Browse Rules

Rare Azure Activity Logs Event Failures

A machine learning job detected an unusual failure in an Azure Activity Logs message. These can be byproducts of attempted or successful persistence, privilege escalation, defense evasion, discovery, lateral movement, or collection.

Entra ID Sign-in BloodHound Suite User-Agent Detected

Identifies potential enumeration activity using AzureHound, SharpHound, or BloodHound across Microsoft cloud services. These tools are often used by red teamers and adversaries to map users, groups, roles, applications, and access relationships within Microsoft Entra ID (Azure AD) and Microsoft 365.

Spike in Azure Activity Logs Failed Messages

A machine learning job detected a significant spike in the rate of a particular failure in the Azure Activity Logs messages. Spikes in failed messages may accompany attempts at privilege escalation, lateral movement, or discovery.

Unusual Azure Activity Logs Event for a User

A machine learning job detected Azure Activity Logs activity that, while not inherently suspicious or abnormal, is sourcing from user context that does not normally use the event action. This can be the result of compromised credentials or keys as someone uses a valid account to persist, move laterally, or exfiltrate data.

Unusual City for an Azure Activity Logs Event

A machine learning job detected Azure Activity Logs activity that, while not inherently suspicious or abnormal, is sourcing from a geolocation (city) that is unusual for the event action. This can be the result of compromised credentials or keys being used by a threat actor in a different geography than the authorized user(s).

Unusual Country for an Azure Activity Logs Event

A machine learning job detected Azure Activity Logs activity that, while not inherently suspicious or abnormal, is sourcing from a geolocation (country) that is unusual for the event action. This can be the result of compromised credentials or keys being used by a threat actor in a different geography than the authorized user(s).

Azure Run Command Correlated with Process Execution

Correlates successful Azure Virtual Machine Run Command operations with endpoint process execution on the same host within minutes. Adversaries abuse Run Command to run scripts remotely as SYSTEM or root while activity logs only record the control-plane action; Elastic Defend process telemetry reveals the on-guest payload.

Azure Diagnostic Settings Deleted

Identifies the deletion of diagnostic settings in Azure, which send platform logs and metrics to different destinations. An adversary may delete diagnostic settings in an attempt to evade defenses.

Multiple Cloud Secrets Accessed by Source Address

This rule detects authenticated sessions accessing secret stores across multiple environments from the same source address within a short period of time, including cloud providers (AWS, GCP, Azure) and Kubernetes clusters. Adversaries with access to compromised credentials or session tokens may attempt to retrieve secrets from services such as AWS Secrets Manager, Google Secret Manager, Azure Key Vault, or Kubernetes Secrets in rapid succession to expand their access or exfiltrate sensitive info

Azure Storage Account Deletion by Unusual User

Identifies when an Azure Storage Account is deleted. Adversaries may delete storage accounts to disrupt operations, destroy evidence, or cause denial of service. This activity could indicate an attacker attempting to cover their tracks after data exfiltration or as part of a destructive attack. Monitoring storage account deletions is critical for detecting potential impact on business operations and data availability.

Azure VM Boot Diagnostics Retrieved

Identifies retrieval of Azure VM boot diagnostics data ("MICROSOFT.COMPUTE/VIRTUALMACHINES/RETRIEVEBOOTDIAGNOSTICSDATA/ACTION") by an identity that has not performed this operation recently. Boot diagnostics expose the VM serial console log and a console screenshot, which frequently contain plaintext boot-time output such as credentials, tokens, cloud-init/agent secrets, and command history. An adversary with VM read/contributor rights can retrieve this data over the control plane, without loggi

Azure Arc Cluster Credential Access by Identity from Unusual Source

Detects when a service principal or user performs an Azure Arc cluster credential listing operation from a source IP not previously associated with that identity. The `listClusterUserCredential` action retrieves credentials for the Arc Cluster Connect proxy, enabling kubectl access through the Azure ARM API. An adversary using stolen service principal credentials will typically call this operation from infrastructure not previously seen for that SP. By tracking the combination of caller identity

Azure Recovery Services Resource Deleted

Identifies the deletion of Azure Recovery Services resources. Azure Recovery Services vaults contain data for copies of VMs, workloads, servers, and other resources regarding Infrastructure as a Service (IaaS). Adversaries may delete these recovery services to impact backup capabilities during stable operations or to inhibit disaster recovery services during ransom-based attacks or operational disruptions.

