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Id2d50d937-d7f2-4c05-b151-9af7f9ec747e
RulenameDetect presence of uncommon user agents in web requests (ASIM Web Session)
DescriptionThis rule assists in detecting rare user agents, which may indicate web browsing activity by an unconventional process different from the usual ones. The rule specifically searches for UserAgent strings that have not been seen in the past 14 days. This query will perform better when run over summarized data
SeverityMedium
TacticsInitialAccess
TechniquesT1190
T1133
KindScheduled
Query frequency1h
Query period14d
Trigger threshold0
Trigger operatorgt
Source Urihttps://github.com/Azure/Azure-Sentinel/blob/master/Solutions/Web%20Session%20Essentials/Analytic%20Rules/RareUserAgentDetected.yaml
Version1.0.1
Arm template2d50d937-d7f2-4c05-b151-9af7f9ec747e.json
Deploy To Azure
let lookBack = 14d;
let timeframe = 1h;
// calculate avg. eps(events per second)
let eps = materialize(_Im_WebSession(starttime=ago(1d))
    | project TimeGenerated
    | summarize AvgPerSec = count() / 3600 by bin(TimeGenerated, 1h)
    | summarize round(avg(AvgPerSec))
    );
let summarizationexist  = (
    union isfuzzy=true 
        (
        WebSession_Summarized_SrcInfo_CL
        | where EventTime_t > ago(1d) 
        | project v = int(2)
        ),
        (
        print int(1) 
        | project v = print_0
        )
    | summarize maxv = max(v)
    | extend sumexist = (maxv > 1)
    );
let allUserAgents = union isfuzzy=true
        (
        (datatable(exists: int, sumexist: bool)[1, false]
        | where toscalar(eps) > 1000
        | join (summarizationexist) on sumexist)
        | join (
            _Im_WebSession(starttime=todatetime(ago(2d)), endtime=bin(ago(timeframe), 1h), eventresult='Success')
            | where isnotempty(HttpUserAgent)
            | summarize UserAgentsSet =  make_set(HttpUserAgent) // This could contain upto 10,48,576 unique values
            | extend exists=int(1)
            )
            on exists
        | project-away exist*, maxv, sum*
        ),
        (
        (datatable(exists: int, sumexist: bool)[1, false]
        | where toscalar(eps) between (501 .. 1000)
        | join (summarizationexist) on sumexist)
        | join (
            _Im_WebSession(starttime=todatetime(ago(3d)), endtime=bin(ago(timeframe), 1h), eventresult='Success')
            | where isnotempty(HttpUserAgent)
            | summarize UserAgentsSet = make_set(HttpUserAgent) // This could contain upto 10,48,576 unique values
            | extend exists=int(1)
            )
            on exists
        | project-away exist*, maxv, sum*
        ),
        (
        (datatable(exists: int, sumexist: bool)[1, false]
        | where toscalar(eps) <= 500
        | join (summarizationexist) on sumexist)
        | join (
            _Im_WebSession(starttime=todatetime(ago(4d)), endtime=bin(ago(timeframe), 1h), eventresult='Success')
            | where isnotempty(HttpUserAgent)
            | summarize UserAgentsSet = make_set(HttpUserAgent) // This could contain upto 10,48,576 unique values
            | extend exists=int(1)
            )
            on exists
        | project-away exist*, maxv, sum*
        ),
        (
        WebSession_Summarized_SrcInfo_CL
        | where EventTime_t between (ago(14d) .. ago(timeframe))
            and isnotempty(HttpUserAgent_s)
            and EventResult_s =~ 'Success'
        | summarize UserAgentsSet = make_set(HttpUserAgent_s) // This could contain upto 10,48,576 unique values
        );
_Im_WebSession (starttime=bin(ago(timeframe), 1h), eventresult='Success')
| project
    SrcIpAddr,
    SrcUsername,
    SrcHostname,
    DstIpAddr,
    DstPortNumber,
    Url,
    HttpUserAgent,
    TimeGenerated
| where isnotempty(HttpUserAgent) and HttpUserAgent !in~ (allUserAgents)
| summarize
    EventCount=count(),
    EventStartTime=min(TimeGenerated),
    EventEndTime=max(TimeGenerated)
    by
    SrcIpAddr,
    SrcUsername,
    SrcHostname,
    DstIpAddr,
    Url,
    HttpUserAgent,
    DstPortNumber
| extend Name = iif(SrcUsername contains "@", tostring(split(SrcUsername,'@',0)[0]),SrcUsername), UPNSuffix = iif(SrcUsername contains "@",tostring(split(SrcUsername,'@',1)[0]),"")
entityMappings:
- entityType: URL
  fieldMappings:
  - identifier: Url
    columnName: Url
- entityType: IP
  fieldMappings:
  - identifier: Address
    columnName: SrcIpAddr
- entityType: IP
  fieldMappings:
  - identifier: Address
    columnName: DstIpAddr
- entityType: Account
  fieldMappings:
  - identifier: Name
    columnName: Name
  - identifier: UPNSuffix
    columnName: UPNSuffix
- entityType: Host
  fieldMappings:
  - identifier: HostName
    columnName: SrcHostname
name: Detect presence of uncommon user agents in web requests (ASIM Web Session)
kind: Scheduled
