Grafana dashboard: RQ Dashboard
Description: Dashboard for Python RQ Prometheus Exporter

Example dashboard for [Python RQ exporter](https://github.com/mdawar/rq-exporter), feel free to edit and change the panels to suit your needs.

{
  "__inputs": [
    {
      "name": "DS_PROMETHEUS",
      "label": "Prometheus",
      "description": "",
      "type": "datasource",
      "pluginId": "prometheus",
      "pluginName": "Prometheus"
    }
  ],
  "__requires": [
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      "type": "grafana",
      "id": "grafana",
      "name": "Grafana",
      "version": "6.7.3"
    },
    {
      "type": "panel",
      "id": "graph",
      "name": "Graph",
      "version": ""
    },
    {
      "type": "datasource",
      "id": "prometheus",
      "name": "Prometheus",
      "version": "1.0.0"
    },
    {
      "type": "panel",
      "id": "singlestat",
      "name": "Singlestat",
      "version": ""
    },
    {
      "type": "panel",
      "id": "table",
      "name": "Table",
      "version": ""
    }
  ],
  "annotations": {
    "list": [
      {
        "$$hashKey": "object:13",
        "builtIn": 1,
        "datasource": "-- Grafana --",
        "enable": true,
        "hide": true,
        "iconColor": "rgba(0, 211, 255, 1)",
        "name": "Annotations & Alerts",
        "type": "dashboard"
      }
    ]
  },
  "description": "Dashboard for Python RQ Prometheus Exporter",
  "editable": true,
  "gnetId": 12196,
  "graphTooltip": 0,
  "id": null,
  "iteration": 1609240199262,
  "links": [],
  "panels": [
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      "collapsed": false,
      "datasource": null,
      "gridPos": {
        "h": 1,
        "w": 24,
        "x": 0,
        "y": 0
      },
      "id": 22,
      "panels": [],
      "title": "Overview",
      "type": "row"
    },
    {
      "cacheTimeout": null,
      "colorBackground": false,
      "colorPostfix": false,
      "colorPrefix": false,
      "colorValue": false,
      "colors": [
        "#299c46",
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      ],
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      "decimals": null,
      "format": "none",
      "gauge": {
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        "minValue": 0,
        "show": false,
        "thresholdLabels": false,
        "thresholdMarkers": true
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      "gridPos": {
        "h": 4,
        "w": 4,
        "x": 0,
        "y": 1
      },
      "id": 2,
      "interval": null,
      "links": [],
      "mappingType": 1,
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        },
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      ],
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      "nullPointMode": "connected",
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      "pluginVersion": "6.7.3",
      "postfix": "",
      "postfixFontSize": "50%",
      "prefix": "",
      "prefixFontSize": "50%",
      "rangeMaps": [
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          "from": "null",
          "text": "N/A",
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      ],
      "sparkline": {
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        "full": false,
        "lineColor": "rgb(31, 120, 193)",
        "show": true,
        "ymax": null,
        "ymin": null
      },
      "tableColumn": "",
      "targets": [
        {
          "expr": "count(rq_workers{job=\"$job\", instance=\"$instance\"}) or vector(0)",
          "format": "time_series",
          "instant": false,
          "interval": "",
          "intervalFactor": 1,
          "legendFormat": "Workers",
          "refId": "A"
        }
      ],
      "thresholds": "",
      "timeFrom": null,
      "timeShift": null,
      "title": "RQ workers",
      "type": "singlestat",
      "valueFontSize": "80%",
      "valueMaps": [
        {
          "op": "=",
          "text": "0",
          "value": "null"
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      ],
      "valueName": "current"
    },
    {
      "aliasColors": {
        "Busy workers": "dark-blue",
        "Idle workers": "rgb(215, 247, 212)"
      },
      "bars": true,
      "dashLength": 10,
      "dashes": false,
