PostgreSQL 11 1Kw TPCC , 1亿 TPCB 7*24 强压耐久测试

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云原生数据库 PolarDB MySQL 版,通用型 2核4GB 50GB
云原生数据库 PolarDB PostgreSQL 版,标准版 2核4GB 50GB
性能测试 PTS,5000VUM额度
简介: PostgreSQL 11 压测性能

背景
TPCC, TPCB是工业标准的OLTP类型业务的数据库测试,包含大量的读、写、更新、删除操作。

7*24小时强压耐久测试,主要看数据库在长时间最大压力下的 性能、稳定性、可靠性。

测试CASE :

1、1000万 tpcc

2、1亿 tpcb

测试时长7天。

测试环境
与如下测试同一台ECS虚拟机环境。

《PostgreSQL 11 tpcc 测试(103万tpmC on ECS) - use sysbench-tpcc by Percona-Lab》

《(TPC-H测试 SF=10,SF=200) PostgreSQL 11 vs 10 vs Deepgreen》

《PostgreSQL 11 100亿 tpcb 性能测试 on ECS》

https://github.com/digoal/sysbench-tpcc

shared_buffer=300G

use huge page
PS:
实际上最初测试的是TPCC 2亿耐久(2.5TB左右的活跃数据),发现压力基本上都在IO上(因为活跃数据2.5TB,已远远超出机器的内存),平均TPS 3千(18万 tpmC)。

1、1000万 tpcc 耐久测试
1、清空

./tpcc.lua --pgsql-host=/tmp --pgsql-port=1921 --pgsql-user=postgres --pgsql-db=newdb --threads=64 --tables=10 --scale=100 --trx_level=RC --db-ps-mode=auto --db-driver=pgsql cleanup
2、初始化数据

export pgsql_table_options="tablespace tbs1"
export pgsql_index_options="tablespace tbs2"
./tpcc.lua --pgsql-host=/tmp --pgsql-port=1921 --pgsql-user=postgres --pgsql-db=newdb --threads=64 --tables=10 --scale=100 --trx_level=RC --db-ps-mode=auto --db-driver=pgsql --use_fk=0 prepare
3、持续7*24小时,强压耐久测试

./tpcc.lua --pgsql-host=/tmp --pgsql-port=1921 --pgsql-user=postgres --pgsql-db=newdb --threads=64 --tables=10 --scale=100 --trx_level=RC --db-ps-mode=auto --db-driver=pgsql --time=604800 --report-interval=1 --enable_purge=no run
初始化结束时,100多GB。

4、shell

!/bin/bash

./tpcc.lua --pgsql-host=/tmp --pgsql-port=1921 --pgsql-user=postgres --pgsql-db=newdb --threads=64 --tables=10 --scale=100 --trx_level=RC --db-ps-mode=auto --db-driver=pgsql cleanup

export pgsql_table_options="tablespace tbs1"
export pgsql_index_options="tablespace tbs2"
./tpcc.lua --pgsql-host=/tmp --pgsql-port=1921 --pgsql-user=postgres --pgsql-db=newdb --threads=64 --tables=10 --scale=100 --trx_level=RC --db-ps-mode=auto --db-driver=pgsql --use_fk=0 prepare

./tpcc.lua --pgsql-host=/tmp --pgsql-port=1921 --pgsql-user=postgres --pgsql-db=newdb --threads=64 --tables=10 --scale=100 --trx_level=RC --db-ps-mode=auto --db-driver=pgsql --time=604800 --report-interval=1 --enable_purge=no run
结果
1、初始化结束时,100多GB。

