THREAT-EntraID-MFAFatigue Google Chronicle · YARA-L

Detect Multi-Factor Authentication Fatigue (MFA Bombing) Attack in Google Chronicle

MFA fatigue (also called MFA bombing or push flooding) is a social engineering technique where an attacker who has obtained valid credentials uses repeated MFA push notifications to wear down the victim into approving an authentication request out of annoyance or confusion. Scattered Spider pioneered this at scale, compromising MGM Resorts, Caesars Entertainment, and numerous UK-based organisations. The attacker sends dozens of Authenticator app push notifications in rapid succession, sometimes at 3am to catch sleeping victims, until one is approved. Some variants include calling the victim while bombing, claiming to be IT support (vishing), and guiding them to approve the 'legitimate' request. NCSC and CISA issued a joint advisory on this technique in 2023. With valid M365 credentials available from password spray or phishing, MFA fatigue is the primary way Scattered Spider bypasses MFA.

MITRE ATT&CK

Tactic
Credential Access

YARA-L Detection Query

Google Chronicle (YARA-L)
yaral
rule mfa_fatigue_push_bombing {
  meta:
    author = "df00tech"
    description = "Detects MFA fatigue push bombing: 3+ MFA failures followed by approval for same user within 10 minutes"
    severity = "HIGH"
    priority = "HIGH"
    reference = "https://attack.mitre.org/techniques/T1621/"
    mitre_attack_tactic = "Credential Access"
    mitre_attack_technique = "T1621"
    threat_actors = "Scattered Spider, Lapsus$, 0ktapus"
    false_positives = "Legitimate MFA issues; device-switching during auth flow"
    version = "1.0"

  events:
    $mfa_fail.metadata.event_type = "USER_LOGIN"
    $mfa_fail.metadata.product_name = "Azure Active Directory"
    $mfa_fail.extensions.auth.auth_details = "multiFactorAuthentication"
    $mfa_fail.security_result.action = "FAIL"
    $mfa_fail.principal.user.email_addresses = $user

    $mfa_success.metadata.event_type = "USER_LOGIN"
    $mfa_success.metadata.product_name = "Azure Active Directory"
    $mfa_success.extensions.auth.auth_details = "multiFactorAuthentication"
    $mfa_success.security_result.action = "ALLOW"
    $mfa_success.principal.user.email_addresses = $user

    $mfa_fail.metadata.event_timestamp.seconds <
      $mfa_success.metadata.event_timestamp.seconds

  match:
    $user over 10m

  condition:
    #mfa_fail >= 3 and #mfa_success >= 1
}
critical severity high confidence

Chronicle YARA-L 2.0 rule detecting the MFA fatigue success pattern using UDM-normalised Azure AD events. The rule correlates two event variables: $mfa_fail (security_result.action=FAIL with MFA auth detail) and $mfa_success (security_result.action=ALLOW with MFA auth detail) bound to the same user email address. The timestamp constraint ensures failures preceded the approval. The 10-minute match window with condition #mfa_fail >= 3 mirrors the SPL/KQL threshold logic. Requires Azure AD logs ingested into Chronicle with the standard Azure AD Chronicle ingestion parser applied for UDM field mapping. The extensions.auth.auth_details field captures the authentication method from the normalised Azure AD payload.

Data Sources

Azure Active Directory logs via Chronicle Google Cloud integrationEntra ID Sign-in Logs via Chronicle ingestion API with Azure AD parser

Required Tables

UDM events (Chronicle unified data model — USER_LOGIN category)Azure Active Directory Chronicle parser output

False Positives & Tuning

  • Users who legitimately dismiss several push notifications because their phone is locked or Authenticator is backgrounded, then manually open the app and approve — generating the 3-fail/1-success pattern without any attacker involvement
  • Shared service account users where two operators simultaneously receive and interact with MFA prompts from different devices, with one declining and the other approving within the same window
  • Conditional Access policy changes or tenant configuration updates mid-session that force MFA re-evaluation, generating repeated FAIL events before the new policy evaluation resolves and allows an ALLOW

Other platforms for THREAT-EntraID-MFAFatigue


Testing Methodology

Validate this detection against 1 adversary technique from Atomic Red Team. Each test below lists the behaviour to exercise and the telemetry you should expect to see. Executable commands and cleanup steps are available with Pro.

  1. Test 1 Simulate MFA Push Bombing via Microsoft Authentication Library

    Expected signal: Azure AD Sign-in logs record 10 MFA prompts for the target user within a 5-minute window, each showing error code 50076 (MFA required) or 500133 (not completed).