Azure AD Graph Access with Suspicious User-Agent

Identifies Azure AD Graph (graph.windows.net) requests originating from user-agent strings associated with offensive tooling, scripting libraries, or generic HTTP clients. First-party Microsoft components calling AAD Graph identify with specific user agents such as "Microsoft Azure Graph Client Library", "Microsoft ADO.NET Data Services", or "Microsoft.OData.Client". Anything outside that recognised set is either a developer prototyping against the legacy API or an enumeration tool walking the d

Azure Compute Restore Point Collection Deleted by Unusual User

Identifies the deletion of Azure Restore Point Collections by a user who has not previously performed this activity. Restore Point Collections contain recovery points for virtual machines, enabling point-in-time recovery capabilities. Adversaries may delete these collections to prevent recovery during ransomware attacks or to cover their tracks during malicious operations.

Azure AD Graph Access with Unusual User and ASN

Identifies Azure AD Graph (graph.windows.net) requests originating from network sources outside the major public-cloud and Microsoft ASNs that legitimate first-party callers normally come from. Adversary tooling typically rides on commodity hosting (residential ISPs, VPS providers, anonymisers) which produces an ASN distribution very different from the Microsoft / AWS / GCP / Akamai / Cloudflare ranges that dominate legitimate AAD Graph traffic.

Azure Virtual Machine Configuration Modified

Identifies a successful write to an Azure virtual machine resource ("MICROSOFT.COMPUTE/VIRTUALMACHINES/WRITE"). This operation is the parent action behind VM userData injection, where an adversary with VM contributor rights writes a base64 startup payload into the VM "userData" field that executes on the next reboot (a control-plane persistence technique requiring no guest access). The Azure activity log does not record the "userData" value or which property changed, so this behavior is indistin

Entra ID OAuth Phishing via First-Party Microsoft Application

Detects potentially suspicious OAuth authorization activity in Microsoft Entra ID where first-party Microsoft applications from the FOCI (Family of Client IDs) group request access to Microsoft Graph or legacy Azure AD resources. Developer tools like Azure CLI, Visual Studio Code, and Azure PowerShell accessing these resources are flagged, as they are commonly abused in phishing campaigns like ConsentFix. Additionally, any FOCI family application accessing the deprecated Windows Azure Active Dir

Azure Storage Account Blob Public Access Enabled

Identifies when Azure Storage Account Blob public access is enabled, allowing external access to blob containers. This technique was observed in cloud ransom-based campaigns where threat actors modified storage accounts to expose non-remotely accessible accounts to the internet for data exfiltration. Adversaries abuse the Microsoft.Storage/storageAccounts/write operation to modify public access settings.

Azure Compute Snapshot Deletions by User

Identifies when a single user or service principal deletes multiple Azure disk snapshots within a short time period. This behavior may indicate an adversary attempting to inhibit system recovery capabilities, destroy backup evidence, or prepare for a ransomware attack. Mass deletion of snapshots eliminates restore points and significantly impacts disaster recovery capabilities, making it a critical indicator of potentially malicious activity.

Azure Key Vault Modified

Identifies modifications to a Key Vault in Azure. The Key Vault is a service that safeguards encryption keys and secrets like certificates, connection strings, and passwords. Because this data is sensitive and business critical, access to key vaults should be secured to allow only authorized applications and users. This is a New Terms rule that detects when this activity hasn't been seen by the user in a specified time frame.

Azure AD Graph Potential Enumeration (ROADrecon)

Detects an Azure AD Graph (graph.windows.net) burst from a user-agent identifying as "aiohttp" (the default HTTP library used by ROADrecon's "gather" command) where a single calling identity issues many requests in a short window. ROADrecon walks every interesting directory object type via aiohttp, producing a large volume of requests from one user / source IP / UA triple. The combination of "aiohttp" UA with a burst threshold is a structural ROADrecon signature; legitimate first-party Microsoft

Azure AKS Kubernetes Events Deleted

Detects an identity deleting Kubernetes events on AKS (Azure Kubernetes Service), excluding known AKS control-plane and platform identities. Adversaries delete events (individually or in bulk via deletecollection) to remove evidence of pod creation, exec, or scheduling activity and impair incident response after operating in the cluster. Coverage includes workload service accounts (system:serviceaccount:*), so a compromised in-cluster token wiping events is not excluded.

Entra ID OAuth Device Code Sign-in to Azure AD Graph Enumeration

Correlates a successful Entra ID device-code sign-in to the legacy Azure AD Graph audience (00000002-0000-0000-c000-000000000000) from an unmanaged device with directory enumeration against graph.windows.net by the same user within a short window. Device-code phishing is the dominant OAuth phishing variant against Microsoft tenants: the adversary initiates the flow, relays the user-facing code to the victim, and on redemption walks away with an access or refresh token bound to the targeted resou

Azure Storage Account Deletions by User

Identifies when a single user or service principal deletes multiple Azure Storage Accounts within a short time period. This behavior may indicate an adversary attempting to cause widespread service disruption, destroy evidence, or execute a destructive attack such as ransomware. Mass deletion of storage accounts can have severe business impact and is rarely performed by legitimate administrators except during controlled decommissioning activities.