截取运行至8000秒(约2.2小时)时的TPS: 2万左右。

[ 8000s ] thds: 64 tps: 20485.43 qps: 581769.53 (r/w/o: 265359.48/275433.19/40976.85) lat (ms,95%): 7.98 err/s 89.01 reconn/s: 0.00
[ 8001s ] thds: 64 tps: 20501.67 qps: 583473.15 (r/w/o: 266219.73/276250.08/41003.34) lat (ms,95%): 7.98 err/s 82.99 reconn/s: 0.00
[ 8002s ] thds: 64 tps: 20494.29 qps: 579007.65 (r/w/o: 264151.49/273867.58/40988.58) lat (ms,95%): 7.84 err/s 84.01 reconn/s: 0.00
[ 8003s ] thds: 64 tps: 20233.62 qps: 570370.25 (r/w/o: 260329.09/269574.92/40466.24) lat (ms,95%): 7.98 err/s 93.00 reconn/s: 0.00
[ 8004s ] thds: 64 tps: 20367.20 qps: 580154.75 (r/w/o: 264423.62/274995.72/40735.40) lat (ms,95%): 7.98 err/s 96.00 reconn/s: 0.00
[ 8005s ] thds: 64 tps: 20411.02 qps: 585439.65 (r/w/o: 267331.30/277285.31/40823.05) lat (ms,95%): 7.98 err/s 100.00 reconn/s: 0.00
[ 8006s ] thds: 64 tps: 20651.82 qps: 583243.91 (r/w/o: 266004.68/275936.59/41302.64) lat (ms,95%): 7.98 err/s 73.00 reconn/s: 0.00
[ 8007s ] thds: 64 tps: 20324.62 qps: 579310.20 (r/w/o: 264444.07/274218.89/40647.24) lat (ms,95%): 7.98 err/s 111.00 reconn/s: 0.00
[ 8008s ] thds: 64 tps: 20419.62 qps: 585216.87 (r/w/o: 267119.16/277256.47/40841.25) lat (ms,95%): 7.84 err/s 93.00 reconn/s: 0.00
[ 8009s ] thds: 64 tps: 20563.73 qps: 583747.26 (r/w/o: 266217.47/276403.34/41126.45) lat (ms,95%): 7.84 err/s 78.00 reconn/s: 0.00
[ 8010s ] thds: 64 tps: 20441.18 qps: 582812.00 (r/w/o: 265923.28/276005.37/40883.35) lat (ms,95%): 7.84 err/s 85.00 reconn/s: 0.00
[ 8011s ] thds: 64 tps: 20501.97 qps: 585269.16 (r/w/o: 267044.62/277220.60/41003.94) lat (ms,95%): 7.98 err/s 104.00 reconn/s: 0.00
[ 8012s ] thds: 64 tps: 20511.63 qps: 579944.71 (r/w/o: 264265.36/274656.10/41023.25) lat (ms,95%): 7.84 err/s 94.95 reconn/s: 0.00
[ 8013s ] thds: 64 tps: 20411.52 qps: 580261.93 (r/w/o: 264764.40/274674.50/40823.03) lat (ms,95%): 7.84 err/s 106.05 reconn/s: 0.00
[ 8014s ] thds: 64 tps: 20070.84 qps: 573689.42 (r/w/o: 261630.91/271918.83/40139.68) lat (ms,95%): 8.13 err/s 114.00 reconn/s: 0.00
[ 8015s ] thds: 64 tps: 20600.03 qps: 584514.83 (r/w/o: 266629.38/276684.39/41201.06) lat (ms,95%): 7.84 err/s 79.00 reconn/s: 0.00
[ 8016s ] thds: 64 tps: 20317.84 qps: 578408.02 (r/w/o: 263900.96/273870.39/40636.68) lat (ms,95%): 7.98 err/s 80.00 reconn/s: 0.00
[ 8017s ] thds: 64 tps: 20468.49 qps: 581658.79 (r/w/o: 265438.29/275285.53/40934.97) lat (ms,95%): 7.98 err/s 88.00 reconn/s: 0.00
[ 8018s ] thds: 64 tps: 20420.97 qps: 581415.10 (r/w/o: 264919.59/275653.57/40841.94) lat (ms,95%): 7.98 err/s 91.00 reconn/s: 0.00
[ 8019s ] thds: 64 tps: 20635.64 qps: 580629.97 (r/w/o: 264969.20/274388.49/41272.28) lat (ms,95%): 7.84 err/s 100.00 reconn/s: 0.00
[ 8020s ] thds: 64 tps: 20333.19 qps: 581171.36 (r/w/o: 264986.46/275517.52/40667.39) lat (ms,95%): 7.98 err/s 77.99 reconn/s: 0.00
[ 8021s ] thds: 64 tps: 20413.23 qps: 584491.09 (r/w/o: 266667.01/276999.63/40824.45) lat (ms,95%): 7.84 err/s 93.01 reconn/s: 0.00
[ 8022s ] thds: 64 tps: 20356.76 qps: 582531.18 (r/w/o: 265727.89/276090.77/40712.52) lat (ms,95%): 7.98 err/s 110.00 reconn/s: 0.00
[ 8023s ] thds: 64 tps: 20382.28 qps: 580142.43 (r/w/o: 264541.61/274833.26/40767.56) lat (ms,95%): 7.98 err/s 88.01 reconn/s: 0.00
[ 8024s ] thds: 64 tps: 20416.72 qps: 578534.32 (r/w/o: 263951.49/273750.40/40832.44) lat (ms,95%): 7.98 err/s 99.99 reconn/s: 0.00
[ 8025s ] thds: 64 tps: 20476.80 qps: 580704.08 (r/w/o: 264754.29/274994.19/40955.60) lat (ms,95%): 7.98 err/s 90.01 reconn/s: 0.00
[ 8026s ] thds: 64 tps: 20440.61 qps: 583615.78 (r/w/o: 266265.88/276469.69/40880.21) lat (ms,95%): 7.84 err/s 83.00 reconn/s: 0.00
[ 8027s ] thds: 64 tps: 20426.51 qps: 580503.41 (r/w/o: 264836.57/274813.82/40853.01) lat (ms,95%): 7.98 err/s 90.00 reconn/s: 0.00
[ 8028s ] thds: 64 tps: 20533.18 qps: 582233.85 (r/w/o: 265680.44/275488.05/41065.37) lat (ms,95%): 7.98 err/s 88.00 reconn/s: 0.00
[ 8029s ] thds: 64 tps: 20316.48 qps: 579150.80 (r/w/o: 264125.29/274392.54/40632.97) lat (ms,95%): 7.98 err/s 94.00 reconn/s: 0.00
[ 8030s ] thds: 64 tps: 20477.27 qps: 581592.57 (r/w/o: 265383.46/275252.58/40956.53) lat (ms,95%): 7.98 err/s 94.00 reconn/s: 0.00
[ 8031s ] thds: 64 tps: 20575.51 qps: 586335.17 (r/w/o: 267565.60/277619.54/41150.03) lat (ms,95%): 7.84 err/s 88.93 reconn/s: 0.00
[ 8032s ] thds: 64 tps: 20330.22 qps: 579527.50 (r/w/o: 264197.85/274671.20/40658.45) lat (ms,95%): 7.98 err/s 87.07 reconn/s: 0.00
[ 8033s ] thds: 64 tps: 20513.19 qps: 580624.41 (r/w/o: 264746.47/274850.56/41027.38) lat (ms,95%): 7.98 err/s 93.00 reconn/s: 0.00
[ 8034s ] thds: 64 tps: 20378.91 qps: 580302.54 (r/w/o: 264830.88/274713.83/40757.83) lat (ms,95%): 7.98 err/s 93.00 reconn/s: 0.00
[ 8035s ] thds: 64 tps: 20448.74 qps: 581127.58 (r/w/o: 265028.61/275200.48/40898.48) lat (ms,95%): 7.98 err/s 99.00 reconn/s: 0.00
[ 8036s ] thds: 64 tps: 20344.99 qps: 582162.67 (r/w/o: 265618.85/275853.84/40689.98) lat (ms,95%): 7.98 err/s 89.00 reconn/s: 0.00
[ 8037s ] thds: 64 tps: 20255.29 qps: 581262.31 (r/w/o: 265043.79/275707.94/40510.58) lat (ms,95%): 7.98 err/s 70.00 reconn/s: 0.00
[ 8038s ] thds: 64 tps: 20697.54 qps: 581712.56 (r/w/o: 265270.89/275048.58/41393.09) lat (ms,95%): 7.84 err/s 95.93 reconn/s: 0.00
[ 8039s ] thds: 64 tps: 20382.69 qps: 579676.79 (r/w/o: 264292.48/274616.92/40767.38) lat (ms,95%): 7.98 err/s 96.07 reconn/s: 0.00
[ 8040s ] thds: 64 tps: 20460.71 qps: 580293.70 (r/w/o: 264518.22/274855.07/40920.41) lat (ms,95%): 7.84 err/s 78.00 reconn/s: 0.00
[ 8041s ] thds: 64 tps: 20321.56 qps: 578692.52 (r/w/o: 264122.31/273927.09/40643.12) lat (ms,95%): 7.98 err/s 80.00 reconn/s: 0.00
[ 8042s ] thds: 64 tps: 20031.57 qps: 570578.33 (r/w/o: 260355.45/270157.73/40065.15) lat (ms,95%): 8.13 err/s 85.00 reconn/s: 0.00
[ 8043s ] thds: 64 tps: 20412.66 qps: 578667.83 (r/w/o: 263881.59/273964.92/40821.33) lat (ms,95%): 7.98 err/s 92.00 reconn/s: 0.00
[ 8044s ] thds: 64 tps: 19949.81 qps: 570346.51 (r/w/o: 260248.50/270198.40/39899.62) lat (ms,95%): 8.13 err/s 78.00 reconn/s: 0.00
[ 8045s ] thds: 64 tps: 20404.18 qps: 574960.10 (r/w/o: 262190.33/271960.41/40809.36) lat (ms,95%): 7.98 err/s 73.00 reconn/s: 0.00
[ 8046s ] thds: 64 tps: 20059.60 qps: 571523.19 (r/w/o: 260615.84/270788.14/40119.21) lat (ms,95%): 8.13 err/s 80.00 reconn/s: 0.00
[ 8047s ] thds: 64 tps: 20106.65 qps: 574613.54 (r/w/o: 262414.44/271983.80/40215.31) lat (ms,95%): 8.13 err/s 101.99 reconn/s: 0.00
[ 8048s ] thds: 64 tps: 20085.47 qps: 570847.83 (r/w/o: 260594.07/270082.82/40170.93) lat (ms,95%): 8.13 err/s 86.00 reconn/s: 0.00
[ 8049s ] thds: 64 tps: 20229.09 qps: 573145.08 (r/w/o: 261418.18/271270.73/40456.17) lat (ms,95%): 7.98 err/s 68.00 reconn/s: 0.00
[ 8050s ] thds: 64 tps: 20205.93 qps: 571454.49 (r/w/o: 260576.85/270466.79/40410.85) lat (ms,95%): 7.98 err/s 74.01 reconn/s: 0.00
[ 8051s ] thds: 64 tps: 20501.31 qps: 581237.93 (r/w/o: 265126.07/275106.23/41005.63) lat (ms,95%): 7.98 err/s 82.00 reconn/s: 0.00
[ 8052s ] thds: 64 tps: 20178.41 qps: 576336.27 (r/w/o: 262996.37/272983.08/40356.83) lat (ms,95%): 8.13 err/s 93.00 reconn/s: 0.00
截取运行至60314秒(约16小时)时的TPS: 1.8万左右。

