方案总览

VictoriaMetrics 无法直接 scrape Cloud Run 的 /metrics,因为:
Cloud Run 是动态实例,没有固定 IP;
Cloud Run 实例按需启动/销毁;
没有暴露容器内部端口供 scraping。
所以正确的做法是:
[Cloud Run 服务指标]

[Cloud Monitoring (Stackdriver)]

[Prometheus /metrics 接口 (Google Managed Prometheus Adapter)]

[vmagent 或 VictoriaMetrics 集群采集]

一、前提条件

用以下命令生成了 GCP 服务账号的密钥:

gcloud iam service-accounts keys create vmagent-key.json \
  --iam-account vmagent-monitor@YOUR_PROJECT_ID.iam.gserviceaccount.com

二、把密钥转为 Base64

Kubernetes Secret 里的数据必须是 Base64 编码的。
运行下面命令:

cat vmagent-key.json | base64 -w 0


(macOS 用:base64 -b 0)

输出会是一长串 Base64 字符串,例如:

ewogICJ0eXBlIjogInNlcnZpY2VfYWNjb3VudCIsCiAg...

🧾 三、创建 YAML 文件

把输出填到下面这个模板里 👇

apiVersion: v1
kind: Secret
metadata:
  name: gcp-token
  namespace: monitoring   # 或你自己的命名空间
type: Opaque
data:
  credentials.json: ewogICJ0eXBlIjogInNlcnZpY2VfYWNjb3VudCIsCiAg...   # <== 这里替换为你的 base64 编码内容


保存为:

gcp-secret.yaml

🚀 四、应用到集群

kubectl apply -f gcp-secret.yaml

验证:

kubectl get secret gcp-token -n monitoring -o yaml

你会看到编码后的内容在 data.credentials.json 里。

🧩 五、在 Deployment / Pod 中使用

举例:vmagent Deployment 里挂载这个 Secret👇

apiVersion: apps/v1
kind: Deployment
metadata:
  name: gcp-cloudrun-detailed-exporter
  namespace: vm
spec:
  replicas: 1
  selector:
    matchLabels:
      app: gcp-cloudrun-detailed-exporter
  template:
    metadata:
      labels:
        app: gcp-cloudrun-detailed-exporter
    spec:
      containers:
      - name: stackdriver-exporter
        image: prometheuscommunity/stackdriver-exporter:latest
        ports:
        - containerPort: 9255
          name: metrics
        args:
          - --monitoring.metrics-prefixes=run.googleapis.com
        env:
        - name: GOOGLE_APPLICATION_CREDENTIALS
          value: /etc/gcp/credentials.json
        - name: GOOGLE_PROJECT_ID
          value: "aiart-develop"
        volumeMounts:
        - name: gcp-credentials
          mountPath: /etc/gcp
          readOnly: true
        resources:
          requests:
            memory: "256Mi"
            cpu: "200m"
          limits:
            memory: "512Mi"
            cpu: "500m"
      volumes:
      - name: gcp-credentials
        secret:
          secretName: seaart-cloudrun-token

这样,容器中就能自动读取 /var/secrets/google/credentials.json,使用该 GCP 账号身份访问监控接口。

六、创建service

暴露metric端口

apiVersion: v1
kind: Service
metadata:
  name: gcp-cloudrun-detailed-exporter
  namespace: vm
  labels:
    app: gcp-cloudrun-detailed-exporter
spec:
  selector:
    app: gcp-cloudrun-detailed-exporter
  ports:
  - port: 9255
    targetPort: 9255
    name: metrics

七、部署刮擦配置

自动抓取cloudrun的指标

apiVersion: operator.victoriametrics.com/v1beta1
kind: VMServiceScrape
metadata:
  name: gcp-cloudrun-detailed-exporter
  namespace: vm
spec:
  jobName: gcp-cloudrun-detailed-exporter
  endpoints:
    - port: metrics
      interval: 1m
      path: /metrics
  selector:
    matchLabels:
      app: gcp-cloudrun-detailed-exporter