      "datasource": "${DS_PROMETHEUS}",
      "fill": 1,
      "fillGradient": 0,
      "gridPos": {
        "h": 8,
        "w": 11,
        "x": 4,
        "y": 1
      },
      "hiddenSeries": false,
      "id": 4,
      "interval": "",
      "legend": {
        "alignAsTable": false,
        "avg": false,
        "current": true,
        "hideEmpty": false,
        "hideZero": false,
        "max": false,
        "min": false,
        "rightSide": false,
        "show": true,
        "total": false,
        "values": true
      },
      "lines": false,
      "linewidth": 1,
      "nullPointMode": "null as zero",
      "options": {
        "dataLinks": []
      },
      "percentage": true,
      "pointradius": 2,
      "points": false,
      "renderer": "flot",
      "seriesOverrides": [
        {
          "alias": "Idle workers",
          "yaxis": 1
        }
      ],
      "spaceLength": 10,
      "stack": true,
      "steppedLine": false,
      "targets": [
        {
          "expr": "(count(rq_workers{state=\"busy\", job=\"$job\", instance=\"$instance\"}) / count(rq_workers{job=\"$job\", instance=\"$instance\"})) * 100",
          "instant": false,
          "interval": "",
          "legendFormat": "Busy workers",
          "refId": "A"
        },
        {
          "expr": "(count(rq_workers{state=\"idle\", job=\"$job\", instance=\"$instance\"}) / count(rq_workers{job=\"$job\", instance=\"$instance\"})) * 100",
          "instant": false,
          "interval": "",
          "legendFormat": "Idle workers",
          "refId": "B"
        }
      ],
      "thresholds": [],
      "timeFrom": null,
      "timeRegions": [],
      "timeShift": null,
      "title": "Workers capacity",
      "tooltip": {
        "shared": true,
        "sort": 0,
        "value_type": "individual"
      },
      "type": "graph",
      "xaxis": {
        "buckets": null,
        "mode": "time",
        "name": null,
        "show": true,
        "values": []
      },
      "yaxes": [
        {
          "decimals": null,
          "format": "percent",
          "label": "",
          "logBase": 1,
          "max": "100",
          "min": "0",
          "show": true
        },
        {
          "format": "short",
          "label": null,
          "logBase": 1,
          "max": null,
          "min": null,
          "show": true
        }
      ],
      "yaxis": {
        "align": false,
        "alignLevel": null
      }
    },
    {
      "columns": [],
      "datasource": "${DS_PROMETHEUS}",
      "fontSize": "100%",
      "gridPos": {
        "h": 8,
        "w": 9,
        "x": 15,
        "y": 1
      },
      "id": 6,
      "pageSize": null,
      "scroll": true,
      "showHeader": true,
      "sort": {
        "col": 1,
        "desc": false
      },
      "styles": [
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          "alias": "Time",
          "dateFormat": "YYYY-MM-DD HH:mm:ss",
          "link": false,
          "pattern": "Time",
          "type": "hidden"
        },
        {
          "$$hashKey": "object:276",
          "alias": "Queue Name",
          "colorMode": null,
          "colors": [
            "rgba(245, 54, 54, 0.9)",
            "rgba(237, 129, 40, 0.89)",
            "rgba(50, 172, 45, 0.97)"
          ],
          "dateFormat": "YYYY-MM-DD HH:mm:ss",
          "decimals": 2,
          "mappingType": 1,
          "pattern": "queue",
          "thresholds": [],
          "type": "string",
          "unit": "short"
        },
        {
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          "alias": "Queued",
          "colorMode": null,
          "colors": [
            "rgba(245, 54, 54, 0.9)",
            "rgba(237, 129, 40, 0.89)",
            "rgba(50, 172, 45, 0.97)"
          ],
          "dateFormat": "YYYY-MM-DD HH:mm:ss",
          "decimals": 0,
          "mappingType": 1,
          "pattern": "Value #B",
          "thresholds": [],
          "type": "number",
          "unit": "short"
        },
        {
          "$$hashKey": "object:278",
          "alias": "Started",
          "colorMode": null,
          "colors": [
            "rgba(245, 54, 54, 0.9)",
            "rgba(237, 129, 40, 0.89)",
            "rgba(50, 172, 45, 0.97)"
          ],
          "dateFormat": "YYYY-MM-DD HH:mm:ss",
          "decimals": 0,
