Suspicious Login from deleted guest account

let query_frequency = 1h;
let query_period = 1d;
AuditLogs
| where TimeGenerated > ago(query_frequency)
| where Category =~ "UserManagement" and OperationName =~ "Delete user"
| mv-expand TargetResource = TargetResources
| where TargetResource["type"] == "User" and TargetResource["userPrincipalName"] has "#EXT#"
| extend ParsedDeletedUserPrincipalName = extract(@"^[0-9a-f]{32}([^\#]+)\#EXT\#", 1, tostring(TargetResource["userPrincipalName"]))
| extend
    Initiator = iif(isnotempty(InitiatedBy["app"]), tostring(InitiatedBy["app"]["displayName"]), tostring(InitiatedBy["user"]["userPrincipalName"])),
    InitiatorId = iif(isnotempty(InitiatedBy["app"]), tostring(InitiatedBy["app"]["servicePrincipalId"]), tostring(InitiatedBy["user"]["id"])),
    Delete_IPAddress = tostring(InitiatedBy[tostring(bag_keys(InitiatedBy)[0])]["ipAddress"])
| project Delete_TimeGenerated = TimeGenerated, Category, Identity, Initiator, Delete_IPAddress, OperationName, Result, ParsedDeletedUserPrincipalName, InitiatedBy, AdditionalDetails, TargetResources, InitiatorId, CorrelationId
| join kind=inner (
    SigninLogs
    | where TimeGenerated > ago(query_period)
    | where ResultType == 0
    | summarize take_any(*) by UserPrincipalName
    | extend ParsedUserPrincipalName = translate("@", "_", UserPrincipalName)
    | project SigninLogs_TimeGenerated = TimeGenerated, UserPrincipalName, UserDisplayName, ResultType, ResultDescription, IPAddress, LocationDetails, AppDisplayName, ResourceDisplayName, ClientAppUsed, UserAgent, DeviceDetail, UserId, UserType, OriginalRequestId, ParsedUserPrincipalName
    ) on $left.ParsedDeletedUserPrincipalName == $right.ParsedUserPrincipalName
| where SigninLogs_TimeGenerated > Delete_TimeGenerated
| project-away ParsedDeletedUserPrincipalName, ParsedUserPrincipalName
| extend
    AccountName = tostring(split(UserPrincipalName, "@")[0]),
    AccountUPNSuffix = tostring(split(UserPrincipalName, "@")[1])

triggerOperator: gt
queryFrequency: 1h
description: |
  ' This query will detect logins from guest account which was recently deleted. 
  For any successful logins from deleted identities should be investigated further if any existing user accounts have been altered or linked to such identity prior deletion'  
version: 1.0.5
kind: Scheduled
triggerThreshold: 0
requiredDataConnectors:
- connectorId: AzureActiveDirectory
  dataTypes:
  - AuditLogs
- connectorId: AzureActiveDirectory
  dataTypes:
  - SigninLogs
queryPeriod: 1d
name: Suspicious Login from deleted guest account
OriginalUri: https://github.com/Azure/Azure-Sentinel/blob/master/Detections/MultipleDataSources/SuspiciousLoginfromDeletedExternalIdentities.yaml
id: defe4855-0d33-4362-9557-009237623976
tags:
- GuestorExternalIdentities
tactics:
- PrivilegeEscalation
metadata:
  source:
    kind: Community
  author:
    name: Microsoft Security Research
  categories:
    domains:
    - Security - Others
    - Identity
  support:
    tier: Community
relevantTechniques:
- T1078.004
severity: Medium
entityMappings:
- fieldMappings:
  - identifier: FullName
    columnName: UserPrincipalName
  - identifier: Name
    columnName: AccountName
  - identifier: UPNSuffix
    columnName: AccountUPNSuffix
  entityType: Account
- fieldMappings:
  - identifier: Address
    columnName: IPAddress
  entityType: IP
query: |
  let query_frequency = 1h;
  let query_period = 1d;
  AuditLogs
  | where TimeGenerated > ago(query_frequency)
  | where Category =~ "UserManagement" and OperationName =~ "Delete user"
  | mv-expand TargetResource = TargetResources
  | where TargetResource["type"] == "User" and TargetResource["userPrincipalName"] has "#EXT#"
  | extend ParsedDeletedUserPrincipalName = extract(@"^[0-9a-f]{32}([^\#]+)\#EXT\#", 1, tostring(TargetResource["userPrincipalName"]))
  | extend
      Initiator = iif(isnotempty(InitiatedBy["app"]), tostring(InitiatedBy["app"]["displayName"]), tostring(InitiatedBy["user"]["userPrincipalName"])),
      InitiatorId = iif(isnotempty(InitiatedBy["app"]), tostring(InitiatedBy["app"]["servicePrincipalId"]), tostring(InitiatedBy["user"]["id"])),
      Delete_IPAddress = tostring(InitiatedBy[tostring(bag_keys(InitiatedBy)[0])]["ipAddress"])
  | project Delete_TimeGenerated = TimeGenerated, Category, Identity, Initiator, Delete_IPAddress, OperationName, Result, ParsedDeletedUserPrincipalName, InitiatedBy, AdditionalDetails, TargetResources, InitiatorId, CorrelationId
  | join kind=inner (
      SigninLogs
      | where TimeGenerated > ago(query_period)
      | where ResultType == 0
      | summarize take_any(*) by UserPrincipalName
      | extend ParsedUserPrincipalName = translate("@", "_", UserPrincipalName)
      | project SigninLogs_TimeGenerated = TimeGenerated, UserPrincipalName, UserDisplayName, ResultType, ResultDescription, IPAddress, LocationDetails, AppDisplayName, ResourceDisplayName, ClientAppUsed, UserAgent, DeviceDetail, UserId, UserType, OriginalRequestId, ParsedUserPrincipalName
      ) on $left.ParsedDeletedUserPrincipalName == $right.ParsedUserPrincipalName
  | where SigninLogs_TimeGenerated > Delete_TimeGenerated
  | project-away ParsedDeletedUserPrincipalName, ParsedUserPrincipalName
  | extend
      AccountName = tostring(split(UserPrincipalName, "@")[0]),
      AccountUPNSuffix = tostring(split(UserPrincipalName, "@")[1])  

