Detections
Explore public detection logic contributed by the community across SIEM and rule languages.
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This rule monitors Microsoft Graph API audit logs for suspicious patterns indicative of automated discovery or enumeration of SharePoint and OneDrive environments. It detects high-frequency access to sensitive API endpoints (such as /sites, /drives, or /children) and the use of pagination parameters (skiptoken, top) within short time intervals, which are common techniques used to crawl and inventory organizational data at scale.
Detects anomalous high-volume access to Exchange Online via the One Outlook Web/Office client, potentially indicating data exfiltration or automated mass email access by a compromised account.
This rule detects potential reconnaissance activity within a Microsoft Entra ID (Azure AD) environment by monitoring Microsoft Graph API audit logs. It specifically flags accounts that exhibit high-frequency access to sensitive endpoints related to directory roles, role management, authentication methods, service principals, and application permissions. The detection triggers when an identity interacts with multiple distinct sensitive API paths within a 30-minute window, a pattern indicative of an adversary enumerating privileges, MFA configurations, or application consent settings for potential escalation or persistence.
This rule detects high-frequency interaction with the Exchange REST API originating from user agents identified as 'One Outlook Web', potentially indicative of automated password spraying or brute force attacks targeting cloud mailboxes. This rule identifies the underlying event pattern and should be paired with a scheduled/aggregation rule to detect the volume threshold (e.g., 500+ events per hour).
This rule detects high-frequency and broad-scope enumeration of multiple Microsoft Graph API endpoints by a single identity. By monitoring for access to diverse sensitive categories (organization, users, groups, directoryroles, sites, messages) within a short timeframe, it flags activity patterns consistent with reconnaissance, account discovery, or unauthorized data exploration.
This rule detects potentially malicious or automated data access patterns within Microsoft 365 or similar cloud environments. It identifies user accounts or applications that exhibit a high volume of file/email access operations across a diverse set of paths, which is often indicative of automated data exfiltration, scraping, or suspicious collection by a compromised identity.
Detects the use of the OAuth device code authentication flow in Azure AD/Entra ID sign-in events. This flow is frequently abused by attackers who use vishing or SMS phishing pretexts to trick users into authorizing a device login, enabling the attacker to obtain a valid session token without direct credential harvesting or cookie theft.
Detects high-volume image pull activity against an Azure Container Registry from a single identity, which may indicate reconnaissance or mass harvesting of container images to extract embedded credentials, secrets, or source code.
Detects anomalous authentication behavior where a user successfully completes an OAuth device-code grant, followed by a subsequent login event using the same user context but originating from a different source IP address. This pattern is indicative of device-code phishing, where an adversary tricks a user into authorizing a device, then uses the resulting session or token from their own infrastructure.
Detects anomalous, high-frequency access to multiple distinct Microsoft Graph API endpoints (e.g., users, groups, applications) by a single user within a short timeframe, which is indicative of tenant-wide reconnaissance following identity compromise.
Detects anomalous reconnaissance activity targeting sensitive Microsoft Graph control-plane endpoints, including directory roles, MFA settings, application registrations, service principals, and OAuth consent configurations. The rule identifies high-volume access across multiple distinct sensitive endpoints within a short time frame, which is indicative of an adversary enumerating infrastructure to identify opportunities for privilege escalation, persistence, or bypass of security controls.
Detects anomalous authentication behavior where a user successfully completes an OAuth device-code grant, followed by a subsequent login event using the same user context but originating from a different source IP address. This pattern is indicative of device-code phishing, where an adversary tricks a user into authorizing a device, then uses the resulting session or token from their own infrastructure.
Detects anomalous, high-frequency access to multiple distinct Microsoft Graph API endpoints (e.g., users, groups, applications) by a single user within a short timeframe, which is indicative of tenant-wide reconnaissance following identity compromise.
Detects high-frequency requests to Microsoft Graph API endpoints related to messages, mailFolders, or attachments, indicative of an adversary performing mailbox reconnaissance or data collection via cloud APIs.
Detects anomalous, high-volume activity directed at SharePoint and OneDrive Graph API endpoints (e.g., /sites, /drives, /search, /children). The activity pattern, characterized by multiple distinct path requests and the usage of pagination tokens within a short timeframe, strongly indicates an adversary attempting to map the file structure and contents of a repository prior to data collection or exfiltration.
Detects anomalous, high-volume enumeration of SharePoint and OneDrive resources via Microsoft Graph API by monitoring for repeated access patterns involving /sites, /drives, or /drive endpoints combined with search, directory traversal, and pagination parameters.
Detects anomalous or high-volume activity related to Microsoft Graph API calls targeting email messages, mail folders, or attachments. This behavior is indicative of potential unauthorized bulk email collection or exfiltration attempts, often observed in account compromise scenarios where an attacker enumerates and downloads mail contents.
Detects anomalous or high-volume activity related to Microsoft Graph API calls targeting email messages, mail folders, or attachments. This behavior is indicative of potential unauthorized bulk email collection or exfiltration attempts, often observed in account compromise scenarios where an attacker enumerates and downloads mail contents.
Detects suspicious reconnaissance or modification activity within Microsoft Graph API by identifying high volumes of requests targeting sensitive management endpoints (such as directory roles, authentication methods, service principals, or OAuth permissions) from a single actor within a 30-minute window.
Detects anomalous Microsoft Graph API usage patterns where a single account interacts with a high number of unique request paths using common API pagination or search parameters, indicating potential resource enumeration or reconnaissance activity.
This rule detects potentially malicious interaction with specific GCP service account identifiers and client IDs. It monitors multiple log sources—including cloud audit logs, sign-in activity, security logs, and device network events—to identify unauthorized access, command and control communication, or data exfiltration attempts targeting Google API services (specifically oauth2.googleapis.com and sheets.googleapis.com).
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