OriginalUri: https://github.com/Azure/Azure-Sentinel/blob/master/Solutions/Web%20Session%20Essentials/Analytic%20Rules/RareUserAgentDetected.yaml
triggerOperator: gt
status: Available
customDetails:
  EventStartTime: EventStartTime
  DstPortNumber: DstPortNumber
  EventCount: EventCount
  HttpUserAgent: HttpUserAgent
  EventEndTime: EventEndTime
requiredDataConnectors: []
queryPeriod: 14d
tags:
- Schema: WebSession
  SchemaVersion: 0.2.6
tactics:
- InitialAccess
query: |
  let lookBack = 14d;
  let timeframe = 1h;
  // calculate avg. eps(events per second)
  let eps = materialize(_Im_WebSession(starttime=ago(1d))
      | project TimeGenerated
      | summarize AvgPerSec = count() / 3600 by bin(TimeGenerated, 1h)
      | summarize round(avg(AvgPerSec))
      );
  let summarizationexist  = (
      union isfuzzy=true 
          (
          WebSession_Summarized_SrcInfo_CL
          | where EventTime_t > ago(1d) 
          | project v = int(2)
          ),
          (
          print int(1) 
          | project v = print_0
          )
      | summarize maxv = max(v)
      | extend sumexist = (maxv > 1)
      );
  let allUserAgents = union isfuzzy=true
          (
          (datatable(exists: int, sumexist: bool)[1, false]
          | where toscalar(eps) > 1000
          | join (summarizationexist) on sumexist)
          | join (
              _Im_WebSession(starttime=todatetime(ago(2d)), endtime=bin(ago(timeframe), 1h), eventresult='Success')
              | where isnotempty(HttpUserAgent)
              | summarize UserAgentsSet =  make_set(HttpUserAgent) // This could contain upto 10,48,576 unique values
              | extend exists=int(1)
              )
              on exists
          | project-away exist*, maxv, sum*
          ),
          (
          (datatable(exists: int, sumexist: bool)[1, false]
          | where toscalar(eps) between (501 .. 1000)
          | join (summarizationexist) on sumexist)
          | join (
              _Im_WebSession(starttime=todatetime(ago(3d)), endtime=bin(ago(timeframe), 1h), eventresult='Success')
              | where isnotempty(HttpUserAgent)
              | summarize UserAgentsSet = make_set(HttpUserAgent) // This could contain upto 10,48,576 unique values
              | extend exists=int(1)
              )
              on exists
          | project-away exist*, maxv, sum*
          ),
          (
          (datatable(exists: int, sumexist: bool)[1, false]
          | where toscalar(eps) <= 500
          | join (summarizationexist) on sumexist)
          | join (
              _Im_WebSession(starttime=todatetime(ago(4d)), endtime=bin(ago(timeframe), 1h), eventresult='Success')
              | where isnotempty(HttpUserAgent)
              | summarize UserAgentsSet = make_set(HttpUserAgent) // This could contain upto 10,48,576 unique values
              | extend exists=int(1)
              )
              on exists
          | project-away exist*, maxv, sum*
          ),
          (
          WebSession_Summarized_SrcInfo_CL
          | where EventTime_t between (ago(14d) .. ago(timeframe))
              and isnotempty(HttpUserAgent_s)
              and EventResult_s =~ 'Success'
          | summarize UserAgentsSet = make_set(HttpUserAgent_s) // This could contain upto 10,48,576 unique values
          );
  _Im_WebSession (starttime=bin(ago(timeframe), 1h), eventresult='Success')
  | project
      SrcIpAddr,
      SrcUsername,
      SrcHostname,
      DstIpAddr,
      DstPortNumber,
      Url,
      HttpUserAgent,
      TimeGenerated
  | where isnotempty(HttpUserAgent) and HttpUserAgent !in~ (allUserAgents)
  | summarize
      EventCount=count(),
      EventStartTime=min(TimeGenerated),
      EventEndTime=max(TimeGenerated)
      by
      SrcIpAddr,
      SrcUsername,
      SrcHostname,
      DstIpAddr,
      Url,
      HttpUserAgent,
      DstPortNumber
  | extend Name = iif(SrcUsername contains "@", tostring(split(SrcUsername,'@',0)[0]),SrcUsername), UPNSuffix = iif(SrcUsername contains "@",tostring(split(SrcUsername,'@',1)[0]),"")
description: |
  'This rule assists in detecting rare user agents, which may indicate web browsing activity by an unconventional process different from the usual ones. The rule specifically searches for UserAgent strings that have not been seen in the past 14 days. This query will perform better when run over summarized data'
severity: Medium
id: 2d50d937-d7f2-4c05-b151-9af7f9ec747e
eventGroupingSettings:
  aggregationKind: AlertPerResult
triggerThreshold: 0
queryFrequency: 1h
alertDetailsOverride:
  alertDescriptionFormat: The user agent '{{HttpUserAgent}}' has not been observed in the past 14 days. Conduct research on the user agent string to determine if it is associated with a known legitimate bot or if it is potentially linked to malicious activity. The URL is associated with the IP address '{{DstIpAddr}}'.
