性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

前戏

Jmeter原生测试报告有如下缺点

  • 不具备实时性
  • 报告中的数据是测试时间段内的平均值

在如上缺点中,就诞生了性能监控平台,性能监控平台比jmeter的优势如下

  • 实时展示Jmeter压测数据
  • 数据范围可选
  • 界面美观

性能监控平台的组成如下

  • Jmeter:压测工具,产生压测数据
  • InfluxDB:开源时序数据库,特别适合用于处理和分析资源监控数据,用于存储压测数据。
  • Grefana:度量分析与可视化图标展示工具,可以支持不同种类的数据源,用于存储与InfluxDB中的数据以图标的形式展示出来。

InfluxDB部署

自从学会了docker之后,所有的环境部署我都会优先考虑docker,部署起来简单方便

部署之前确保自己已经安装了docker并且启动了,如何部署查看我的docker文章。

1.下载influxDB镜像

docker pull influxdb

2.下载完查看镜像

docker images

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

3.启动 influxDB 容器,将新 influxDB 容器命名为 jmeterdb, 执⾏docker创建容易命令:

docker run -d -p 8086:8086 -p 8083:8083 --name=jmeterdb influxdb

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

4.执⾏如下命令进⼊容器内部

docker exec -it jmeterdb /bin/bash

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

5.在容器内部创建一个数据库,用于收集jmeter发送的压测数据

执行influx命令进入命令台

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

使用 show databases; 查看已存在的数据库,只有一个_internal

6.我们创建一个名为jmeter的数据库,用来存放我们的数据

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

 性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

将jmeter收集到的数据发送给influxdb

上面我们已经在我们的服务器上搭建好了influxdb,并且创建了一个数据库,名为jmeter。现在我们就用jmeter往influxdb里发送数据。

在Jmeter中添加Backend Listener组件,用于收集数据并发送给influxdb

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

默认页面如下

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

在 Backend Listener implementation 中选择InfluxdbBackendListenerClient (注意:必须使⽤jmeter 5.0以上版本,否则需要单独装插件才可以看到这个组件)

  • 在influxdbURL中将实际的influxdb hostname填写进去
  • 在application中填写你的应用名称,也可以不改
  • 在 tetestTile 中可以修改,也可以不改
  • 其他配置保存不变

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

运行Jmeter,然后在influxdb中检验是否已经能够接收到数据

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

搭建grafana

上面我们已经搭建好了influxdb,并且将jmeter产生的数据存在了influxdb的数据库里。这时候就需要一个工具将influxdb的数据读取出来并展示。grafana就是用来展示数据的