Response Playbook

Triage

  1. Contact the affected user directly via phone (NOT via Teams or email — the account may be compromised). Ask if they received unusual MFA push notifications and whether they approved any.
  2. If the user confirms receiving unexpected MFA pushes, treat as active MFA fatigue attack in progress. Disable legacy auth and block the attacker IP immediately.
  3. Check Azure AD sign-in logs for the attacker's source IP: is this a known VPN exit node, Tor, or residential proxy? This helps attribute the attack vector.
  4. Determine if the user's password was obtained via a prior password spray (check for spray activity against this user's account in the preceding 24-48 hours).
  5. If MFA was ultimately approved: treat as compromised account. Check MailItemsAccessed, Teams messages, and SharePoint activity from the attacker's IP.

Containment

  1. Disable the user's account immediately while investigating if MFA approval was detected.
  2. Block the attacker IP in Entra ID Named Locations.
  3. Enable 'Number Matching' in Microsoft Authenticator if not already deployed — this requires the user to enter a number shown on the sign-in screen into the Authenticator app, defeating push bombing.
  4. Enable 'Additional context' in Microsoft Authenticator to show the application name and location on the MFA push — makes fake MFA requests obvious to users.
  5. Consider migrating from push notifications to FIDO2 security keys or certificate-based authentication — these cannot be fatigue-bombed.

Evidence Collection

  1. Azure AD Sign-in logs: all MFA events for the affected user over the incident window
  2. Microsoft Authenticator logs (if Intune-managed device): push notification delivery timestamps
  3. Entra ID Identity Protection risk events for the user
  4. Network logs from corporate proxy showing attacker IP activity

Escalation Criteria

  • !MFA approval confirmed following 3+ denials — user likely approved out of fatigue
  • !Simultaneous vishing call to user while push bombing is detected (caller claims to be IT helpdesk)
  • !User account is a Global Admin, Security Admin, or privileged account
  • !Post-approval activity: sign-in from attacker IP accessing SharePoint, Exchange, or Teams

Investigation Guide

Related Techniques

Forensic Artifacts

  • >Azure AD Sign-in logs for the user: MFA prompt/denial/approval sequence with source IPs
  • >Microsoft Authenticator notification history (from Intune MDM policy if managed)
  • >Entra ID audit logs: any MFA method changes after the fatigue event
  • >Call logs: did user receive phone calls coinciding with push bombing (vishing component)?
  • >O365 audit logs: post-compromise activity if MFA was approved

Tuning Guidance

The 5-prompt threshold in 10 minutes is appropriate for most SMBs. Users who use MFA regularly may occasionally trigger 2-3 prompts due to connectivity, but 5+ in 10 minutes is strongly anomalous. The 'fatigue success' detection (approval following denials) is the highest-fidelity alert and should be treated as critical. Consider enabling Microsoft Authenticator's 'Report Suspicious Activity' feature which automatically marks risky sign-ins and disables the user account — this provides automatic containment.


Hunting Queries

Hunt for users with high rates of unresponded MFA prompts over 30 days — may indicate ongoing low-slow MFA fatigue campaign or users who routinely ignore unexpected prompts (a risk indicator regardless).

Hunting — KQL
kql
AADSignInLogs
| where TimeGenerated > ago(30d)
| where Status.errorCode == 500133  // MFA not completed
| summarize
    MFASkips=count(),
    Days=dcount(bin(TimeGenerated, 1d)),
    IPs=make_set(IPAddress)
  by UserPrincipalName
| where MFASkips > 10
| sort by MFASkips desc
Hunting — SPL
spl
index=azure sourcetype="azure:aad:signin" properties.status.error_code=500133
| stats count AS MFASkips, dc(bin(_time, 86400)) AS Days
  BY properties.user_principal_name
| where MFASkips > 10
| sort - MFASkips

Atomic Red Team Tests

Test 1 Simulate MFA Push Bombing via Microsoft Authentication Library
linux

Simulates MFA fatigue by programmatically triggering multiple MFA push notification requests for an account with known credentials. This tests detection of rapid MFA prompt generation.

Command

bash
python3 -c "
import requests, time
for i in range(10):
    r = requests.post('https://login.microsoftonline.com/<TENANT>/oauth2/v2.0/token',
        data={'client_id':'d3590ed6-52b3-4102-aeff-aad2292ab01c',
              'grant_type':'password','username':'<USER>','password':'<KNOWN_PASSWORD>',
              'scope':'openid'})
    print(f'Attempt {i+1}: {r.status_code}')
    time.sleep(30)
"

Expected Telemetry

Azure AD Sign-in logs record 10 MFA prompts for the target user within a 5-minute window, each showing error code 50076 (MFA required) or 500133 (not completed).

Expected Detection

Alert fires at 5+ MFA prompts within 10 minutes for the same user.

Related Detections