{
  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
  "contentVersion": "1.0.0.0",
  "parameters": {
    "workspace": {
      "type": "String"
    }
  },
  "resources": [
    {
      "apiVersion": "2023-02-01-preview",
      "id": "[concat(resourceId('Microsoft.OperationalInsights/workspaces/providers', parameters('workspace'), 'Microsoft.SecurityInsights'),'/alertRules/defe4855-0d33-4362-9557-009237623976')]",
      "kind": "Scheduled",
      "name": "[concat(parameters('workspace'),'/Microsoft.SecurityInsights/defe4855-0d33-4362-9557-009237623976')]",
      "properties": {
        "alertRuleTemplateName": "defe4855-0d33-4362-9557-009237623976",
        "customDetails": null,
        "description": "' This query will detect logins from guest account which was recently deleted. \nFor any successful logins from deleted identities should be investigated further if any existing user accounts have been altered or linked to such identity prior deletion'\n",
        "displayName": "Suspicious Login from deleted guest account",
        "enabled": true,
        "entityMappings": [
          {
            "entityType": "Account",
            "fieldMappings": [
              {
                "columnName": "UserPrincipalName",
                "identifier": "FullName"
              },
              {
                "columnName": "AccountName",
                "identifier": "Name"
              },
              {
                "columnName": "AccountUPNSuffix",
                "identifier": "UPNSuffix"
              }
            ]
          },
          {
            "entityType": "IP",
            "fieldMappings": [
              {
                "columnName": "IPAddress",
                "identifier": "Address"
              }
            ]
          }
        ],
        "OriginalUri": "https://github.com/Azure/Azure-Sentinel/blob/master/Detections/MultipleDataSources/SuspiciousLoginfromDeletedExternalIdentities.yaml",
        "query": "let query_frequency = 1h;\nlet query_period = 1d;\nAuditLogs\n| where TimeGenerated > ago(query_frequency)\n| where Category =~ \"UserManagement\" and OperationName =~ \"Delete user\"\n| mv-expand TargetResource = TargetResources\n| where TargetResource[\"type\"] == \"User\" and TargetResource[\"userPrincipalName\"] has \"#EXT#\"\n| extend ParsedDeletedUserPrincipalName = extract(@\"^[0-9a-f]{32}([^\\#]+)\\#EXT\\#\", 1, tostring(TargetResource[\"userPrincipalName\"]))\n| extend\n    Initiator = iif(isnotempty(InitiatedBy[\"app\"]), tostring(InitiatedBy[\"app\"][\"displayName\"]), tostring(InitiatedBy[\"user\"][\"userPrincipalName\"])),\n    InitiatorId = iif(isnotempty(InitiatedBy[\"app\"]), tostring(InitiatedBy[\"app\"][\"servicePrincipalId\"]), tostring(InitiatedBy[\"user\"][\"id\"])),\n    Delete_IPAddress = tostring(InitiatedBy[tostring(bag_keys(InitiatedBy)[0])][\"ipAddress\"])\n| project Delete_TimeGenerated = TimeGenerated, Category, Identity, Initiator, Delete_IPAddress, OperationName, Result, ParsedDeletedUserPrincipalName, InitiatedBy, AdditionalDetails, TargetResources, InitiatorId, CorrelationId\n| join kind=inner (\n    SigninLogs\n    | where TimeGenerated > ago(query_period)\n    | where ResultType == 0\n    | summarize take_any(*) by UserPrincipalName\n    | extend ParsedUserPrincipalName = translate(\"@\", \"_\", UserPrincipalName)\n    | project SigninLogs_TimeGenerated = TimeGenerated, UserPrincipalName, UserDisplayName, ResultType, ResultDescription, IPAddress, LocationDetails, AppDisplayName, ResourceDisplayName, ClientAppUsed, UserAgent, DeviceDetail, UserId, UserType, OriginalRequestId, ParsedUserPrincipalName\n    ) on $left.ParsedDeletedUserPrincipalName == $right.ParsedUserPrincipalName\n| where SigninLogs_TimeGenerated > Delete_TimeGenerated\n| project-away ParsedDeletedUserPrincipalName, ParsedUserPrincipalName\n| extend\n    AccountName = tostring(split(UserPrincipalName, \"@\")[0]),\n    AccountUPNSuffix = tostring(split(UserPrincipalName, \"@\")[1])\n",
        "queryFrequency": "PT1H",
        "queryPeriod": "P1D",
        "severity": "Medium",
        "suppressionDuration": "PT1H",
        "suppressionEnabled": false,
        "tactics": [
          "PrivilegeEscalation"
        ],
        "tags": [
          "GuestorExternalIdentities"
        ],
        "techniques": [
          "T1078"
        ],
        "templateVersion": "1.0.5",
        "triggerOperator": "GreaterThan",
        "triggerThreshold": 0
      },
      "type": "Microsoft.OperationalInsights/workspaces/providers/alertRules"
    }
  ]
}