          "mappingType": 1,
          "pattern": "Value #C",
          "thresholds": [],
          "type": "number",
          "unit": "short"
        },
        {
          "$$hashKey": "object:279",
          "alias": "Finished",
          "colorMode": null,
          "colors": [
            "rgba(245, 54, 54, 0.9)",
            "rgba(237, 129, 40, 0.89)",
            "rgba(50, 172, 45, 0.97)"
          ],
          "dateFormat": "YYYY-MM-DD HH:mm:ss",
          "decimals": 0,
          "mappingType": 1,
          "pattern": "Value #D",
          "thresholds": [],
          "type": "number",
          "unit": "short"
        },
        {
          "$$hashKey": "object:280",
          "alias": "Failed",
          "colorMode": null,
          "colors": [
            "rgba(245, 54, 54, 0.9)",
            "rgba(237, 129, 40, 0.89)",
            "rgba(50, 172, 45, 0.97)"
          ],
          "dateFormat": "YYYY-MM-DD HH:mm:ss",
          "decimals": 0,
          "mappingType": 1,
          "pattern": "Value #E",
          "thresholds": [],
          "type": "number",
          "unit": "short"
        },
        {
          "$$hashKey": "object:281",
          "alias": "Deferred",
          "colorMode": null,
          "colors": [
            "rgba(245, 54, 54, 0.9)",
            "rgba(237, 129, 40, 0.89)",
            "rgba(50, 172, 45, 0.97)"
          ],
          "dateFormat": "YYYY-MM-DD HH:mm:ss",
          "decimals": 0,
          "mappingType": 1,
          "pattern": "Value #F",
          "thresholds": [],
          "type": "number",
          "unit": "short"
        },
        {
          "$$hashKey": "object:282",
          "alias": "Scheduled",
          "colorMode": null,
          "colors": [
            "rgba(245, 54, 54, 0.9)",
            "rgba(237, 129, 40, 0.89)",
            "rgba(50, 172, 45, 0.97)"
          ],
          "dateFormat": "YYYY-MM-DD HH:mm:ss",
          "decimals": 0,
          "mappingType": 1,
          "pattern": "Value #G",
          "thresholds": [],
          "type": "number",
          "unit": "short"
        }
      ],
      "targets": [
        {
          "expr": "sum(rq_jobs{status=\"queued\", job=\"$job\", instance=\"$instance\"}) by (queue)",
          "format": "table",
          "instant": true,
          "interval": "",
          "legendFormat": "",
          "refId": "B"
        },
        {
          "expr": "sum(rq_jobs{status=\"started\", job=\"$job\", instance=\"$instance\"}) by (queue)",
          "format": "table",
          "instant": true,
          "interval": "",
          "legendFormat": "",
          "refId": "C"
        },
        {
          "expr": "sum(rq_jobs{status=\"finished\", job=\"$job\", instance=\"$instance\"}) by (queue)",
          "format": "table",
          "instant": true,
          "interval": "",
          "legendFormat": "",
          "refId": "D"
        },
        {
          "expr": "sum(rq_jobs{status=\"failed\", job=\"$job\", instance=\"$instance\"}) by (queue)",
          "format": "table",
          "instant": true,
          "interval": "",
          "legendFormat": "",
          "refId": "E"
        },
        {
          "expr": "sum(rq_jobs{status=\"deferred\", job=\"$job\", instance=\"$instance\"}) by (queue)",
          "format": "table",
          "instant": true,
          "interval": "",
          "legendFormat": "",
          "refId": "F"
        },
        {
          "expr": "sum(rq_jobs{status=\"scheduled\", job=\"$job\", instance=\"$instance\"}) by (queue)",
          "format": "table",
          "instant": true,
          "interval": "",
          "legendFormat": "",
          "refId": "G"
        }
      ],
      "timeFrom": null,
      "timeShift": null,
      "title": "Current jobs overview",
      "transform": "table",
      "type": "table"
    },
    {
      "cacheTimeout": null,
      "colorBackground": false,
      "colorPostfix": false,
      "colorPrefix": false,
      "colorValue": true,
      "colors": [
        "#299c46",
        "rgba(237, 129, 40, 0.89)",
        "#d44a3a"
      ],
      "datasource": "${DS_PROMETHEUS}",
      "decimals": null,
      "description": "The average time the exporter took to query the Redis instance for the RQ workers and jobs data.",
      "format": "s",
      "gauge": {