[ 60314s ] thds: 64 tps: 19341.74 qps: 543204.76 (r/w/o: 247957.48/256563.81/38683.48) lat (ms,95%): 8.43 err/s 93.00 reconn/s: 0.00
[ 60315s ] thds: 64 tps: 19402.02 qps: 553901.95 (r/w/o: 252584.21/262512.71/38805.03) lat (ms,95%): 8.28 err/s 93.00 reconn/s: 0.00
[ 60316s ] thds: 64 tps: 18301.57 qps: 519270.68 (r/w/o: 236803.38/245865.17/36602.13) lat (ms,95%): 8.43 err/s 61.00 reconn/s: 0.00
[ 60317s ] thds: 64 tps: 16248.96 qps: 460563.21 (r/w/o: 210044.41/218019.88/32498.92) lat (ms,95%): 8.74 err/s 81.00 reconn/s: 0.00
[ 60318s ] thds: 64 tps: 19251.90 qps: 550591.20 (r/w/o: 251161.72/260926.67/38502.80) lat (ms,95%): 8.43 err/s 96.00 reconn/s: 0.00
[ 60319s ] thds: 64 tps: 19509.95 qps: 548363.50 (r/w/o: 249973.55/259370.05/39019.90) lat (ms,95%): 8.28 err/s 73.00 reconn/s: 0.00
[ 60320s ] thds: 64 tps: 19543.97 qps: 549761.22 (r/w/o: 250722.65/259949.63/39088.94) lat (ms,95%): 8.13 err/s 76.00 reconn/s: 0.00
[ 60321s ] thds: 64 tps: 19363.48 qps: 549986.10 (r/w/o: 250868.20/260390.95/38726.95) lat (ms,95%): 8.28 err/s 82.00 reconn/s: 0.00
[ 60322s ] thds: 64 tps: 19371.95 qps: 551287.99 (r/w/o: 251553.31/260992.78/38741.90) lat (ms,95%): 8.28 err/s 80.00 reconn/s: 0.00
[ 60323s ] thds: 64 tps: 15691.03 qps: 452727.03 (r/w/o: 206630.23/214713.73/31383.06) lat (ms,95%): 8.90 err/s 64.00 reconn/s: 0.00
[ 60324s ] thds: 64 tps: 16274.47 qps: 458086.44 (r/w/o: 208798.89/216740.61/32546.94) lat (ms,95%): 8.90 err/s 61.01 reconn/s: 0.00
[ 60325s ] thds: 64 tps: 19378.81 qps: 550473.61 (r/w/o: 251081.54/260633.45/38758.62) lat (ms,95%): 8.28 err/s 77.00 reconn/s: 0.00
[ 60326s ] thds: 64 tps: 19208.78 qps: 546456.65 (r/w/o: 249474.10/258563.99/38418.55) lat (ms,95%): 8.43 err/s 68.00 reconn/s: 0.00
[ 60327s ] thds: 64 tps: 16284.20 qps: 461247.29 (r/w/o: 210580.59/218099.29/32567.40) lat (ms,95%): 8.74 err/s 73.87 reconn/s: 0.00
[ 60328s ] thds: 64 tps: 18873.26 qps: 533919.22 (r/w/o: 243502.03/252668.67/37748.52) lat (ms,95%): 8.28 err/s 84.15 reconn/s: 0.00
[ 60329s ] thds: 64 tps: 19181.30 qps: 548828.91 (r/w/o: 250310.84/260155.48/38362.60) lat (ms,95%): 8.28 err/s 73.00 reconn/s: 0.00
[ 60330s ] thds: 64 tps: 19163.09 qps: 544791.56 (r/w/o: 248654.17/257811.21/38326.18) lat (ms,95%): 8.43 err/s 84.00 reconn/s: 0.00
[ 60331s ] thds: 64 tps: 15370.60 qps: 436963.74 (r/w/o: 199441.86/206782.67/30739.21) lat (ms,95%): 8.90 err/s 58.00 reconn/s: 0.00
[ 60332s ] thds: 64 tps: 18666.11 qps: 535700.06 (r/w/o: 244396.39/253969.45/37334.21) lat (ms,95%): 8.58 err/s 81.00 reconn/s: 0.00
[ 60333s ] thds: 64 tps: 19166.30 qps: 542122.53 (r/w/o: 247496.90/256293.03/38332.60) lat (ms,95%): 8.28 err/s 75.00 reconn/s: 0.00
[ 60334s ] thds: 64 tps: 17808.04 qps: 511114.51 (r/w/o: 233230.46/242268.97/35615.08) lat (ms,95%): 8.74 err/s 89.00 reconn/s: 0.00
[ 60335s ] thds: 64 tps: 15754.88 qps: 447359.62 (r/w/o: 204130.46/211719.40/31509.76) lat (ms,95%): 8.90 err/s 64.00 reconn/s: 0.00
[ 60336s ] thds: 64 tps: 18478.48 qps: 529327.12 (r/w/o: 241701.20/250668.95/36956.96) lat (ms,95%): 8.74 err/s 73.00 reconn/s: 0.00
[ 60337s ] thds: 64 tps: 19124.11 qps: 544896.11 (r/w/o: 248318.39/258330.50/38247.22) lat (ms,95%): 8.43 err/s 73.01 reconn/s: 0.00
[ 60338s ] thds: 64 tps: 16187.05 qps: 462672.85 (r/w/o: 211196.76/219100.00/32376.09) lat (ms,95%): 9.06 err/s 70.92 reconn/s: 0.00
[ 60339s ] thds: 64 tps: 18098.52 qps: 517695.48 (r/w/o: 236153.76/245345.67/36196.05) lat (ms,95%): 8.74 err/s 81.09 reconn/s: 0.00
[ 60340s ] thds: 64 tps: 19052.64 qps: 545579.33 (r/w/o: 248832.36/258642.69/38104.28) lat (ms,95%): 8.58 err/s 91.00 reconn/s: 0.00
[ 60341s ] thds: 64 tps: 16571.76 qps: 474637.18 (r/w/o: 216660.89/224831.77/33144.52) lat (ms,95%): 8.74 err/s 68.00 reconn/s: 0.00
[ 60342s ] thds: 64 tps: 15923.79 qps: 450100.13 (r/w/o: 205297.32/212955.22/31847.58) lat (ms,95%): 8.74 err/s 69.00 reconn/s: 0.00
[ 60343s ] thds: 64 tps: 18764.65 qps: 537077.94 (r/w/o: 245110.41/254437.23/37530.30) lat (ms,95%): 8.43 err/s 81.00 reconn/s: 0.00
截取运行至105235秒(约29小时)时的TPS: 1.3万左右

