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在 Azure Monitor 日志中创建指标警报

注意

建议使用 Azure Az PowerShell 模块与 Azure 交互。 若要开始,请参阅安装 Azure PowerShell。 若要了解如何迁移到 Az PowerShell 模块,请参阅 将 Azure PowerShell 从 AzureRM 迁移到 Az

可以针对 Azure Monitor 日志中预定义的一组日志使用指标警报功能。 受监视的日志(可从 Azure 或本地计算机收集)被转换为指标,然后与任何其他指标一样,通过指标警报规则进行监视。

Log Analytics 工作区支持以下日志类型:

与 Azure 中基于查询的日志搜索警报相比,对日志使用指标警报的好处包括:

  • 指标警报提供准实时的监视功能。 它们从日志源创建数据分支以确保实现这种功能。
  • 指标警报是有状态的。 发出警报和警报解决后,它们会立即通知你。 日志搜索警报是无状态的,如果满足警报条件,则会在每个间隔持续触发。
  • 指标警报提供多个维度。 它们允许筛选特定值(例如计算机和操作系统类型),而无需在 Log Analytics 中定义复杂的查询。

注意

仅当所选期间内存在特定指标或维度的数据时,才会显示该指标或维度。 拥有 Log Analytics 工作区的客户可以使用这些指标。

支持的日志指标和维度

通过指标警报,可以使用维度将指标筛选为适当级别。 日志支持的指标的完整列表等效于 Log Analytics 工作区指标列表。

注意

要通过 Azure Monitor - 指标查看从 Log Analytics 工作区中提取的受支持指标,必须针对该特定指标创建日志的指标警报。 在日志指标警报中选择的维度只能通过 Azure Monitor 指标来显示以供浏览。

针对日志创建指标警报

在 Log Analytics 中处理常用日志中的指标数据之前,会先通过管道将其传送到 Azure Monitor 指标。 然后,除了指标警报之外,还可以利用指标平台的功能,包括以低至一分钟的频率发出警报。

针对日志创建指标警报的过程由两个部分组成:

  1. 使用计划查询规则 API (scheduledQueryRules) 针对从支持的日志中提取的指标创建规则。
  2. 针对从日志中提取的指标(在步骤 1 中)以及从作为目标资源的 Log Analytics 工作区中提取的指标创建指标警报。

先决条件

在针对日志创建指标警报之前,请确保以下项已设置并可用:

针对日志创建指标警报的方法

可以使用 Azure 门户、Azure 资源管理器模板、REST API、Azure PowerShell 和 Azure CLI 创建和管理指标警报。

针对指定 Log Analytics 工作区的日志创建指标警报后,它们将具有指标警报的所有特征和功能,包括有效负载架构、适用的配额限制和计费价格。

有关分步详细信息和示例,请参阅创建或编辑指标警报规则。 按照有关管理指标警报的说明操作,并注意以下事项:

  • 指标警报的目标必须是有效的 Log Analytics 工作区。

  • 为选定 Log Analytics 工作区的指标警报选择的信号必须属于“指标”类型

  • 可以使用维度筛选器来筛选特定条件或资源,因为日志的指标是多维的。

  • 在配置信号逻辑时,可以创建单个警报来跨越多个维度值(例如计算机)。

  • 使用 Azure 门户针对日志创建指标警报时,会自动在后台创建通过 scheduledQueryRules 将日志数据转换为指标的相应规则,无需任何用户干预或操作。

    如果不使用 Azure 门户针对选定的 Log Analytics 工作区创建指标警报,则必须先使用 scheduledQueryRules 手动创建将日志数据转换为指标的显式规则。

资源管理器模板

若要针对日志创建指标警报,可以使用以下示例资源管理器模板。

对于通过 Azure 门户以外的方式创建的日志指标警报,可以在创建指标警报之前使用这些示例模板创建基于 scheduledQueryRules 的日志到指标转换规则。 如果不这样做,日志中将不包含指标警报的数据。

