 seconds
Complete requests 50
Failed requests 0
Total transferred 545850 bytes
HTML transferred 509750 bytes
Requests per second 0.88 [#/sec] (mean)
Time per request 1134.415 [ms] (mean)
Time per request 1134.415 [ms] (mean, across all concurrent requests)
Transfer rate 9.40 [Kbytes/sec] received
Connection Times (ms) min mean[+/-sd] median max
Connect 0 0 0.0 0
Processing 985 1134 188.6 1091
Waiting 984 1134 188.6 1091
Total 985 1134 188.6 1091
Percentage of the requests served within a certain time (ms)
50% 1091
66% 1134
75% 1173
80% 1210
90% 1357
95% 1374
98% 2228
99% 2228
100% 2228 (longest request)

3. Mongo: Aggregation Framework

Info
Concurrency Level 1
Time taken for tests 161.855 seconds
Complete requests 50
Failed requests 0
Total transferred 548350 bytes
HTML transferred 512250 bytes
Requests per second 0.31 [#/sec] (mean)
Time per request 3237.104 [ms] (mean)
Time per request 3237.104 [ms] (mean, across all concurrent requests)
Transfer rate 3.31 [Kbytes/sec] received
Connection Times (ms) min mean[+/-sd] median max
Connect 0 0 0.0 0
Processing 2728 3237 490.4 3093
Waiting 2728 3237 490.4 3093
Total 2728 3237 490.4 3093
Percentage of the requests served within a certain time (ms)
50% 3093
66% 3225
75% 3439
80% 3674
90% 3878
95% 3910
98% 5445
99% 5445
100% 5445 (longest request)

4. Mongo: MapReduce

Info
Concurrency Level 1
Time taken for tests 682.079 seconds
Complete requests 50
Failed requests 0
Total transferred 548400 bytes
HTML transferred 512250 bytes
Requests per second 0.07 [#/sec] (mean)
Time per request 13641.582 [ms] (mean)
Time per request 13641.582 [ms] (mean, across all concurrent requests)
Transfer rate 0.79 [Kbytes/sec] received
Connection Times (ms) min mean[+/-sd] median max
Connect 0 0 0.0 0
Processing 12000 13641 1088.1 13569
Waiting 12000 13641 1088.1 13569
Total 12000 13642 1088.1 13569
Percentage of the requests served within a certain time (ms)
50 13569
66 14030
75 14375
80 14703
90 15303
95 15420
98 16598
99 16598

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