  alertDisplayNameFormat: User '{{SrcUsername}}' with IP '{{SrcIpAddr}}' has been observed accessing URL '{{Url}}' using a rare user agent.
version: 1.0.1
relevantTechniques:
- T1190
- T1133
{
  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
  "contentVersion": "1.0.0.0",
  "parameters": {
    "workspace": {
      "type": "String"
    }
  },
  "resources": [
    {
      "apiVersion": "2024-01-01-preview",
      "id": "[concat(resourceId('Microsoft.OperationalInsights/workspaces/providers', parameters('workspace'), 'Microsoft.SecurityInsights'),'/alertRules/2d50d937-d7f2-4c05-b151-9af7f9ec747e')]",
      "kind": "Scheduled",
      "name": "[concat(parameters('workspace'),'/Microsoft.SecurityInsights/2d50d937-d7f2-4c05-b151-9af7f9ec747e')]",
      "properties": {
        "alertDetailsOverride": {
          "alertDescriptionFormat": "The user agent '{{HttpUserAgent}}' has not been observed in the past 14 days. Conduct research on the user agent string to determine if it is associated with a known legitimate bot or if it is potentially linked to malicious activity. The URL is associated with the IP address '{{DstIpAddr}}'.",
          "alertDisplayNameFormat": "User '{{SrcUsername}}' with IP '{{SrcIpAddr}}' has been observed accessing URL '{{Url}}' using a rare user agent."
        },
        "alertRuleTemplateName": "2d50d937-d7f2-4c05-b151-9af7f9ec747e",
        "customDetails": {
          "DstPortNumber": "DstPortNumber",
          "EventCount": "EventCount",
          "EventEndTime": "EventEndTime",
          "EventStartTime": "EventStartTime",
          "HttpUserAgent": "HttpUserAgent"
        },
        "description": "'This rule assists in detecting rare user agents, which may indicate web browsing activity by an unconventional process different from the usual ones. The rule specifically searches for UserAgent strings that have not been seen in the past 14 days. This query will perform better when run over summarized data'\n",
        "displayName": "Detect presence of uncommon user agents in web requests (ASIM Web Session)",
        "enabled": true,
        "entityMappings": [
          {
            "entityType": "URL",
            "fieldMappings": [
              {
                "columnName": "Url",
                "identifier": "Url"
              }
            ]
          },
          {
            "entityType": "IP",
            "fieldMappings": [
              {
                "columnName": "SrcIpAddr",
                "identifier": "Address"
              }
            ]
          },
          {
            "entityType": "IP",
            "fieldMappings": [
              {
                "columnName": "DstIpAddr",
                "identifier": "Address"
              }
            ]
          },
          {
            "entityType": "Account",
            "fieldMappings": [
              {
                "columnName": "Name",
                "identifier": "Name"
              },
              {
                "columnName": "UPNSuffix",
                "identifier": "UPNSuffix"
              }
            ]
          },
          {
            "entityType": "Host",
            "fieldMappings": [
              {
                "columnName": "SrcHostname",
                "identifier": "HostName"
              }
            ]
          }
        ],
        "eventGroupingSettings": {
          "aggregationKind": "AlertPerResult"
        },
        "OriginalUri": "https://github.com/Azure/Azure-Sentinel/blob/master/Solutions/Web%20Session%20Essentials/Analytic%20Rules/RareUserAgentDetected.yaml",