具有静态阈值的日志指标警报

在以下示例模板中,根据静态阈值创建指标警报的方式取决于是否成功创建了通过 scheduledQueryRules 从日志中提取指标的规则。

{
    "$schema": "https://schema.management.azure.com/schemas/2015-01-01/deploymentTemplate.json#",
    "contentVersion": "1.0.0.0",
    "parameters": {
        "convertRuleName": {
            "type": "string",
            "minLength": 1,
            "metadata": {
                "description": "Name of the rule to convert a log to a metric"
            }
        },
        "convertRuleDescription": {
            "type": "string",
            "minLength": 1,
            "metadata": {
                "description": "Description for the log converted to a metric."
            }
        },
        "convertRuleRegion": {
            "type": "string",
            "minLength": 1,
            "metadata": {
                "description": "Name of the region used by the workspace."
            }
        },
        "convertRuleStatus": {
            "type": "string",
            "defaultValue": "true",
            "metadata": {
                "description": "Specifies whether the log conversion rule is enabled."
            }
        },
        "convertRuleMetric": {
            "type": "string",
            "minLength": 1,
            "metadata": {
                "description": "Name of the metric after extraction is done from logs."
            }
        },
        "alertName": {
            "type": "string",
            "minLength": 1,
            "metadata": {
                "description": "Name of the alert."
            }
        },
        "alertDescription": {
            "type": "string",
            "defaultValue": "This is a metric alert",
            "metadata": {
                "description": "Description of the alert."
            }
        },
        "alertSeverity": {
            "type": "int",
            "defaultValue": 3,
            "allowedValues": [
                0,
                1,
                2,
                3,
                4
            ],
            "metadata": {
                "description": "Severity of the alert {0,1,2,3,4}."
            }
        },
        "isEnabled": {
            "type": "bool",
            "defaultValue": true,
            "metadata": {
                "description": "Specifies whether the alert is enabled."
            }
        },
        "resourceId": {
            "type": "string",
            "minLength": 1,
            "metadata": {
                "description": "Full resource ID of the resource emitting the metric that will be used for the comparison. For example: /subscriptions/00000000-0000-0000-0000-0000-00000000/resourceGroups/ResourceGroupName/providers/Microsoft.OperationalInsights/workspaces/workspaceName"
            }
        },
        "metricName": {
            "type": "string",
            "minLength": 1,
            "metadata": {
                "description": "Name of the metric used in the comparison to activate the alert."
            }
        },
        "operator": {
            "type": "string",
            "defaultValue": "GreaterThan",
            "allowedValues": [
                "Equals",
                "NotEquals",
                "GreaterThan",
                "GreaterThanOrEqual",
                "LessThan",
                "LessThanOrEqual"
            ],
            "metadata": {
                "description": "Operator comparing the current value with the threshold value."
            }
        },
        "threshold": {
            "type": "string",
            "defaultValue": "0",
            "metadata": {
                "description": "The threshold value at which the alert is activated."
            }
        },
        "timeAggregation": {
            "type": "string",
            "defaultValue": "Average",
            "allowedValues": [
                "Average",
                "Minimum",
                "Maximum",
                "Total"
            ],
            "metadata": {
                "description": "How the data that's collected should be combined over time."
            }
        },
        "windowSize": {
            "type": "string",
            "defaultValue": "PT5M",
            "metadata": {
                "description": "Period of time used to monitor alert activity based on the threshold. Must be between five minutes and one day. ISO 8601 duration format."
            }
        },
        "evaluationFrequency": {
            "type": "string",
            "defaultValue": "PT1M",
            "metadata": {
                "description": "How often the metric alert is evaluated, represented in ISO 8601 duration format."
            }
        },
        "actionGroupId": {
            "type": "string",
            "defaultValue": "",
            "metadata": {
                "description": "The ID of the action group that's triggered when the alert is activated or deactivated."
            }
        }
    },
    "variables": {
        "convertRuleSourceWorkspace": {
            "SourceId": "/subscriptions/1234-56789-1234-567a/resourceGroups/resourceGroupName/providers/Microsoft.OperationalInsights/workspaces/workspaceName"
        }
    },
    "resources": [
        {
            "name": "[parameters('convertRuleName')]",
            "type": "Microsoft.Insights/scheduledQueryRules",
            "apiVersion": "2018-04-16",
            "location": "[parameters('convertRuleRegion')]",
            "properties": {
                "description": "[parameters('convertRuleDescription')]",
                "enabled": "[parameters('convertRuleStatus')]",
                "source": {
                    "dataSourceId": "[variables('convertRuleSourceWorkspace').SourceId]"
                },
                "action": {
                    "odata.type": "Microsoft.WindowsAzure.Management.Monitoring.Alerts.Models.Microsoft.AppInsights.Nexus.DataContracts.Resources.ScheduledQueryRules.LogToMetricAction",
                    "criteria": [{
                            "metricName": "[parameters('convertRuleMetric')]",
                            "dimensions": []
                        }
                    ]
                }
            }
        },
        {
            "name": "[parameters('alertName')]",
            "type": "Microsoft.Insights/metricAlerts",
            "location": "global",
            "apiVersion": "2018-03-01",
            "tags": {},
            "dependsOn":["[resourceId('Microsoft.Insights/scheduledQueryRules',parameters('convertRuleName'))]"],
            "properties": {
                "description": "[parameters('alertDescription')]",
                "severity": "[parameters('alertSeverity')]",
                "enabled": "[parameters('isEnabled')]",
                "scopes": ["[parameters('resourceId')]"],
                "evaluationFrequency":"[parameters('evaluationFrequency')]",
                "windowSize": "[parameters('windowSize')]",
                "criteria": {
                    "odata.type": "Microsoft.Azure.Monitor.SingleResourceMultipleMetricCriteria",
                    "allOf": [
                        {
                            "name" : "1st criterion",
                            "metricName": "[parameters('metricName')]",
                            "dimensions":[],
                            "operator": "[parameters('operator')]",
                            "threshold" : "[parameters('threshold')]",
                            "timeAggregation": "[parameters('timeAggregation')]"
                        }
                    ]
                },
                "actions": [
                    {
                        "actionGroupId": "[parameters('actionGroupId')]"
                    }
                ]
            }
        }
    ]
}