        "maxValue": 100,
        "minValue": 0,
        "show": false,
        "thresholdLabels": false,
        "thresholdMarkers": true
      },
      "gridPos": {
        "h": 4,
        "w": 4,
        "x": 0,
        "y": 5
      },
      "id": 29,
      "interval": null,
      "links": [],
      "mappingType": 1,
      "mappingTypes": [
        {
          "name": "value to text",
          "value": 1
        },
        {
          "name": "range to text",
          "value": 2
        }
      ],
      "maxDataPoints": 100,
      "nullPointMode": "connected",
      "nullText": null,
      "pluginVersion": "6.7.3",
      "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": true,
        "ymax": null,
        "ymin": null
      },
      "tableColumn": "",
      "targets": [
        {
          "expr": "rate(rq_request_processing_seconds_sum{job=\"$job\", instance=\"$instance\"}[$__range]) /rate(rq_request_processing_seconds_count{job=\"$job\", instance=\"$instance\"}[$__range])",
          "format": "time_series",
          "instant": false,
          "interval": "",
          "intervalFactor": 1,
          "legendFormat": "",
          "refId": "A"
        }
      ],
      "thresholds": "0.5,1",
      "timeFrom": null,
      "timeShift": null,
      "title": "Avg. data collection duration",
      "type": "singlestat",
      "valueFontSize": "80%",
      "valueMaps": [
        {
          "op": "=",
          "text": "0",
          "value": "null"
        }
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    },
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      "datasource": null,
      "gridPos": {
        "h": 1,
        "w": 24,
        "x": 0,
        "y": 9
      },
      "id": 28,
      "panels": [],
      "title": "Jobs by status",
      "type": "row"
    },
    {
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      "colorBackground": true,
      "colorPostfix": false,
      "colorValue": false,
      "colors": [
        "#299c46",
        "rgba(237, 129, 40, 0.89)",
        "#d44a3a"
      ],
      "datasource": "${DS_PROMETHEUS}",
      "decimals": 0,
      "description": "This percentage reflects the number of jobs currently queued, an optimal value is a value near or equal to 0% which means the jobs are being picked up by the workers without delays.\n\nA high percentage of queued jobs means that you need to add more workers as the current workers are not able to process all the jobs in a timely manner.",
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      "gauge": {
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        "minValue": 0,
        "show": false,
        "thresholdLabels": false,
        "thresholdMarkers": true
      },
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        "w": 4,
        "x": 0,
        "y": 10
      },
      "id": 8,
      "interval": null,
      "links": [],
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      "mappingTypes": [
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      "nullPointMode": "connected",
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      "postfix": "",
      "postfixFontSize": "50%",
      "prefix": "",
      "prefixFontSize": "50%",
      "rangeMaps": [
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        "full": false,
        "lineColor": "rgb(31, 120, 193)",
        "show": true,
        "ymax": null,
        "ymin": null
      },
      "tableColumn": "",
      "targets": [
        {
          "expr": "sum(rq_jobs{status=\"queued\", job=\"$job\", instance=\"$instance\", queue=~\"$queue\"}) / sum(rq_jobs{job=\"$job\", instance=\"$instance\"})",
          "instant": false,
          "interval": "",
          "legendFormat": "",
          "refId": "A"
        }
      ],
      "thresholds": "0.05,0.1",
      "timeFrom": null,
      "timeShift": null,
      "title": "Queued",
      "type": "singlestat",
      "valueFontSize": "80%",
      "valueMaps": [
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      "colorBackground": false,
      "colorPostfix": false,
      "colorValue": false,
      "colors": [
        "#d44a3a",
        "rgba(237, 129, 40, 0.89)",
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      ],
      "datasource": "${DS_PROMETHEUS}",
      "decimals": 0,
      "description": "",
