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splunk_escuAnomaly

O365 Email Send and Hard Delete Exfiltration Behavior

The following analytic identifies when an O365 email account sends and then hard deletes an email to an external recipient within a short period (within 1 hour). This behavior may indicate a compromised account where the threat actor is attempting to remove forensic artifacts or evidence of exfiltration activity. This behavior is often seen when threat actors want to reduce the probability of detection by the compromised account owner.

Detection Query

`o365_messagetrace` Status=Delivered
| eval mailtime = _time
| bin _time span=1hr
| eval user = lower(SenderAddress), recipient = lower(RecipientAddress)
| eval InternetMessageId = lower(MessageId)
| join InternetMessageId, user, max=0
  [
  | search `o365_management_activity` Workload=Exchange (Operation IN ("Send*")) OR (Operation IN ("HardDelete") AND Folder.Path IN ("\\Sent Items","\\Recoverable Items\\Deletions"))
  | eval user = lower(UserId), sender = lower(CASE(isnotnull(SendAsUserSmtp),SendAsUserSmtp,isnotnull(SendOnBehalfOfUserSmtp),SendOnBehalfOfUserSmtp,true(),MailboxOwnerUPN)), subject = trim(CASE(Operation IN ("Send","SendAs","SendOnBehalf"),'Item.Subject',Operation IN ("SoftDelete","HardDelete"),'AffectedItems{}.Subject')), -time = _time,file_name = CASE(Operation IN ("Send","SendAs","SendOnBehalf"),split('Item.Attachments',"; "),Operation IN ("SoftDelete","HardDelete"),split('AffectedItems{}.Attachments',"; ")), file_size = CASE(Operation IN ("Send","SendAs","SendOnBehalf"),round(tonumber('Item.SizeInBytes')/1024/1024,2),true(),round(tonumber(replace(file_name, "(.+)\s\((\d+)(b\)$)", "\2"))/1024/1024,2)), InternetMessageId = lower('Item.InternetMessageId')
  | eval sendtime = CASE(Operation IN ("Send","SendAs","SendOnBehalf"),_time)
  | eval deltime = CASE(Operation IN ("SoftDelete","HardDelete"),_time)
  | bin _time span=1hr
  | stats values(sender) as sender, values(ClientInfoString) as http_user_agent, values(InternetMessageId) as InternetMessageId, values(file_name) as file_name, sum(file_size) as file_size, values(sendtime) as firstTime, values(deltime) as lastTime values(Operation) as signature, dc(Operation) as opcount, count by _time,subject,user
  | where opcount > 1 AND firstTime < lastTime
  ]
| stats values(sender) as sender, values(http_user_agent) as http_user_agent, values(signature) as signature, values(file_name) as file_name, sum(file_size) as file_size, min(firstTime) as firstTime, max(lastTime) as lastTime  count by subject,user,recipient,Organization
| eval externalRecipient = if(match(lower(recipient),mvindex(split(lower(Organization),"."),0)),0,1)
| where externalRecipient = 1
| `security_content_ctime(firstTime)`
| `security_content_ctime(lastTime)`
| `o365_email_send_and_hard_delete_exfiltration_behavior_filter`