如果将上述 JSON 另存为 metricfromLogsAlertStatic.json,则可以将其与参数 JSON 文件配合使用,以便基于资源管理器模板进行创建。 下面是示例参数 JSON 文件:

{
    "$schema": "https://schema.management.azure.com/schemas/2015-01-01/deploymentTemplate.json#",
    "contentVersion": "1.0.0.0",
    "parameters": {
        "convertRuleName": {
            "value": "TestLogtoMetricRule" 
        },
        "convertRuleDescription": {
            "value": "Test rule to extract metrics from logs via template"
        },
        "convertRuleRegion": {
            "value": "West Central US"
        },
        "convertRuleStatus": {
            "value": "true"
        },
        "convertRuleMetric": {
            "value": "Average_% Idle Time"
        },
        "alertName": {
            "value": "TestMetricAlertonLog"
        },
        "alertDescription": {
            "value": "New multidimensional metric alert created via template"
        },
        "alertSeverity": {
            "value":3
        },
        "isEnabled": {
            "value": true
        },
        "resourceId": {
            "value": "/subscriptions/1234-56789-1234-567a/resourceGroups/myRG/providers/Microsoft.OperationalInsights/workspaces/workspaceName"
        },
        "metricName":{
            "value": "Average_% Idle Time"
        },
        "operator": {
            "value": "GreaterThan"
        },
        "threshold":{
            "value": "1"
        },
        "timeAggregation":{
            "value": "Average"
        },
        "actionGroupId": {
            "value": "/subscriptions/1234-56789-1234-567a/resourceGroups/myRG/providers/microsoft.insights/actionGroups/actionGroupName"
        }
    }
}

假设将上述参数文件保存为 metricfromLogsAlertStatic.parameters.json,则你可以根据在 Azure 门户中使用资源管理器模板进行创建中所述针对日志创建指标警报

或者,可以使用以下 Azure PowerShell 命令:

New-AzResourceGroupDeployment -ResourceGroupName "myRG" -TemplateFile metricfromLogsAlertStatic.json TemplateParameterFile metricfromLogsAlertStatic.parameters.json

或者,可以使用 Azure CLI 部署资源管理器模板:

az deployment group create --resource-group myRG --template-file metricfromLogsAlertStatic.json --parameters @metricfromLogsAlertStatic.parameters.json