[ 105235s ] thds: 64 tps: 10971.14 qps: 310702.84 (r/w/o: 141931.50/146827.05/21944.30) lat (ms,95%): 11.04 err/s 54.42 reconn/s: 0.00
[ 105236s ] thds: 64 tps: 16716.96 qps: 473482.17 (r/w/o: 216038.40/224008.86/33434.92) lat (ms,95%): 9.39 err/s 79.00 reconn/s: 0.00
[ 105237s ] thds: 64 tps: 12184.17 qps: 347403.15 (r/w/o: 158458.12/164578.69/24366.33) lat (ms,95%): 10.09 err/s 51.98 reconn/s: 0.00
[ 105238s ] thds: 64 tps: 13984.71 qps: 393431.48 (r/w/o: 179531.45/185928.61/27971.42) lat (ms,95%): 9.73 err/s 54.02 reconn/s: 0.00
[ 105239s ] thds: 64 tps: 15386.03 qps: 433355.56 (r/w/o: 197604.49/204981.02/30770.05) lat (ms,95%): 9.56 err/s 65.00 reconn/s: 0.00
[ 105240s ] thds: 64 tps: 8817.13 qps: 254406.00 (r/w/o: 116071.20/120699.54/17635.25) lat (ms,95%): 12.08 err/s 40.96 reconn/s: 0.00
[ 105241s ] thds: 64 tps: 7327.41 qps: 206762.43 (r/w/o: 94191.16/97917.44/14653.83) lat (ms,95%): 11.87 err/s 37.04 reconn/s: 0.00
[ 105242s ] thds: 64 tps: 16702.17 qps: 474897.45 (r/w/o: 216633.26/224857.86/33406.33) lat (ms,95%): 9.56 err/s 76.99 reconn/s: 0.00
[ 105243s ] thds: 64 tps: 13411.71 qps: 380988.62 (r/w/o: 173814.18/180351.02/26823.42) lat (ms,95%): 10.09 err/s 53.01 reconn/s: 0.00
[ 105244s ] thds: 64 tps: 9963.37 qps: 284381.14 (r/w/o: 129775.85/134680.54/19924.75) lat (ms,95%): 11.04 err/s 35.00 reconn/s: 0.00
[ 105245s ] thds: 64 tps: 14759.45 qps: 419263.48 (r/w/o: 191417.92/198324.66/29520.91) lat (ms,95%): 9.73 err/s 69.00 reconn/s: 0.00
[ 105246s ] thds: 64 tps: 12785.37 qps: 365241.33 (r/w/o: 166674.43/172997.16/25569.73) lat (ms,95%): 10.27 err/s 52.96 reconn/s: 0.00
[ 105247s ] thds: 64 tps: 10651.06 qps: 300672.14 (r/w/o: 137243.92/142125.11/21303.11) lat (ms,95%): 10.46 err/s 35.91 reconn/s: 0.00
[ 105248s ] thds: 64 tps: 14604.60 qps: 412991.62 (r/w/o: 188383.80/195400.63/29207.19) lat (ms,95%): 9.39 err/s 54.18 reconn/s: 0.00
[ 105249s ] thds: 64 tps: 16771.01 qps: 472864.24 (r/w/o: 215600.82/223720.40/33543.02) lat (ms,95%): 9.39 err/s 79.98 reconn/s: 0.00
[ 105250s ] thds: 64 tps: 11177.31 qps: 318115.91 (r/w/o: 145144.34/150616.96/22354.62) lat (ms,95%): 10.84 err/s 50.58 reconn/s: 0.00
[ 105251s ] thds: 64 tps: 8944.08 qps: 252604.23 (r/w/o: 115208.77/119506.29/17889.17) lat (ms,95%): 11.45 err/s 40.35 reconn/s: 0.00
[ 105252s ] thds: 64 tps: 12086.05 qps: 338581.29 (r/w/o: 154610.80/159798.39/24172.09) lat (ms,95%): 9.91 err/s 53.00 reconn/s: 0.00
[ 105253s ] thds: 64 tps: 16202.94 qps: 466033.79 (r/w/o: 212768.97/220859.94/32404.88) lat (ms,95%): 9.56 err/s 76.99 reconn/s: 0.00
[ 105254s ] thds: 64 tps: 14574.21 qps: 413960.09 (r/w/o: 188988.78/195822.88/29148.43) lat (ms,95%): 9.73 err/s 63.00 reconn/s: 0.00
[ 105255s ] thds: 64 tps: 13877.36 qps: 390236.01 (r/w/o: 178052.57/184427.73/27755.71) lat (ms,95%): 10.09 err/s 50.00 reconn/s: 0.00
[ 105256s ] thds: 64 tps: 15102.61 qps: 428525.80 (r/w/o: 195790.88/202531.71/30203.21) lat (ms,95%): 9.56 err/s 64.00 reconn/s: 0.00
[ 105257s ] thds: 64 tps: 16296.44 qps: 461997.43 (r/w/o: 211100.68/218301.87/32594.88) lat (ms,95%): 9.39 err/s 73.00 reconn/s: 0.00
[ 105258s ] thds: 64 tps: 10220.71 qps: 287978.86 (r/w/o: 131516.28/136022.16/20440.42) lat (ms,95%): 10.46 err/s 53.00 reconn/s: 0.00
[ 105259s ] thds: 64 tps: 3986.03 qps: 114032.80 (r/w/o: 52087.37/53973.38/7972.06) lat (ms,95%): 13.46 err/s 14.00 reconn/s: 0.00
[ 105260s ] thds: 64 tps: 15307.79 qps: 434108.13 (r/w/o: 197882.33/205609.22/30616.59) lat (ms,95%): 9.73 err/s 77.00 reconn/s: 0.00
[ 105261s ] thds: 64 tps: 10360.59 qps: 297243.50 (r/w/o: 135577.75/140944.58/20721.17) lat (ms,95%): 10.84 err/s 41.01 reconn/s: 0.00
[ 105262s ] thds: 64 tps: 9348.18 qps: 263222.94 (r/w/o: 120104.48/124424.10/18694.36) lat (ms,95%): 11.45 err/s 48.00 reconn/s: 0.00
