
Explanation:

To detect sign-ins to VM1 by users outside the IT department while leveraging UEBA, you should enrich Windows security events with identity attributes from UEBA's enrichment tables . In Microsoft Sentinel, UEBA writes organizational attributes (e.g., Department, Title, AAD object IDs/SIDs) to the IdentityInfo table. Joining SecurityEvent (Event IDs 4 624/4625) with IdentityInfo on the user SID lets you filter with where Department != " IT " -meeting the requirement to utilize UEBA results .
For performance and fewer false positives, use join kind=inner . An inner join only returns rows where the user in Sec urityEvent has a corresponding identity record in IdentityInfo , avoiding unmatched and potentially noisy events. Options like fullouter would introduce non-matching rows (increasing noise), and anti would return only unmatched rows (the opposite of what's needed).
BehaviorAnalytics contains anomaly scores/events rather than static attributes like department, and SigninLogs is raw AAD sign-in telemetry (not the UEBA-enriched identity inventory needed for department filtering). Therefore, IdentityInfo is the correct enrichment source.
Thus, to satisfy use UEBA, maximize performance, and minimize false positives : join kind=inner with IdentityInfo and then filter Department != " IT " .