具有动态阈值的日志指标警报

在以下示例模板中,根据动态阈值创建指标警报的方式取决于是否成功创建了通过 scheduledQueryRules 从日志中提取指标的规则。

{
    "$schema": "https://schema.management.azure.com/schemas/2015-01-01/deploymentTemplate.json#",
    "contentVersion": "1.0.0.0",
    "parameters": {
        "convertRuleName": {
            "type": "string",
            "minLength": 1,
            "metadata": {
                "description": "Name of the rule to convert a log to a metric."
            }
        },
        "convertRuleDescription": {
            "type": "string",
            "minLength": 1,
            "metadata": {
                "description": "Description for the log converted to a metric."
            }
        },
        "convertRuleRegion": {
            "type": "string",
            "minLength": 1,
            "metadata": {
                "description": "Name of the region used by the workspace."
            }
        },
        "convertRuleStatus": {
            "type": "string",
            "defaultValue": "true",
            "metadata": {
                "description": "Specifies whether the log conversion rule is enabled."
            }
        },
        "convertRuleMetric": {
            "type": "string",
            "minLength": 1,
            "metadata": {
                "description": "Name of the metric after extraction is done from logs."
            }
        },
        "alertName": {
            "type": "string",
            "minLength": 1,
            "metadata": {
                "description": "Name of the alert."
            }
        },
        "alertDescription": {
            "type": "string",
            "defaultValue": "This is a metric alert",
            "metadata": {
                "description": "Description of the alert."
            }
        },
        "alertSeverity": {
            "type": "int",
            "defaultValue": 3,
            "allowedValues": [
                0,
                1,
                2,
                3,
                4
            ],
            "metadata": {
                "description": "Severity of the alert {0,1,2,3,4}."
            }
        },
        "isEnabled": {
            "type": "bool",
            "defaultValue": true,
            "metadata": {
                "description": "Specifies whether the alert is enabled."
            }
        },
        "resourceId": {
            "type": "string",
            "minLength": 1,
            "metadata": {
                "description": "Full resource ID of the resource emitting the metric that will be used for the comparison. For example: /subscriptions/00000000-0000-0000-0000-0000-00000000/resourceGroups/ResourceGroupName/providers/Microsoft.OperationalInsights/workspaces/workspaceName"
            }
        },
        "metricName": {
            "type": "string",
            "minLength": 1,
            "metadata": {
                "description": "Name of the metric used in the comparison to activate the alert."
            }
        },
        "operator": {
            "type": "string",
            "defaultValue": "GreaterOrLessThan",
            "allowedValues": [
                "GreaterThan",
                "LessThan",
                "GreaterOrLessThan"
            ],
            "metadata": {
                "description": "Operator comparing the current value with the threshold value."
            }
        },
        "alertSensitivity": {
            "type": "string",
            "defaultValue": "Medium",
            "allowedValues": [
                "High",
                "Medium",
                "Low"
            ],
            "metadata": {
                "description": "Tunes how 'noisy' the alerts for dynamic thresholds will be. 'High' will result in more alerts. 'Low' will result in fewer alerts."
            }
        },
        "numberOfEvaluationPeriods": {
            "type": "string",
            "defaultValue": "4",
            "metadata": {
                "description": "The number of periods to check in the alert evaluation."
            }
        },
        "minFailingPeriodsToAlert": {
            "type": "string",
            "defaultValue": "3",
            "metadata": {
                "description": "The number of unhealthy periods to alert on (must be lower or equal to numberOfEvaluationPeriods)."
            }
        },
        "timeAggregation": {
            "type": "string",
            "defaultValue": "Average",
            "allowedValues": [
                "Average",
                "Minimum",
                "Maximum",
                "Total"
            ],
            "metadata": {
                "description": "How the data that's collected should be combined over time."
            }
        },
        "windowSize": {
            "type": "string",
            "defaultValue": "PT5M",
            "metadata": {
                "description": "Period of time used to monitor alert activity based on the threshold. Must be between five minutes and one day. ISO 8601 duration format."
            }
        },
        "evaluationFrequency": {
            "type": "string",
            "defaultValue": "PT1M",
            "metadata": {
                "description": "How often the metric alert is evaluated, represented in ISO 8601 duration format."
            }
        },
        "actionGroupId": {
            "type": "string",
            "defaultValue": "",
            "metadata": {
                "description": "The ID of the action group that's triggered when the alert is activated or deactivated."
            }
        }
    },
    "variables": {
        "convertRuleSourceWorkspace": {
            "SourceId": "/subscriptions/1234-56789-1234-567a/resourceGroups/resourceGroupName/providers/Microsoft.OperationalInsights/workspaces/workspaceName"
        }
    },
    "resources": [
        {
            "name": "[parameters('convertRuleName')]",
            "type": "Microsoft.Insights/scheduledQueryRules",
            "apiVersion": "2018-04-16",
            "location": "[parameters('convertRuleRegion')]",
            "properties": {
                "description": "[parameters('convertRuleDescription')]",
                "enabled": "[parameters('convertRuleStatus')]",
                "source": {
                    "dataSourceId": "[variables('convertRuleSourceWorkspace').SourceId]"
                },
                "action": {
                    "odata.type": "Microsoft.WindowsAzure.Management.Monitoring.Alerts.Models.Microsoft.AppInsights.Nexus.DataContracts.Resources.ScheduledQueryRules.LogToMetricAction",
                    "criteria": [{
                            "metricName": "[parameters('convertRuleMetric')]",
                            "dimensions": []
                        }
                    ]
                }
            }
        },
        {
            "name": "[parameters('alertName')]",
            "type": "Microsoft.Insights/metricAlerts",
            "location": "global",
            "apiVersion": "2018-03-01",
            "tags": {},
            "dependsOn":["[resourceId('Microsoft.Insights/scheduledQueryRules',parameters('convertRuleName'))]"],
            "properties": {
                "description": "[parameters('alertDescription')]",
                "severity": "[parameters('alertSeverity')]",
                "enabled": "[parameters('isEnabled')]",
                "scopes": ["[parameters('resourceId')]"],
                "evaluationFrequency":"[parameters('evaluationFrequency')]",
                "windowSize": "[parameters('windowSize')]",
                "criteria": {
                    "odata.type": "Microsoft.Azure.Monitor.MultipleResourceMultipleMetricCriteria",
                    "allOf": [
                        {
                            "criterionType": "DynamicThresholdCriterion",
                            "name" : "1st criterion",
                            "metricName": "[parameters('metricName')]",
                            "dimensions":[],
                            "operator": "[parameters('operator')]",
                            "alertSensitivity": "[parameters('alertSensitivity')]",
                            "failingPeriods": {
                                "numberOfEvaluationPeriods": "[parameters('numberOfEvaluationPeriods')]",
                                "minFailingPeriodsToAlert": "[parameters('minFailingPeriodsToAlert')]"
                            },
                            "timeAggregation": "[parameters('timeAggregation')]"
                        }
                    ]
                },
                "actions": [
                    {
                        "actionGroupId": "[parameters('actionGroupId')]"
                    }
                ]
            }
        }
    ]
}