接下来是配置grafana的dashboard

直接导入json模版

{
  "annotations": {
    "list": [
      {
        "builtIn": 1,
        "datasource": "-- Grafana --",
        "enable": true,
        "hide": true,
        "iconColor": "rgba(0, 211, 255, 1)",
        "name": "Annotations & Alerts",
        "type": "dashboard"
      }
    ]
  },
  "editable": true,
  "gnetId": null,
  "graphTooltip": 0,
  "id": null,
  "links": [],
  "panels": [
    {
      "datasource": {
        "type": "prometheus",
        "uid": "victoriametrics"
      },
      "fieldConfig": {
        "defaults": {
          "color": {
            "mode": "palette-classic"
          },
          "custom": {
            "axisLabel": "",
            "axisPlacement": "auto",
            "barAlignment": 0,
            "drawStyle": "line",
            "fillOpacity": 10,
            "gradientMode": "none",
            "hideFrom": {
              "legend": false,
              "tooltip": false,
              "vis": false
            },
            "lineInterpolation": "linear",
            "lineWidth": 1,
            "pointSize": 5,
            "scaleDistribution": {
              "type": "linear"
            },
            "showPoints": "never",
            "spanNulls": false,
            "stacking": {
              "group": "A",
              "mode": "none"
            },
            "thresholdsStyle": {
              "mode": "off"
            }
          },
          "mappings": [],
          "thresholds": {
            "steps": [
              {
                "color": "green",
                "value": null
              },
              {
                "color": "red",
                "value": 80
              }
            ]
          },
          "unit": "reqps"
        },
        "overrides": []
      },
      "gridPos": {
        "h": 8,
        "w": 6,
        "x": 0,
        "y": 0
      },
      "id": 1,
      "options": {
        "legend": {
          "calcs": [],
          "displayMode": "list",
          "placement": "bottom"
        },
        "tooltip": {
          "mode": "single"
        }
      },
      "targets": [
        {
          "expr": "sum(rate(stackdriver_cloud_run_revision_run_googleapis_com_request_count{service_name=\"$service_name\", location=\"$location\"}[15m])) by (service_name)",
          "interval": "",
          "legendFormat": "{{service_name}}",
          "refId": "A"
        }
      ],
      "title": "请求数量 (QPS)",
      "type": "timeseries"
    },
    {
      "datasource": {
        "type": "prometheus",
        "uid": "victoriametrics"
      },
      "fieldConfig": {
        "defaults": {
          "color": {
            "mode": "palette-classic"
          },
          "custom": {
            "hideFrom": {
              "legend": false,
              "tooltip": false,
              "vis": false
            }
          },
          "mappings": [],
          "thresholds": {
            "steps": [
              {
                "color": "green",
                "value": null
              },
              {
                "color": "yellow",
                "value": 70
              },
              {
                "color": "red",
                "value": 90
              }
            ]
          },
          "unit": "percent"
        },
        "overrides": []
      },
      "gridPos": {
        "h": 8,
        "w": 6,
        "x": 6,
        "y": 0
      },
      "id": 2,
      "options": {
        "colorMode": "value",
        "graphMode": "area",
        "justifyMode": "auto",
        "orientation": "auto",
        "reduceOptions": {
          "calcs": [
            "lastNotNull"
          ],
          "fields": "",
          "values": false
        },
        "textMode": "auto"
      },
      "pluginVersion": "8.0.0",
      "targets": [
        {
          "expr": "histogram_quantile(0.50, sum(rate(stackdriver_cloud_run_revision_run_googleapis_com_container_cpu_usage_bucket{service_name=\"$service_name\", location=\"$location\"}[15m])) by (service_name, le))",
          "interval": "",
          "legendFormat": "{{service_name}}",
          "refId": "A"
        }
      ],
      "title": "CPU利用率",
      "type": "stat"
    },
    {
      "datasource": {
        "type": "prometheus",
        "uid": "victoriametrics"
      },
      "fieldConfig": {
        "defaults": {
          "color": {
            "mode": "palette-classic"
          },
          "custom": {
            "hideFrom": {
              "legend": false,
              "tooltip": false,
              "vis": false
            }
          },