这里我们也是使用docker部署

1.下载镜像

docker pull grafana/grafana

2.启动镜像

docker run -d -p 3000:3000 --name=jmeterGrafana grafana/grafana

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

3.访问Grafana的控制台,验证是否正常运行

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

默认用户名/密码: admin/admin,登录之后跳过修改密码

直接跳过修改密码就可以了

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

我们已经登录成功了,这时候我们就要配置我们的grafana了,步骤如下

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

 性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

单击 Save & Test 按钮,确认返回消息提示正确确认信息

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

 如果测试通过的话,我们点击左边的+,选择jmeter,导入 Jmeter Dashboard

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台
{
  "__inputs": [
    {
      "name": "JMETER_DASHBOARD",
      "label": "DB name",
      "description": "Create a Datasource in Grafana that points to jmeter database",
      "type": "datasource",
      "pluginId": "influxdb",
      "pluginName": "InfluxDB"
    },
    {
      "name": "VAR_MEASUREMENT_NAME",
      "type": "constant",
      "label": "Measurement name",
      "value": "jmeter",
      "description": "InfluxDB measurement name"
    },
    {
      "name": "VAR_SEND_INTERVAL",
      "type": "constant",
      "label": "Backend send interval",
      "value": "5",
      "description": "in second, should match JMeter property \"backend_influxdb.send_interval\""
    }
  ],
  "__requires": [
    {
      "type": "grafana",
      "id": "grafana",
      "name": "Grafana",
      "version": "4.6.2"
    },
    {
      "type": "datasource",
      "id": "influxdb",
      "name": "InfluxDB",
      "version": "1.4.0"
    },
    {
      "type": "panel",
      "id": "graph",
      "name": "Graph",
      "version": ""
    },
    {
      "type": "panel",
      "id": "singlestat",
      "name": "Singlestat",
      "version": ""
    },
    {
      "type": "panel",
      "id": "table",
      "name": "Table",
      "version": ""
    }
  ],
  "annotations": {
    "list": [
      {
        "$$hashKey": "object:4298",
        "builtIn": 1,
        "datasource": "$data_source",
        "enable": true,
        "hide": false,
        "iconColor": "rgba(0, 211, 255, 1)",
        "limit": 100,
        "name": "Start/stop marker",
        "query": "select text from events where $timeFilter",
        "showIn": 0,
        "textColumn": "",
        "type": "dashboard"
      }
    ]
  },
  "description": "Monitor your Apache JMeter load test in real time with InfluxDB and Grafana.\r\nGet overall summary, errors details and particular transaction response times.",
  "editable": true,
  "gnetId": 5496,
  "graphTooltip": 0,
  "id": 5,
  "iteration": 1523369228272,
  "links": [],
  "panels": [
    {
      "collapsed": false,
      "gridPos": {
        "h": 1,
        "w": 24,
        "x": 0,
        "y": 0
      },
      "id": 33,
      "panels": [],
      "repeat": null,
      "title": "Summary",
      "type": "row"
    },
    {
      "cacheTimeout": null,
      "colorBackground": false,
      "colorValue": true,
      "colors": [
        "#299c46",
        "#e5ac0e",
        "#d44a3a"
      ],
      "datasource": "$data_source",
      "decimals": 0,
      "format": "none",
      "gauge": {
        "maxValue": 100,
        "minValue": 0,
        "show": false,
        "thresholdLabels": false,
        "thresholdMarkers": true
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      "gridPos": {
        "h": 7,
        "w": 4,
        "x": 0,
        "y": 1
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      "height": "",
      "id": 26,
      "interval": "[[send_interval]]s",
      "links": [],
      "mappingType": 1,
      "mappingTypes": [
        {
          "name": "value to text",
          "value": 1
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        {
          "name": "range to text",
          "value": 2
        }
      ],
      "maxDataPoints": 100,
      "nullPointMode": "connected",
      "nullText": null,
      "postfix": " Requests",
      "postfixFontSize": "50%",
      "prefix": "",
      "prefixFontSize": "50%",
      "rangeMaps": [
        {
          "from": "null",
          "text": "N/A",
          "to": "null"
        }
      ],
      "sparkline": {
        "fillColor": "rgba(31, 118, 189, 0.18)",
        "full": false,
        "lineColor": "#e5ac0e",
        "show": false
      },
      "tableColumn": "",
      "targets": [
        {
          "dsType": "influxdb",
          "groupBy": [
            {
              "params": [
                "$__interval"
              ],
              "type": "time"
            },
            {
              "params": [
                "null"
              ],
              "type": "fill"
            }
          ],
          "orderByTime": "ASC",
          "policy": "default",
          "query": "SELECT sum(\"count\")  FROM \"$measurement_name\" WHERE (\"application\" =~ /^$application$/ AND \"transaction\" = 'all') AND $timeFilter GROUP BY time($__interval) fill(null)",