如果将上述 JSON 另存为 metricfromLogsAlertDynamic.json,则可以将其与参数 JSON 文件配合使用,以便基于资源管理器模板进行创建。 下面是示例参数 JSON 文件:

{
    "$schema": "https://schema.management.azure.com/schemas/2015-01-01/deploymentTemplate.json#",
    "contentVersion": "1.0.0.0",
    "parameters": {
        "convertRuleName": {
            "value": "TestLogtoMetricRule"
        },
        "convertRuleDescription": {
            "value": "Test rule to extract metrics from logs via template"
        },
        "convertRuleRegion": {
            "value": "West Central US"
        },
        "convertRuleStatus": {
            "value": "true"
        },
        "convertRuleMetric": {
            "value": "Average_% Idle Time"
        },
        "alertName": {
            "value": "TestMetricAlertonLog"
        },
        "alertDescription": {
            "value": "New multidimensional metric alert created via template"
        },
        "alertSeverity": {
            "value":3
        },
        "isEnabled": {
            "value": true
        },
        "resourceId": {
            "value": "/subscriptions/1234-56789-1234-567a/resourceGroups/myRG/providers/Microsoft.OperationalInsights/workspaces/workspaceName"
        },
        "metricName":{
            "value": "Average_% Idle Time"
        },
        "operator": {
            "value": "GreaterOrLessThan"
          },
          "alertSensitivity": {
              "value": "Medium"
          },
          "numberOfEvaluationPeriods": {
              "value": "4"
          },
          "minFailingPeriodsToAlert": {
              "value": "3"
          },
        "timeAggregation":{
            "value": "Average"
        },
        "actionGroupId": {
            "value": "/subscriptions/1234-56789-1234-567a/resourceGroups/myRG/providers/microsoft.insights/actionGroups/actionGroupName"
        }
    }
}

假设将上述参数文件保存为 metricfromLogsAlertDynamic.parameters.json,则你可以根据在 Azure 门户中使用资源管理器模板进行创建中所述针对日志创建指标警报

或者,可以使用以下 Azure PowerShell 命令:

New-AzResourceGroupDeployment -ResourceGroupName "myRG" -TemplateFile metricfromLogsAlertDynamic.json TemplateParameterFile metricfromLogsAlertDynamic.parameters.json

或者,可以使用 Azure CLI 部署资源管理器模板:

az deployment group create --resource-group myRG --template-file metricfromLogsAlertDynamic.json --parameters @metricfromLogsAlertDynamic.parameters.json