          "mappings": [],
          "thresholds": {
            "steps": [
              {
                "color": "green",
                "value": null
              },
              {
                "color": "yellow",
                "value": 70
              },
              {
                "color": "red",
                "value": 90
              }
            ]
          },
          "unit": "bytes"
        },
        "overrides": []
      },
      "gridPos": {
        "h": 8,
        "w": 6,
        "x": 12,
        "y": 0
      },
      "id": 3,
      "options": {
        "colorMode": "value",
        "graphMode": "area",
        "justifyMode": "auto",
        "orientation": "auto",
        "reduceOptions": {
          "calcs": [
            "lastNotNull"
          ],
          "fields": "",
          "values": false
        },
        "textMode": "auto"
      },
      "pluginVersion": "8.0.0",
      "targets": [
        {
          "expr": "histogram_quantile(0.50, sum(rate(stackdriver_cloud_run_revision_run_googleapis_com_container_memory_usage_bucket{service_name=\"$service_name\", location=\"$location\"}[15m])) by (service_name, le))",
          "interval": "",
          "legendFormat": "{{service_name}}",
          "refId": "A"
        }
      ],
      "title": "内存使用量",
      "type": "stat"
    },
    {
      "datasource": {
        "type": "prometheus",
        "uid": "victoriametrics"
      },
      "fieldConfig": {
        "defaults": {
          "color": {
            "mode": "palette-classic"
          },
          "custom": {
            "hideFrom": {
              "legend": false,
              "tooltip": false,
              "vis": false
            }
          },
          "mappings": [],
          "thresholds": {
            "steps": [
              {
                "color": "green",
                "value": null
              },
              {
                "color": "red",
                "value": 80
              }
            ]
          },
          "unit": "short"
        },
        "overrides": []
      },
      "gridPos": {
        "h": 8,
        "w": 6,
        "x": 18,
        "y": 0
      },
      "id": 4,
      "options": {
        "colorMode": "value",
        "graphMode": "area",
        "justifyMode": "auto",
        "orientation": "auto",
        "reduceOptions": {
          "calcs": [
            "lastNotNull"
          ],
          "fields": "",
          "values": false
        },
        "textMode": "auto"
      },
      "pluginVersion": "8.0.0",
      "targets": [
        {
          "expr": "sum(stackdriver_cloud_run_revision_run_googleapis_com_container_instance_count{service_name=\"$service_name\", location=\"$location\"}) by (service_name)",
          "interval": "",
          "legendFormat": "{{service_name}}",
          "refId": "A"
        }
      ],
      "title": "实例数量",
      "type": "stat"
    },
    {
      "datasource": {
        "type": "prometheus",
        "uid": "victoriametrics"
      },
      "fieldConfig": {
        "defaults": {
          "color": {
            "mode": "palette-classic"
          },
          "custom": {
            "axisLabel": "",
            "axisPlacement": "auto",
            "barAlignment": 0,
            "drawStyle": "line",
            "fillOpacity": 10,
            "gradientMode": "none",
            "hideFrom": {
              "legend": false,
              "tooltip": false,
              "vis": false
            },
            "lineInterpolation": "linear",
            "lineWidth": 1,
            "pointSize": 5,
            "scaleDistribution": {
              "type": "linear"
            },
            "showPoints": "never",
            "spanNulls": false,
            "stacking": {
              "group": "A",
              "mode": "none"
            },
            "thresholdsStyle": {
              "mode": "off"
            }
          },
          "mappings": [],
          "thresholds": {
            "steps": [
              {
                "color": "green",
                "value": null
              },
              {
                "color": "red",
                "value": 80
              }
            ]
          },
          "unit": "s"
        },
        "overrides": []
      },
      "gridPos": {
        "h": 8,
        "w": 12,
        "x": 0,
        "y": 8
      },
      "id": 5,
      "options": {
        "legend": {
          "calcs": [],
          "displayMode": "list",
          "placement": "bottom"
        },
        "tooltip": {
          "mode": "single"
        }
      },