          "rawQuery": true,
          "refId": "A",
          "resultFormat": "time_series",
          "select": [
            [
              {
                "params": [
                  "value"
                ],
                "type": "field"
              },
              {
                "params": [],
                "type": "mean"
              }
            ]
          ],
          "tags": []
        }
      ],
      "thresholds": "",
      "title": "Total Requests",
      "type": "singlestat",
      "valueFontSize": "80%",
      "valueMaps": [
        {
          "op": "=",
          "text": "0",
          "value": "null"
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      ],
      "valueName": "total"
    },
    {
      "cacheTimeout": null,
      "colorBackground": false,
      "colorValue": true,
      "colors": [
        "#299c46",
        "#e24d42",
        "#d44a3a"
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      "datasource": "$data_source",
      "decimals": 0,
      "format": "none",
      "gauge": {
        "maxValue": 100,
        "minValue": 0,
        "show": false,
        "thresholdLabels": false,
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        "w": 4,
        "x": 4,
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      "height": "",
      "id": 28,
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      "links": [],
      "mappingType": 1,
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          "name": "value to text",
          "value": 1
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          "name": "range to text",
          "value": 2
        }
      ],
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      "nullPointMode": "connected",
      "nullText": null,
      "postfix": " Failed",
      "postfixFontSize": "50%",
      "prefix": "",
      "prefixFontSize": "50%",
      "rangeMaps": [
        {
          "from": "null",
          "text": "N/A",
          "to": "null"
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      "sparkline": {
        "fillColor": "rgba(31, 118, 189, 0.18)",
        "full": false,
        "lineColor": "#bf1b00",
        "show": false
      },
      "tableColumn": "",
      "targets": [
        {
          "dsType": "influxdb",
          "groupBy": [
            {
              "params": [
                "$__interval"
              ],
              "type": "time"
            },
            {
              "params": [
                "null"
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              "type": "fill"
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          ],
          "orderByTime": "ASC",
          "policy": "default",
          "query": "SELECT sum(\"countError\") FROM \"$measurement_name\" WHERE (\"transaction\" = 'all' AND \"application\" =~ /^$application$/) AND $timeFilter GROUP BY time($__interval) fill(null)",
          "rawQuery": true,
          "refId": "A",
          "resultFormat": "time_series",
          "select": [
            [
              {
                "params": [
                  "value"
                ],
                "type": "field"
              },
              {
                "params": [],
                "type": "mean"
              }
            ]
          ],
          "tags": []
        }
      ],
      "thresholds": "",
      "title": "Failed Requests",
      "type": "singlestat",
      "valueFontSize": "80%",
      "valueMaps": [
        {
          "op": "=",
          "text": "0",
          "value": "null"
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      "valueName": "total"
    },
    {
      "cacheTimeout": null,
      "colorBackground": false,
      "colorValue": true,
      "colors": [
        "#299c46",
        "#e24d42",
        "#d44a3a"
      ],
      "datasource": "$data_source",
      "decimals": 0,
      "format": "bytes",
      "gauge": {
        "maxValue": 100,
        "minValue": 0,
        "show": false,
        "thresholdLabels": false,
        "thresholdMarkers": true
      },
      "gridPos": {
        "h": 7,
        "w": 4,
        "x": 8,
        "y": 1
      },
      "height": "",
      "id": 38,
      "interval": "[[send_interval]]s",
      "links": [],
      "mappingType": 1,
      "mappingTypes": [
        {
          "name": "value to text",
          "value": 1
        },
        {
          "name": "range to text",
          "value": 2
        }
      ],
      "maxDataPoints": 100,
      "nullPointMode": "connected",
      "nullText": null,
      "postfix": " ",
      "postfixFontSize": "50%",
      "prefix": "",
      "prefixFontSize": "50%",
      "rangeMaps": [
        {
          "from": "null",
          "text": "N/A",
          "to": "null"
        }
      ],
      "sparkline": {
        "fillColor": "rgba(31, 118, 189, 0.18)",