      "format": "percentunit",
      "gauge": {
        "maxValue": 100,
        "minValue": 0,
        "show": false,
        "thresholdLabels": false,
        "thresholdMarkers": true
      },
      "gridPos": {
        "h": 6,
        "w": 4,
        "x": 4,
        "y": 10
      },
      "id": 9,
      "interval": null,
      "links": [],
      "mappingType": 1,
      "mappingTypes": [
        {
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        },
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      "nullPointMode": "connected",
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      "pluginVersion": "6.7.3",
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      "postfixFontSize": "50%",
      "prefix": "",
      "prefixFontSize": "50%",
      "rangeMaps": [
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        "lineColor": "rgb(31, 120, 193)",
        "show": true,
        "ymax": null,
        "ymin": null
      },
      "tableColumn": "",
      "targets": [
        {
          "expr": "sum(rq_jobs{status=\"started\", job=\"$job\", instance=\"$instance\", queue=~\"$queue\"}) / sum(rq_jobs{job=\"$job\", instance=\"$instance\"})",
          "instant": false,
          "interval": "",
          "legendFormat": "",
          "refId": "A"
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      ],
      "thresholds": "",
      "timeFrom": null,
      "timeShift": null,
      "title": "Started",
      "type": "singlestat",
      "valueFontSize": "80%",
      "valueMaps": [
        {
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          "text": "N/A",
          "value": "null"
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      "valueName": "current"
    },
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      "colorBackground": true,
      "colorPostfix": false,
      "colorValue": false,
      "colors": [
        "#d44a3a",
        "rgba(237, 129, 40, 0.89)",
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      ],
      "datasource": "${DS_PROMETHEUS}",
      "decimals": 0,
      "format": "percentunit",
      "gauge": {
        "maxValue": 100,
        "minValue": 0,
        "show": false,
        "thresholdLabels": false,
        "thresholdMarkers": true
      },
      "gridPos": {
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        "w": 4,
        "x": 8,
        "y": 10
      },
      "id": 10,
      "interval": null,
      "links": [],
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      "mappingTypes": [
        {
          "$$hashKey": "object:1347",
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      },
      "tableColumn": "",
      "targets": [
        {
          "expr": "sum(rq_jobs{status=\"finished\", job=\"$job\", instance=\"$instance\", queue=~\"$queue\"}) / sum(rq_jobs{job=\"$job\", instance=\"$instance\"})",
          "instant": false,
          "interval": "",
          "legendFormat": "",
          "refId": "A"
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      ],
      "thresholds": "0.6,0.8",
      "timeFrom": null,
      "timeShift": null,
      "title": "Finished",
      "type": "singlestat",
      "valueFontSize": "80%",
      "valueMaps": [
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    {
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      "colorBackground": true,
      "colorPostfix": false,
      "colorValue": false,
      "colors": [
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        "rgba(237, 129, 40, 0.89)",
        "#d44a3a"
      ],
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      "description": "The percentage of failed jobs will always be higher if you are using the default failure TTL  which is 1 year and you don't re-queue the jobs.\n\nIf you don't intend to re-queue the jobs you should set a lower failure TTL.",
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      "gauge": {
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        "minValue": 0,
        "show": false,
        "thresholdLabels": false,
        "thresholdMarkers": true
      },
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        "x": 12,
        "y": 10
      },
      "id": 11,
      "interval": null,
      "links": [],
      "mappingType": 1,
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