        "query": "let lookBack = 14d;\nlet timeframe = 1h;\n// calculate avg. eps(events per second)\nlet eps = materialize(_Im_WebSession(starttime=ago(1d))\n    | project TimeGenerated\n    | summarize AvgPerSec = count() / 3600 by bin(TimeGenerated, 1h)\n    | summarize round(avg(AvgPerSec))\n    );\nlet summarizationexist  = (\n    union isfuzzy=true \n        (\n        WebSession_Summarized_SrcInfo_CL\n        | where EventTime_t > ago(1d) \n        | project v = int(2)\n        ),\n        (\n        print int(1) \n        | project v = print_0\n        )\n    | summarize maxv = max(v)\n    | extend sumexist = (maxv > 1)\n    );\nlet allUserAgents = union isfuzzy=true\n        (\n        (datatable(exists: int, sumexist: bool)[1, false]\n        | where toscalar(eps) > 1000\n        | join (summarizationexist) on sumexist)\n        | join (\n            _Im_WebSession(starttime=todatetime(ago(2d)), endtime=bin(ago(timeframe), 1h), eventresult='Success')\n            | where isnotempty(HttpUserAgent)\n            | summarize UserAgentsSet =  make_set(HttpUserAgent) // This could contain upto 10,48,576 unique values\n            | extend exists=int(1)\n            )\n            on exists\n        | project-away exist*, maxv, sum*\n        ),\n        (\n        (datatable(exists: int, sumexist: bool)[1, false]\n        | where toscalar(eps) between (501 .. 1000)\n        | join (summarizationexist) on sumexist)\n        | join (\n            _Im_WebSession(starttime=todatetime(ago(3d)), endtime=bin(ago(timeframe), 1h), eventresult='Success')\n            | where isnotempty(HttpUserAgent)\n            | summarize UserAgentsSet = make_set(HttpUserAgent) // This could contain upto 10,48,576 unique values\n            | extend exists=int(1)\n            )\n            on exists\n        | project-away exist*, maxv, sum*\n        ),\n        (\n        (datatable(exists: int, sumexist: bool)[1, false]\n        | where toscalar(eps) <= 500\n        | join (summarizationexist) on sumexist)\n        | join (\n            _Im_WebSession(starttime=todatetime(ago(4d)), endtime=bin(ago(timeframe), 1h), eventresult='Success')\n            | where isnotempty(HttpUserAgent)\n            | summarize UserAgentsSet = make_set(HttpUserAgent) // This could contain upto 10,48,576 unique values\n            | extend exists=int(1)\n            )\n            on exists\n        | project-away exist*, maxv, sum*\n        ),\n        (\n        WebSession_Summarized_SrcInfo_CL\n        | where EventTime_t between (ago(14d) .. ago(timeframe))\n            and isnotempty(HttpUserAgent_s)\n            and EventResult_s =~ 'Success'\n        | summarize UserAgentsSet = make_set(HttpUserAgent_s) // This could contain upto 10,48,576 unique values\n        );\n_Im_WebSession (starttime=bin(ago(timeframe), 1h), eventresult='Success')\n| project\n    SrcIpAddr,\n    SrcUsername,\n    SrcHostname,\n    DstIpAddr,\n    DstPortNumber,\n    Url,\n    HttpUserAgent,\n    TimeGenerated\n| where isnotempty(HttpUserAgent) and HttpUserAgent !in~ (allUserAgents)\n| summarize\n    EventCount=count(),\n    EventStartTime=min(TimeGenerated),\n    EventEndTime=max(TimeGenerated)\n    by\n    SrcIpAddr,\n    SrcUsername,\n    SrcHostname,\n    DstIpAddr,\n    Url,\n    HttpUserAgent,\n    DstPortNumber\n| extend Name = iif(SrcUsername contains \"@\", tostring(split(SrcUsername,'@',0)[0]),SrcUsername), UPNSuffix = iif(SrcUsername contains \"@\",tostring(split(SrcUsername,'@',1)[0]),\"\")\n",
        "queryFrequency": "PT1H",
        "queryPeriod": "P14D",
        "severity": "Medium",
        "status": "Available",
        "subTechniques": [],
        "suppressionDuration": "PT1H",
        "suppressionEnabled": false,
        "tactics": [
          "InitialAccess"
        ],
        "tags": [
          {
            "Schema": "WebSession",
            "SchemaVersion": "0.2.6"
          }
        ],
        "techniques": [
          "T1133",
          "T1190"
        ],
        "templateVersion": "1.0.1",
        "triggerOperator": "GreaterThan",
        "triggerThreshold": 0
      },
      "type": "Microsoft.OperationalInsights/workspaces/providers/alertRules"
    }
  ]
}