        "full": false,
        "lineColor": "#bf1b00",
        "show": false
      },
      "tableColumn": "",
      "targets": [
        {
          "dsType": "influxdb",
          "groupBy": [
            {
              "params": [
                "$__interval"
              ],
              "type": "time"
            },
            {
              "params": [
                "null"
              ],
              "type": "fill"
            }
          ],
          "orderByTime": "ASC",
          "policy": "default",
          "query": "SELECT sum(\"rb\") FROM \"$measurement_name\" WHERE (\"transaction\" = 'all' AND \"application\" =~ /^$application$/) AND $timeFilter ",
          "rawQuery": true,
          "refId": "A",
          "resultFormat": "time_series",
          "select": [
            [
              {
                "params": [
                  "value"
                ],
                "type": "field"
              },
              {
                "params": [],
                "type": "mean"
              }
            ]
          ],
          "tags": []
        }
      ],
      "thresholds": "",
      "title": "Received Bytes",
      "type": "singlestat",
      "valueFontSize": "80%",
      "valueMaps": [
        {
          "op": "=",
          "text": "0",
          "value": "null"
        }
      ],
      "valueName": "total"
    },
    {
      "cacheTimeout": null,
      "colorBackground": false,
      "colorValue": true,
      "colors": [
        "#299c46",
        "#e24d42",
        "#d44a3a"
      ],
      "datasource": "$data_source",
      "decimals": 0,
      "format": "bytes",
      "gauge": {
        "maxValue": 100,
        "minValue": 0,
        "show": false,
        "thresholdLabels": false,
        "thresholdMarkers": true
      },
      "gridPos": {
        "h": 7,
        "w": 4,
        "x": 12,
        "y": 1
      },
      "height": "",
      "id": 37,
      "interval": "[[send_interval]]s",
      "links": [],
      "mappingType": 1,
      "mappingTypes": [
        {
          "name": "value to text",
          "value": 1
        },
        {
          "name": "range to text",
          "value": 2
        }
      ],
      "maxDataPoints": 100,
      "nullPointMode": "connected",
      "nullText": null,
      "postfix": " ",
      "postfixFontSize": "50%",
      "prefix": "",
      "prefixFontSize": "50%",
      "rangeMaps": [
        {
          "from": "null",
          "text": "N/A",
          "to": "null"
        }
      ],
      "sparkline": {
        "fillColor": "rgba(31, 118, 189, 0.18)",
        "full": false,
        "lineColor": "#bf1b00",
        "show": false
      },
      "tableColumn": "",
      "targets": [
        {
          "dsType": "influxdb",
          "groupBy": [
            {
              "params": [
                "$__interval"
              ],
              "type": "time"
            },
            {
              "params": [
                "null"
              ],
              "type": "fill"
            }
          ],
          "orderByTime": "ASC",
          "policy": "default",
          "query": "SELECT max(\"sb\") FROM \"$measurement_name\" WHERE (\"transaction\" = 'all' AND \"application\" =~ /^$application$/) AND $timeFilter GROUP BY time($__interval) fill(null)",
          "rawQuery": true,
          "refId": "A",
          "resultFormat": "time_series",
          "select": [
            [
              {
                "params": [
                  "value"
                ],
                "type": "field"
              },
              {
                "params": [],
                "type": "mean"
              }
            ]
          ],
          "tags": []
        }
      ],
      "thresholds": "",
      "title": "Sent Bytes",
      "type": "singlestat",
      "valueFontSize": "80%",
      "valueMaps": [
        {
          "op": "=",
          "text": "0",
          "value": "null"
        }
      ],
      "valueName": "total"
    },
    {
      "cacheTimeout": null,
      "colorBackground": false,
      "colorValue": true,
      "colors": [
        "#299c46",
        "#ef843c",
        "#e24d42"
      ],
      "datasource": "$data_source",
      "decimals": 2,
      "format": "percentunit",
      "gauge": {
        "maxValue": 1,
        "minValue": 0,
        "show": true,
        "thresholdLabels": false,
        "thresholdMarkers": true
      },
      "gridPos": {
        "h": 7,
        "w": 8,
        "x": 16,
        "y": 1
      },
      "id": 29,
      "interval": "[[send_interval]]s",
      "links": [],
      "mappingType": 1,
      "mappingTypes": [
        {
          "name": "value to text",
          "value": 1
        },
        {
          "name": "range to text",
          "value": 2
        }
      ],
      "maxDataPoints": 100,
      "nullPointMode": "connected",
      "nullText": null,
      "postfix": "",
