User Application Brute Force Detection

Query

//This query detects potential brute force attacks by monitoring failed login attempts
//Alerts on more than 10 failed attempts within 1 hour from a single IP
let FailedLogonThreshold = 10;
let TimeWindow = 1d;
AADSignInEventsBeta
| where Timestamp >= ago(TimeWindow)
| where Application != ""  // Focus on any application
| where ErrorCode in (50053, 50055, 50126,50002,50006, 50003, 50012,50017,50027,50053,50064,50068,50070,50089, 50131,50155,70000, 81004, 81010, 81011)  // Common error codes for invalid credentials, locked accounts, etc.
| where IPAddress != ""  // Ensure the sign-in is remote
| where AccountUpn !endswith "$"  // Exclude service accounts
| summarize FailedAttempts = count(), StartTime = min(Timestamp), EndTime = max(Timestamp) by AccountUpn, IPAddress, Application, ErrorCode, Timestamp, ReportId, AccountDisplayName, EndpointCall, DeviceName, DeviceTrustType, Browser, ClientAppUsed, AuthenticationRequirement, UserAgent, City, IsExternalUser,IsGuestUser, IsManaged, IsCompliant, LastPasswordChangeTimestamp, State, OSPlatform
| where FailedAttempts > FailedLogonThreshold
| extend BruteForceIndicator = "Potential Brute Force Attack"
| project AccountUpn, IPAddress, Application,ErrorCode,EndpointCall,AccountDisplayName,FailedAttempts, StartTime, EndTime, BruteForceIndicator, Timestamp, ReportId, DeviceName, DeviceTrustType, Browser, ClientAppUsed, AuthenticationRequirement, UserAgent, City, IsExternalUser,IsGuestUser, IsManaged, IsCompliant, LastPasswordChangeTimestamp, State, OSPlatform
| sort by FailedAttempts desc

Explanation

This query is designed to identify potential brute force attacks by analyzing failed login attempts. It works by:

Setting a threshold of more than 10 failed login attempts within a 1-day period from a single IP address.
Filtering login events to focus on those with specific error codes that indicate issues like invalid credentials or locked accounts.
Ensuring that the login attempts are remote by checking for non-empty IP addresses and excluding service accounts.
Summarizing the data to count the number of failed attempts for each combination of user account, IP address, application, and other details.
Highlighting cases where the number of failed attempts exceeds the threshold, marking them as potential brute force attacks.
Displaying relevant information such as the user account, IP address, application, number of failed attempts, and other details, sorted by the number of failed attempts in descending order.

Details

Rohit Kumar

Released: November 10, 2024

Tables

AADSignInEventsBeta

Keywords

AADSignInEventsBetaTimestampApplicationErrorCodeIPAddressAccountUpnReportIdAccountDisplayNameEndpointCallDeviceNameDeviceTrustTypeBrowserClientAppUsedAuthenticationRequirementUserAgentCityIsExternalUserIsGuestUserIsManagedIsCompliantLastPasswordChangeTimestampStateOSPlatform

Operators

letagowherein!endswithsummarizecountminmaxbyextendprojectsortdesc

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