[ 105263s ] thds: 64 tps: 10481.89 qps: 296577.98 (r/w/o: 135384.62/140227.57/20965.79) lat (ms,95%): 11.04 err/s 43.00 reconn/s: 0.00
[ 105264s ] thds: 64 tps: 14258.34 qps: 405619.15 (r/w/o: 185077.40/192025.08/28516.67) lat (ms,95%): 9.91 err/s 64.00 reconn/s: 0.00
[ 105265s ] thds: 64 tps: 15180.17 qps: 431972.85 (r/w/o: 197029.21/204583.29/30360.35) lat (ms,95%): 9.91 err/s 58.01 reconn/s: 0.00
[ 105266s ] thds: 64 tps: 16335.46 qps: 462913.83 (r/w/o: 211153.08/219089.82/32670.93) lat (ms,95%): 9.39 err/s 79.00 reconn/s: 0.00
[ 105267s ] thds: 64 tps: 14183.78 qps: 404733.81 (r/w/o: 184728.18/191639.07/28366.57) lat (ms,95%): 9.56 err/s 65.00 reconn/s: 0.00
[ 105268s ] thds: 64 tps: 8382.61 qps: 235797.93 (r/w/o: 107527.18/111504.52/16766.22) lat (ms,95%): 12.30 err/s 26.00 reconn/s: 0.00
[ 105269s ] thds: 64 tps: 15655.17 qps: 443939.57 (r/w/o: 202572.09/210057.13/31310.34) lat (ms,95%): 9.56 err/s 71.01 reconn/s: 0.00
[ 105270s ] thds: 64 tps: 11207.84 qps: 320791.50 (r/w/o: 146306.95/152070.87/22413.69) lat (ms,95%): 11.04 err/s 44.00 reconn/s: 0.00
[ 105271s ] thds: 64 tps: 13845.13 qps: 399042.68 (r/w/o: 181915.68/189434.75/27692.26) lat (ms,95%): 9.91 err/s 65.00 reconn/s: 0.00
[ 105272s ] thds: 64 tps: 8264.45 qps: 236754.99 (r/w/o: 108044.68/112181.41/16528.90) lat (ms,95%): 11.45 err/s 40.99 reconn/s: 0.00
[ 105273s ] thds: 64 tps: 10702.08 qps: 302372.04 (r/w/o: 138055.74/142912.14/21404.16) lat (ms,95%): 10.27 err/s 53.02 reconn/s: 0.00
[ 105274s ] thds: 64 tps: 16254.38 qps: 463970.25 (r/w/o: 211848.78/219611.72/32509.75) lat (ms,95%): 9.56 err/s 76.84 reconn/s: 0.00
[ 105275s ] thds: 64 tps: 13855.29 qps: 399107.99 (r/w/o: 182274.21/189125.20/27708.58) lat (ms,95%): 10.09 err/s 72.15 reconn/s: 0.00
[ 105276s ] thds: 64 tps: 11715.07 qps: 337701.73 (r/w/o: 154173.03/160100.57/23428.13) lat (ms,95%): 10.46 err/s 48.00 reconn/s: 0.00
[ 105277s ] thds: 64 tps: 13778.07 qps: 392465.82 (r/w/o: 179067.23/185841.44/27557.14) lat (ms,95%): 9.91 err/s 56.67 reconn/s: 0.00
[ 105278s ] thds: 64 tps: 11129.26 qps: 311401.06 (r/w/o: 141946.61/147193.91/22260.53) lat (ms,95%): 10.65 err/s 45.26 reconn/s: 0.00
[ 105279s ] thds: 64 tps: 11934.79 qps: 341804.12 (r/w/o: 155904.32/162031.23/23868.57) lat (ms,95%): 10.27 err/s 44.01 reconn/s: 0.00
[ 105280s ] thds: 64 tps: 14279.68 qps: 400515.10 (r/w/o: 182797.16/189158.57/28559.37) lat (ms,95%): 9.91 err/s 57.99 reconn/s: 0.00
[ 105281s ] thds: 64 tps: 10798.39 qps: 306898.05 (r/w/o: 139849.04/145452.24/21596.78) lat (ms,95%): 10.65 err/s 45.00 reconn/s: 0.00
[ 105282s ] thds: 64 tps: 15073.77 qps: 431435.46 (r/w/o: 196872.01/204415.90/30147.54) lat (ms,95%): 9.73 err/s 60.00 reconn/s: 0.00
[ 105283s ] thds: 64 tps: 10182.07 qps: 288077.44 (r/w/o: 131508.09/136204.20/20365.14) lat (ms,95%): 10.84 err/s 32.99 reconn/s: 0.00
[ 105284s ] thds: 64 tps: 12926.33 qps: 370825.74 (r/w/o: 169125.44/175848.65/25851.65) lat (ms,95%): 10.09 err/s 58.01 reconn/s: 0.00
[ 105285s ] thds: 64 tps: 15116.37 qps: 427026.63 (r/w/o: 194883.63/201909.27/30233.74) lat (ms,95%): 9.73 err/s 54.00 reconn/s: 0.00
[ 105286s ] thds: 64 tps: 16076.53 qps: 455528.33 (r/w/o: 207808.99/215567.28/32152.06) lat (ms,95%): 9.39 err/s 80.99 reconn/s: 0.00
[ 105287s ] thds: 64 tps: 16653.26 qps: 476688.40 (r/w/o: 217349.38/226031.51/33307.52) lat (ms,95%): 9.22 err/s 69.00 reconn/s: 0.00
[ 105288s ] thds: 64 tps: 13093.48 qps: 371458.36 (r/w/o: 169550.32/175721.08/26186.97) lat (ms,95%): 10.09 err/s 54.00 reconn/s: 0.00
[ 105289s ] thds: 64 tps: 9397.12 qps: 266228.12 (r/w/o: 121445.65/125989.23/18793.24) lat (ms,95%): 11.24 err/s 49.00 reconn/s: 0.00
运行至105235秒(约29小时)时,数据库写入量达到1.9TB。