      "targets": [
        {
          "expr": "histogram_quantile(0.95, sum(rate(stackdriver_cloud_run_revision_run_googleapis_com_request_latencies_bucket{service_name=\"$service_name\", location=\"$location\"}[15m])) by (service_name, le))",
          "interval": "",
          "legendFormat": "{{service_name}} P95",
          "refId": "A"
        },
        {
          "expr": "histogram_quantile(0.50, sum(rate(stackdriver_cloud_run_revision_run_googleapis_com_request_latencies_bucket{service_name=\"$service_name\", location=\"$location\"}[15m])) by (service_name, le))",
          "interval": "",
          "legendFormat": "{{service_name}} P50",
          "refId": "B"
        }
      ],
      "title": "请求延迟趋势",
      "type": "timeseries"
    },
    {
      "datasource": {
        "type": "prometheus",
        "uid": "victoriametrics"
      },
      "fieldConfig": {
        "defaults": {
          "color": {
            "mode": "palette-classic"
          },
          "custom": {
            "axisLabel": "",
            "axisPlacement": "auto",
            "barAlignment": 0,
            "drawStyle": "line",
            "fillOpacity": 10,
            "gradientMode": "none",
            "hideFrom": {
              "legend": false,
              "tooltip": false,
              "vis": false
            },
            "lineInterpolation": "linear",
            "lineWidth": 1,
            "pointSize": 5,
            "scaleDistribution": {
              "type": "linear"
            },
            "showPoints": "never",
            "spanNulls": false,
            "stacking": {
              "group": "A",
              "mode": "none"
            },
            "thresholdsStyle": {
              "mode": "off"
            }
          },
          "mappings": [],
          "thresholds": {
            "steps": [
              {
                "color": "green",
                "value": null
              },
              {
                "color": "yellow",
                "value": 70
              },
              {
                "color": "red",
                "value": 90
              }
            ]
          },
          "unit": "percent"
        },
        "overrides": []
      },
      "gridPos": {
        "h": 8,
        "w": 12,
        "x": 12,
        "y": 8
      },
      "id": 6,
      "options": {
        "legend": {
          "calcs": [],
          "displayMode": "list",
          "placement": "bottom"
        },
        "tooltip": {
          "mode": "single"
        }
      },
      "targets": [
        {
          "expr": "histogram_quantile(0.50, sum(rate(stackdriver_cloud_run_revision_run_googleapis_com_container_cpu_usage_bucket{service_name=\"$service_name\", location=\"$location\"}[15m])) by (service_name, le))",
          "interval": "",
          "legendFormat": "{{service_name}}",
          "refId": "A"
        }
      ],
      "title": "CPU使用率趋势",
      "type": "timeseries"
    },
    {
      "datasource": {
        "type": "prometheus",
        "uid": "victoriametrics"
      },
      "fieldConfig": {
        "defaults": {
          "color": {
            "mode": "palette-classic"
          },
          "custom": {
            "axisLabel": "",
            "axisPlacement": "auto",
            "barAlignment": 0,
            "drawStyle": "line",
            "fillOpacity": 10,
            "gradientMode": "none",
            "hideFrom": {
              "legend": false,
              "tooltip": false,
              "vis": false
            },
            "lineInterpolation": "linear",
            "lineWidth": 1,
            "pointSize": 5,
            "scaleDistribution": {
              "type": "linear"
            },
            "showPoints": "never",
            "spanNulls": false,
            "stacking": {
              "group": "A",
              "mode": "none"
            },
            "thresholdsStyle": {
              "mode": "off"
            }
          },
          "mappings": [],
          "thresholds": {
            "steps": [
              {
                "color": "green",
                "value": null
              },
              {
                "color": "yellow",
                "value": 70
              },
              {
                "color": "red",
                "value": 90
              }
            ]
          },
          "unit": "bytes"
        },
        "overrides": []
      },
      "gridPos": {
        "h": 8,
        "w": 12,
        "x": 0,
        "y": 16
      },
      "id": 7,
      "options": {
        "legend": {
          "calcs": [],