Author

Steven Dick

Created

2026-03-10

Data Sources

Office 365 Universal Audit LogOffice 365 Reporting Message Trace

Tags

Office 365 Account TakeoverOffice 365 Collection TechniquesSuspicious EmailsData Destruction
Raw Content
name: O365 Email Send and Hard Delete Exfiltration Behavior
id: dd7798cf-c4f5-4114-ad0f-beacd9a33708
version: 4
date: '2026-03-10'
author: Steven Dick
status: production
type: Anomaly
description: The following analytic identifies when an O365 email account sends and then hard deletes an email to an external recipient within a short period (within 1 hour). This behavior may indicate a compromised account where the threat actor is attempting to remove forensic artifacts or evidence of exfiltration activity. This behavior is often seen when threat actors want to reduce the probability of detection by the compromised account owner.
data_source:
    - Office 365 Universal Audit Log
    - Office 365 Reporting Message Trace
search: |-
    `o365_messagetrace` Status=Delivered
    | eval mailtime = _time
    | bin _time span=1hr
    | eval user = lower(SenderAddress), recipient = lower(RecipientAddress)
    | eval InternetMessageId = lower(MessageId)
    | join InternetMessageId, user, max=0
      [
      | search `o365_management_activity` Workload=Exchange (Operation IN ("Send*")) OR (Operation IN ("HardDelete") AND Folder.Path IN ("\\Sent Items","\\Recoverable Items\\Deletions"))
      | eval user = lower(UserId), sender = lower(CASE(isnotnull(SendAsUserSmtp),SendAsUserSmtp,isnotnull(SendOnBehalfOfUserSmtp),SendOnBehalfOfUserSmtp,true(),MailboxOwnerUPN)), subject = trim(CASE(Operation IN ("Send","SendAs","SendOnBehalf"),'Item.Subject',Operation IN ("SoftDelete","HardDelete"),'AffectedItems{}.Subject')), -time = _time,file_name = CASE(Operation IN ("Send","SendAs","SendOnBehalf"),split('Item.Attachments',"; "),Operation IN ("SoftDelete","HardDelete"),split('AffectedItems{}.Attachments',"; ")), file_size = CASE(Operation IN ("Send","SendAs","SendOnBehalf"),round(tonumber('Item.SizeInBytes')/1024/1024,2),true(),round(tonumber(replace(file_name, "(.+)\s\((\d+)(b\)$)", "\2"))/1024/1024,2)), InternetMessageId = lower('Item.InternetMessageId')
      | eval sendtime = CASE(Operation IN ("Send","SendAs","SendOnBehalf"),_time)
      | eval deltime = CASE(Operation IN ("SoftDelete","HardDelete"),_time)
      | bin _time span=1hr
      | stats values(sender) as sender, values(ClientInfoString) as http_user_agent, values(InternetMessageId) as InternetMessageId, values(file_name) as file_name, sum(file_size) as file_size, values(sendtime) as firstTime, values(deltime) as lastTime values(Operation) as signature, dc(Operation) as opcount, count by _time,subject,user
      | where opcount > 1 AND firstTime < lastTime
      ]
    | stats values(sender) as sender, values(http_user_agent) as http_user_agent, values(signature) as signature, values(file_name) as file_name, sum(file_size) as file_size, min(firstTime) as firstTime, max(lastTime) as lastTime  count by subject,user,recipient,Organization
    | eval externalRecipient = if(match(lower(recipient),mvindex(split(lower(Organization),"."),0)),0,1)
    | where externalRecipient = 1
    | `security_content_ctime(firstTime)`
    | `security_content_ctime(lastTime)`
    | `o365_email_send_and_hard_delete_exfiltration_behavior_filter`
how_to_implement: You must install the Splunk Microsoft Office 365 Add-on and ingest Office 365 management activity events AND Message Trace events.
known_false_positives: Users that habitually/proactively cleaning the recoverable items folder may trigger this alert.
references:
    - https://attack.mitre.org/techniques/T1114/
    - https://www.hhs.gov/sites/default/files/help-desk-social-engineering-sector-alert-tlpclear.pdf
    - https://intelligence.abnormalsecurity.com/attack-library/threat-actor-convincingly-impersonates-employee-requesting-direct-deposit-update-in-likely-ai-generated-attack
drilldown_searches:
    - name: View the detection results for - "$user$"
      search: '%original_detection_search% | search user = "$user$"'
      earliest_offset: $info_min_time$
      latest_offset: $info_max_time$
    - name: View risk events for the last 7 days for - "$user$"
      search: '| from datamodel Risk.All_Risk | search normalized_risk_object IN ("$user$") starthoursago=168  | stats count min(_time) as firstTime max(_time) as lastTime values(search_name) as "Search Name" values(risk_message) as "Risk Message" values(analyticstories) as "Analytic Stories" values(annotations._all) as "Annotations" values(annotations.mitre_attack.mitre_tactic) as "ATT&CK Tactics" by normalized_risk_object | `security_content_ctime(firstTime)` | `security_content_ctime(lastTime)`'
      earliest_offset: $info_min_time$
      latest_offset: $info_max_time$
    - name: Investigate Email for $user$
      search: '`o365_management_activity` Workload=Exchange (Operation IN ("Send")) OR (Operation IN ("HardDelete") AND Folder.Path IN ("\\Sent Items","\\Recoverable Items\\Deletions")) AND UserId = "$user$"'
      earliest_offset: $info_min_time$
      latest_offset: $info_max_time$
rba:
    message: The user $user$ sent and hard deleted an email to an external recipient [$recipient$] within a short timeframe
    risk_objects:
        - field: user
          type: user
          score: 20
        - field: recipient
          type: user
          score: 20
    threat_objects:
        - field: subject
          type: email_subject
tags:
    analytic_story:
        - Office 365 Account Takeover
        - Office 365 Collection Techniques
        - Suspicious Emails
        - Data Destruction
    asset_type: O365 Tenant
    mitre_attack_id:
        - T1114.001
        - T1070.008
        - T1485
    product:
        - Splunk Enterprise
        - Splunk Enterprise Security
        - Splunk Cloud
    security_domain: threat
tests:
    - name: True Positive Test
      attack_data:
        - data: https://media.githubusercontent.com/media/splunk/attack_data/master/datasets/attack_techniques/T1114/o365_suspect_email_actions/o365_exchange_suspect_events.log
          source: o365
          sourcetype: o365:management:activity
        - data: https://media.githubusercontent.com/media/splunk/attack_data/master/datasets/attack_techniques/T1114/o365_suspect_email_actions/o365_messagetrace_suspect_events.log
          source: o365_messagetrace
          sourcetype: o365:reporting:messagetrace