postgres=# l+

                                                           List of databases    
Name Owner Encoding Collate Ctype Access privileges Size Tablespace Description
newdb postgres SQL_ASCII C C 1945 GB pg_default

TPS下降主要是活跃数据逐渐超过内存大小,IO waiting造成。

没有IO瓶颈时,TPS在2万左右。

统计信息

newdb=# select relname, n_tup_ins, n_tup_upd, n_tup_hot_upd,n_tup_del from pg_stat_all_tables order by (n_tup_ins+ n_tup_upd+ n_tup_del) desc;

     relname         | n_tup_ins | n_tup_upd | n_tup_hot_upd | n_tup_del     
order_line8 742854773 713469103 470117428 0
order_line1 742833097 713118634 468813423 0
order_line2 742814453 713125655 469244070 0
order_line6 742772114 713101727 468560015 0
order_line7 742806127 713043788 468913950 0
order_line4 742723229 713108643 468710015 0
order_line3 742737023 713059091 469035956 0
order_line10 742644699 713128483 468425378 0
order_line9 742687699 713048549 471041026 0
order_line5 742673162 713019192 469636425 0
stock8 10000000 712762996 711773249 0
stock1 10000000 712724019 711733972 0
stock7 10000000 712710454 711720727 0
stock2 10000000 712699712 711709720 0
stock6 10000000 712664471 711675060 0
stock3 10000000 712628267 711639239 0
stock4 10000000 712614959 711625378 0
stock9 10000000 712578521 711589735 0
stock5 10000000 712571539 711581883 0
stock10 10000000 712537577 711548476 0
order_line18 120222432 90592862 64624605 78896814
order_line17 120261447 90560878 64785230 78887855
order_line19 120202018 90466530 64834794 78751265
order_line16 120159770 90427602 64739869 78745237
order_line20 120198335 90395667 65068488 78700223
order_line13 120134220 90412599 64828782 78727933
order_line15 120211731 90378933 65101992 78664788
order_line14 120159274 90323656 64909828 78623449
order_line12 120146896 90345538 64738002 78593905
order_line11 120113947 90188119 64658216 78476210
customer8 3000000 142867720 142235485 0
customer2 3000000 142863783 142221419 0
customer10 3000000 142861001 142231849 0
customer1 3000000 142856118 142226469 0
customer3 3000000 142856100 142225914 0
customer6 3000000 142856066 142187400 0
customer7 3000000 142854615 142219529 0
customer4 3000000 142846513 142213297 0
customer9 3000000 142837654 142204790 0
customer5 3000000 142825641 142194765 0
orders8 74435847 71350501 66463303 0
orders1 74437273 71320879 66424847 0
orders2 74430364 71318489 66403037 0
orders4 74425266 71319415 66413399 0
orders7 74428137 71308212 66384341 0
orders6 74423999 71312104 66391791 0
orders5 74420941 71311488 66417836 0
orders9 74419829 71312456 66429273 0
orders10 74414375 71316975 66415194 0
orders3 74417964 71305524 66387134 0
new_orders8 72324035 0 0 71341012
new_orders1 72325453 0 0 71310992
new_orders2 72318824 0 0 71308036
new_orders4 72312623 0 0 71309388
new_orders6 72312188 0 0 71301214
new_orders7 72316346 0 0 71297056
new_orders9 72308709 0 0 71302880
new_orders5 72309479 0 0 71301185
new_orders10 72302706 0 0 71307616
new_orders3 72307185 0 0 71296566
district2 1000 142968966 142714582 0
district7 1000 142966656 142698327 0
district1 1000 142964804 142646240 0
district3 1000 142962034 142701972 0
district6 1000 142961021 142720706 0
district10 1000 142950841 142703853 0
district4 1000 142946915 142680283 0
district8 1000 142946805 142717357 0
district9 1000 142938663 142709335 0
district5 1000 142928459 142693541 0
stock17 10000000 89481481 88938366 0
stock15 10000000 89476911 88933546 0
stock12 10000000 89462637 88918517 0
stock11 10000000 89439475 88896285 0
stock14 10000000 89438138 88896221 0
stock18 10000000 89437799 88894243 0
stock13 10000000 89432484 88888980 0
stock16 10000000 89398767 88855039 0
stock20 10000000 89386421 88842973 0
stock19 10000000 89385085 88842093 0
history3 74424652 0 0 0
history7 74420955 0 0 0
history2 74420732 0 0 0
history10 74418428 0 0 0
history6 74417388 0 0 0
history1 74408236 0 0 0
history4 74402262 0 0 0
history9 74397395 0 0 0
history8 74393045 0 0 0
history5 74388763 0 0 0
warehouse3 100 71492200 71450379 0
warehouse2 100 71488430 71444047 0
warehouse7 100 71488084 71442103 0
warehouse6 100 71486603 71441165 0
warehouse10 100 71486293 71440442 0
warehouse1 100 71476931 71435941 0
warehouse4 100 71470721 71426193 0
warehouse9 100 71466903 71426798 0
warehouse8 100 71460796 71417622 0
warehouse5 100 71456483 71411916 0
orders18 12108589 9125510 8807138 7939496
orders17 12110637 9120269 8804006 7938378
orders19 12105891 9113110 8797260 7923660
orders20 12108671 9107010 8793572 7920437
orders16 12099771 9106790 8787831 7922956
orders13 12094924 9102890 8794151 7919890
orders15 12103020 9098450 8779376 7914356
orders14 12099048 9093850 8780012 7909755
orders12 12093362 9092400 8775385 7906052
orders11 12087640 9075160 8760871 7891505
history20 12036742 0 0 11726195
history19 12034802 0 0 11727724
history18 12032658 0 0 11724219
history16 12032243 0 0 11716928
history17 12029737 0 0 11718122
history13 12026358 0 0 11706908
history12 12023241 0 0 11705417
history14 12022479 0 0 11706108
history15 12022364 0 0 11705010
history11 12014446 0 0 11697237
customer18 3000000 18036170 17654943 0
customer17 3000000 18033330 17652039 0
customer13 3000000 18031178 17649365 0
customer16 3000000 18025381 17643831 0
customer12 3000000 18023919 17642613 0
customer19 3000000 18021666 17640586 0
customer20 3000000 18015621 17633319 0
customer14 3000000 18014509 17633309 0
customer15 3000000 18010869 17629605 0
customer11 3000000 18002119 17621502 0
new_orders18 10007127 0 0 9125290
new_orders17 10009015 0 0 9119249
new_orders19 10004860 0 0 9112640
new_orders20 10007841 0 0 9106570
new_orders16 9997658 0 0 9105470
new_orders15 10000794 0 0 9097660
new_orders13 9992490 0 0 9101210
new_orders14 9996854 0 0 9092360
new_orders12 9990837 0 0 9090990
new_orders11 9984771 0 0 9073380
district12 1000 18017077 18016085 0
district17 1000 18016760 18015911 0
district13 1000 18014365 18013375 0
district18 1000 18012427 18011288 0
district16 1000 18011460 18010443 0
district14 1000 18010505 18009558 0
district20 1000 18009697 18008717 0
district15 1000 18009694 18008741 0
district19 1000 18008130 18007262 0
district11 1000 18008011 18006927 0
warehouse16 100 9008348 9008124 0
warehouse13 100 9007670 9007509 0
warehouse12 100 9007018 9006817 0
warehouse19 100 9006228 9006066 0
warehouse20 100 9006071 9005942 0
warehouse17 100 9005111 9004914 0
warehouse18 100 9004644 9004459 0
warehouse14 100 9002354 9002220 0
warehouse11 100 9000592 9000473 0
warehouse15 100 8999848 8999714 0
item20 100000 0 0 0
item13 100000 0 0 0
item3 100000 0 0 0
item9 100000 0 0 0
item19 100000 0 0 0
item7 100000 0 0 0
item12 100000 0 0 0
item17 100000 0 0 0
item5 100000 0 0 0
item2 100000 0 0 0
item16 100000 0 0 0
item8 100000 0 0 0
item18 100000 0 0 0
item4 100000 0 0 0
item10 100000 0 0 0
item15 100000 0 0 0
item14 100000 0 0 0
item1 100000 0 0 0
item11 100000 0 0 0
item6 100000 0 0 0