          "displayMode": "list",
          "placement": "bottom"
        },
        "tooltip": {
          "mode": "single"
        }
      },
      "targets": [
        {
          "expr": "histogram_quantile(0.50, sum(rate(stackdriver_cloud_run_revision_run_googleapis_com_container_memory_usage_bucket{service_name=\"$service_name\", location=\"$location\"}[15m])) by (service_name, le))",
          "interval": "",
          "legendFormat": "{{service_name}}",
          "refId": "A"
        }
      ],
      "title": "内存使用量趋势",
      "type": "timeseries"
    },
    {
      "datasource": {
        "type": "prometheus",
        "uid": "victoriametrics"
      },
      "fieldConfig": {
        "defaults": {
          "color": {
            "mode": "palette-classic"
          },
          "custom": {
            "axisLabel": "",
            "axisPlacement": "auto",
            "barAlignment": 0,
            "drawStyle": "line",
            "fillOpacity": 10,
            "gradientMode": "none",
            "hideFrom": {
              "legend": false,
              "tooltip": false,
              "vis": false
            },
            "lineInterpolation": "linear",
            "lineWidth": 1,
            "pointSize": 5,
            "scaleDistribution": {
              "type": "linear"
            },
            "showPoints": "never",
            "spanNulls": false,
            "stacking": {
              "group": "A",
              "mode": "none"
            },
            "thresholdsStyle": {
              "mode": "off"
            }
          },
          "mappings": [],
          "thresholds": {
            "steps": [
              {
                "color": "green",
                "value": null
              },
              {
                "color": "red",
                "value": 80
              }
            ]
          },
          "unit": "short"
        },
        "overrides": []
      },
      "gridPos": {
        "h": 8,
        "w": 12,
        "x": 12,
        "y": 16
      },
      "id": 8,
      "options": {
        "legend": {
          "calcs": [],
          "displayMode": "list",
          "placement": "bottom"
        },
        "tooltip": {
          "mode": "single"
        }
      },
      "targets": [
        {
          "expr": "stackdriver_cloud_run_revision_run_googleapis_com_container_instance_count{service_name=\"$service_name\", location=\"$location\"}",
          "interval": "",
          "legendFormat": "{{service_name}}",
          "refId": "A"
        }
      ],
      "title": "实例数量趋势",
      "type": "timeseries"
    }
  ],
  "schemaVersion": 27,
  "style": "dark",
  "tags": [
    "gcp",
    "cloudrun",
    "monitoring"
  ],
  "templating": {
    "list": [
      {
        "current": {
          "selected": false,
          "text": "All",
          "value": "$__all"
        },
        "datasource": {
          "type": "prometheus",
          "uid": "victoriametrics"
        },
        "definition": "label_values(stackdriver_cloud_run_revision_run_googleapis_com_request_count, service_name)",
        "hide": 0,
        "includeAll": true,
        "label": "Service Name",
        "multi": true,
        "name": "service_name",
        "options": [],
        "query": "label_values(stackdriver_cloud_run_revision_run_googleapis_com_request_count, service_name)",
        "refresh": 1,
        "regex": "",
        "skipUrlSync": false,
        "sort": 0,
        "tagValuesQuery": "",
        "tags": [],
        "tagsQuery": "",
        "type": "query",
        "useTags": false
      },
      {
        "current": {
          "selected": false,
          "text": "All",
          "value": "$__all"
        },
        "datasource": {
          "type": "prometheus",
          "uid": "victoriametrics"
        },
        "definition": "label_values(stackdriver_cloud_run_revision_run_googleapis_com_request_count, location)",
        "hide": 0,
        "includeAll": true,
        "label": "Location",
        "multi": true,
        "name": "location",
        "options": [],
        "query": "label_values(stackdriver_cloud_run_revision_run_googleapis_com_request_count, location)",
        "refresh": 1,
        "regex": "",
        "skipUrlSync": false,
        "sort": 0,
        "tagValuesQuery": "",
        "tags": [],
        "tagsQuery": "",
        "type": "query",
        "useTags": false
      }
    ]
  },
  "time": {
    "from": "now-1h",
    "to": "now"
  },
  "timepicker": {},
  "timezone": "",
  "title": "GCP Cloud Run 监控面板",
  "uid": "cloudrun-monitoring",
  "version": 1
}