      "postfixFontSize": "50%",
      "prefix": "",
      "prefixFontSize": "50%",
      "rangeMaps": [
        {
          "from": "null",
          "text": "N/A",
          "to": "null"
        }
      ],
      "sparkline": {
        "fillColor": "rgba(31, 118, 189, 0.18)",
        "full": false,
        "lineColor": "rgb(31, 120, 193)",
        "show": false
      },
      "tableColumn": "",
      "targets": [
        {
          "dsType": "influxdb",
          "groupBy": [
            {
              "params": [
                "$__interval"
              ],
              "type": "time"
            },
            {
              "params": [
                "null"
              ],
              "type": "fill"
            }
          ],
          "orderByTime": "ASC",
          "policy": "default",
          "query": "SELECT sum(\"error\") / sum(\"all\") FROM (SELECT sum(\"count\") AS \"all\" FROM \"$measurement_name\" WHERE \"transaction\" = 'all' AND \"application\" =~ /^$application$/ AND $timeFilter GROUP BY time($__interval) fill(null)), (SELECT sum(\"countError\") AS \"error\" FROM \"$measurement_name\" WHERE \"transaction\" = 'all' AND \"application\" =~ /^$application$/ AND $timeFilter GROUP BY time($__interval) fill(null))",
          "rawQuery": true,
          "refId": "A",
          "resultFormat": "time_series",
          "select": [
            [
              {
                "params": [
                  "value"
                ],
                "type": "field"
              },
              {
                "params": [],
                "type": "mean"
              }
            ]
          ],
          "tags": []
        }
      ],
      "thresholds": "0,0.01",
      "title": "Error Rate %",
      "type": "singlestat",
      "valueFontSize": "50%",
      "valueMaps": [
        {
          "op": "=",
          "text": "0",
          "value": "null"
        }
      ],
      "valueName": "total"
    },
    {
      "aliasColors": {
        "No of Errors": "#6ED0E0",
        "Req / s": "#6ed0e0",
        "Req / sec": "#65c5db"
      },
      "bars": false,
      "dashLength": 10,
      "dashes": false,
      "datasource": "$data_source",
      "decimals": 2,
      "editable": true,
      "error": false,
      "fill": 7,
      "gridPos": {
        "h": 7,
        "w": 8,
        "x": 0,
        "y": 8
      },
      "id": 4,
      "interval": "[[send_interval]]s",
      "legend": {
        "alignAsTable": true,
        "avg": true,
        "current": false,
        "max": true,
        "min": true,
        "rightSide": false,
        "show": true,
        "sort": null,
        "sortDesc": null,
        "total": false,
        "values": true
      },
      "lines": true,
      "linewidth": 1,
      "links": [],
      "nullPointMode": "null",
      "percentage": false,
      "pointradius": 1,
      "points": false,
      "renderer": "flot",
      "seriesOverrides": [],
      "spaceLength": 10,
      "stack": false,
      "steppedLine": false,
      "targets": [
        {
          "alias": "Req / s",
          "dsType": "influxdb",
          "groupBy": [
            {
              "params": [
                "$__interval"
              ],
              "type": "time"
            }
          ],
          "measurement": "jmeter",
          "orderByTime": "ASC",
          "policy": "default",
          "query": "SELECT mean(\"count\") / $send_interval FROM \"$measurement_name\" WHERE (\"transaction\" = 'all' AND \"application\" =~ /^$application$/) AND $timeFilter GROUP BY time($__interval) fill(null)",
          "rawQuery": true,
          "refId": "B",
          "resultFormat": "time_series",
          "select": [
            [
              {
                "params": [
                  "count"
                ],
                "type": "field"
              },
              {
                "params": [],
                "type": "last"
              }
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  "time": {
    "from": "now-5m",
    "to": "now"
  },
  "timepicker": {
    "refresh_intervals": [
      "5s",
      "10s",
      "30s",
      "1m",
      "5m",
      "15m",
      "30m",
      "1h",
      "2h",
      "1d"
    ],
    "time_options": [
      "5m",
      "15m",
      "1h",
      "6h",
      "12h",
      "24h",
      "2d",
      "7d",
      "30d"
    ]
  },
  "timezone": "browser",
  "title": "JMeter Dashboard",
  "version": 4
}
json文件,也可以去网上找

点击load后进入如下页面

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

 点击import进入如下界面

性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

更多Grafana Dashboard 可以参考官⽹:https://grafana.com/grafana/dashboards?dataSource=influxdb

InfluxDB+Grafana+Jmeter实战

前面我们已经将influxdb和Grafana搭建好了,现在我们使用jmeter施压,看Grafana上有没有数据产生。性能测试--InfluxDB+Grafana+Jmeter搭建性能监控平台

当我们启动jmeter压测的时候,很明显可以看到grafana上的数据在发生变化,这样我们就可以根据grafana产生的报告来进行性能分析了

 

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