表的大小详情

newdb=# dt+

                    List of relations    
Schema Name Type Owner Size Description
public customer1 table postgres 2123 MB
public customer2 table postgres 2120 MB
public customer3 table postgres 2124 MB
public customer4 table postgres 2124 MB
public customer5 table postgres 2122 MB
public customer6 table postgres 2121 MB
public customer7 table postgres 2121 MB
public customer8 table postgres 2123 MB
public customer9 table postgres 2124 MB
public district1 table postgres 6616 kB
public district10 table postgres 6528 kB
public district2 table postgres 6944 kB
public district3 table postgres 8240 kB
public district4 table postgres 6728 kB
public district5 table postgres 6664 kB
public district6 table postgres 6272 kB
public district7 table postgres 5160 kB
public district8 table postgres 6376 kB
public district9 table postgres 6360 kB
public history1 table postgres 6698 MB
public history10 table postgres 6699 MB
public history2 table postgres 6700 MB
public history3 table postgres 6699 MB
public history4 table postgres 6698 MB
public history5 table postgres 6697 MB
public history6 table postgres 6699 MB
public history7 table postgres 6699 MB
public history8 table postgres 6697 MB
public history9 table postgres 6697 MB
public item1 table postgres 11 MB
public item10 table postgres 11 MB
public item2 table postgres 11 MB
public item3 table postgres 11 MB
public item4 table postgres 11 MB
public item5 table postgres 11 MB
public item6 table postgres 11 MB
public item7 table postgres 11 MB
public item8 table postgres 11 MB
public item9 table postgres 11 MB
public new_orders1 table postgres 13 MB
public new_orders10 table postgres 12 MB
public new_orders2 table postgres 13 MB
public new_orders3 table postgres 13 MB
public new_orders4 table postgres 12 MB
public new_orders5 table postgres 13 MB
public new_orders6 table postgres 13 MB
public new_orders7 table postgres 13 MB
public new_orders8 table postgres 12 MB
public new_orders9 table postgres 13 MB
public order_line1 table postgres 82 GB
public order_line10 table postgres 82 GB
public order_line2 table postgres 82 GB
public order_line3 table postgres 82 GB
public order_line4 table postgres 82 GB
public order_line5 table postgres 82 GB
public order_line6 table postgres 82 GB
public order_line7 table postgres 82 GB
public order_line8 table postgres 83 GB
public order_line9 table postgres 83 GB
public orders1 table postgres 4632 MB
public orders10 table postgres 4630 MB
public orders2 table postgres 4631 MB
public orders3 table postgres 4631 MB
public orders4 table postgres 4631 MB
public orders5 table postgres 4631 MB
public orders6 table postgres 4631 MB
public orders7 table postgres 4631 MB
public orders8 table postgres 4632 MB
public orders9 table postgres 4631 MB
public stock1 table postgres 3806 MB
public stock10 table postgres 3806 MB
public stock2 table postgres 3806 MB
public stock3 table postgres 3819 MB
public stock4 table postgres 3809 MB
public stock5 table postgres 3809 MB
public stock6 table postgres 3808 MB
public stock7 table postgres 3808 MB
public stock8 table postgres 3809 MB
public stock9 table postgres 3815 MB
public warehouse1 table postgres 1144 kB
public warehouse10 table postgres 1328 kB
public warehouse2 table postgres 1144 kB
public warehouse3 table postgres 1160 kB
public warehouse4 table postgres 1104 kB
public warehouse5 table postgres 936 kB
public warehouse6 table postgres 1048 kB
public warehouse7 table postgres 1080 kB
public warehouse8 table postgres 1056 kB
public warehouse9 table postgres 1120 kB

2、1亿 tpcb 耐久测试
7*24小时测试

pgbench -i -s 1000 --tablespace=tbs1 --index-tablespace=tbs2

nohup pgbench -M prepared -v -r -P 1 -c 32 -j 32 -T 604800 >./pgbench.log1 2>&1 &
压测结束,表和库的大小如下

postgres=# l+

                                                           List of databases  
Name Owner Encoding Collate Ctype Access privileges Size Tablespace Description
newdb postgres SQL_ASCII C C 23 MB pg_default
postgres postgres SQL_ASCII C C 3217 GB pg_default default administrative connection database
template0 postgres SQL_ASCII C C =c/postgres + 7947 kB pg_default unmodifiable empty database
postgres=CTc/postgres
template1 postgres SQL_ASCII C C =c/postgres + 7947 kB pg_default default template for new databases

(4 rows)

postgres=# dt+ pgbench_*

                      List of relations  
Schema Name Type Owner Size Description
public pgbench_accounts table postgres 13 GB
public pgbench_branches table postgres 17 MB
public pgbench_history table postgres 2546 GB
public pgbench_tellers table postgres 174 MB

(4 rows)
过程记录

head -n 10 pgbench.log1
nohup: ignoring input
starting vacuum...end.
starting vacuum pgbench_accounts...end.
progress: 1.0 s, 65992.7 tps, lat 0.345 ms stddev 0.186
progress: 2.0 s, 87864.7 tps, lat 0.364 ms stddev 0.166
progress: 3.0 s, 87709.0 tps, lat 0.365 ms stddev 0.155
progress: 4.0 s, 88942.7 tps, lat 0.360 ms stddev 0.137
progress: 5.0 s, 88978.5 tps, lat 0.360 ms stddev 0.125
progress: 6.0 s, 89881.9 tps, lat 0.356 ms stddev 0.134
progress: 7.0 s, 89717.4 tps, lat 0.357 ms stddev 0.144
........
progress: 604792.0 s, 87531.8 tps, lat 0.366 ms stddev 0.112
progress: 604793.0 s, 88013.5 tps, lat 0.364 ms stddev 0.085
progress: 604794.0 s, 88438.9 tps, lat 0.362 ms stddev 0.119
progress: 604795.0 s, 87804.3 tps, lat 0.364 ms stddev 0.416
progress: 604796.0 s, 86275.8 tps, lat 0.371 ms stddev 0.103
progress: 604797.0 s, 86883.9 tps, lat 0.368 ms stddev 0.356
progress: 604798.0 s, 87882.8 tps, lat 0.364 ms stddev 0.071
progress: 604799.0 s, 87601.3 tps, lat 0.365 ms stddev 0.083
progress: 604800.0 s, 86404.5 tps, lat 0.369 ms stddev 0.091
transaction type:
scaling factor: 1000
query mode: prepared
number of clients: 32
number of threads: 32
duration: 604800 s
number of transactions actually processed: 52381795265
latency average = 0.369 ms
latency stddev = 0.800 ms
tps = 86610.109407 (including connections establishing)
tps = 86610.150411 (excluding connections establishing)
statement latencies in milliseconds:

     0.001  \set aid random(1, 100000 * :scale)  
     0.001  \set bid random(1, 1 * :scale)  
     0.001  \set tid random(1, 10 * :scale)  
     0.000  \set delta random(-5000, 5000)  
     0.026  BEGIN;  
     0.086  UPDATE pgbench_accounts SET abalance = abalance + :delta WHERE aid = :aid;  
     0.046  SELECT abalance FROM pgbench_accounts WHERE aid = :aid;  
     0.058  UPDATE pgbench_tellers SET tbalance = tbalance + :delta WHERE tid = :tid;  
     0.057  UPDATE pgbench_branches SET bbalance = bbalance + :delta WHERE bid = :bid;  
     0.046  INSERT INTO pgbench_history (tid, bid, aid, delta, mtime) VALUES (:tid, :bid, :aid, :delta, CURRENT_TIMESTAMP);  
     0.049  END;  

结果 8.66万 tps
7*24小时压测,数据库完成了523.8亿个事务,50几次freeze,性能平稳8.66万 tps 。

小结
1、1000万 tpcc测试,在16小时压测后,约1.8W tps,108 万tpmC。
由于TPCC不断有数据写入,29小时后,活跃数据量接近2TB,IO waiting成为瓶颈,TPS下降到1.3万左右。

2、1亿 tpcb测试,7天强压,性能平稳, 完成了523.8亿个事务,平均 tps 8.66万
参考
《PostgreSQL 11 tpcc 测试(103万tpmC on ECS) - use sysbench-tpcc by Percona-Lab》

《(TPC-H测试 SF=10,SF=200) PostgreSQL 11 vs 10 vs Deepgreen》

《PostgreSQL 11 100亿 tpcb 性能测试 on ECS》

https://github.com/digoal/sysbench-tpcc
转发自https://github.com/digoal/blog/blob/master/201809/20180920_01.md

相关实践学习
使用PolarDB和ECS搭建门户网站
本场景主要介绍基于PolarDB和ECS实现搭建门户网站。
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阿里云智能数据库产品团队一直致力于不断健全产品体系,提升产品性能,打磨产品功能,从而帮助客户实现更加极致的弹性能力、具备更强的扩展能力、并利用云设施进一步降低企业成本。以云原生+分布式为核心技术抓手,打造以自研的在线事务型(OLTP)数据库Polar DB和在线分析型(OLAP)数据库Analytic DB为代表的新一代企业级云原生数据库产品体系, 结合NoSQL数据库、数据库生态工具、云原生智能化数据库管控平台,为阿里巴巴经济体以及各个行业的企业客户和开发者提供从公共云到混合云再到私有云的完整解决方案,提供基于云基础设施进行数据从处理、到存储、再到计算与分析的一体化解决方案。本节课带你了解阿里云数据库产品家族及特性。
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