IMPORTANT: This documentation is no longer updated. Refer to Elastic's version policy and the latest documentation.

Update v8.19.20

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This section lists all updates associated with version 8.19.20 of the Fleet integration Prebuilt Security Detection Rules.

Rule Description Status Version

AWS IAM Long-Term Access Key First Seen from Source IP

Identifies the first time, within the configured history window, that a long-term IAM access key ID (prefix AKIA) is used successfully from a given source.ip in AWS CloudTrail. Long-term access keys belong to IAM users or the account root user. They are a common target after credential theft or leakage, including supply-chain and exposed-key scenarios. Temporary security credentials (prefix ASIA) and console sessions are excluded so the signal emphasizes programmatic access patterns.

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1

Connection to Common Large Language Model Endpoints

Identifies DNS queries to known Large Language Model domains by unsigned binaries or common Windows scripting utilities. Malwares may leverage the capabilities of LLM to perform actions in the affected system in a dynamic way.

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5

Curl or Wget Spawned via Node.js

This rule detects when Node.js, directly or via a shell, spawns the curl or wget command. This may indicate command and control behavior. Adversaries may use Node.js to download additional tools or payloads onto the system.

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6

Suspicious File Downloaded from Google Drive

Identifies suspicious file download activity from a Google Drive URL. This could indicate an attempt to deliver phishing payloads via a trusted webservice.

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9

PANW and Elastic Defend - Command and Control Correlation

This detection correlates Palo Alto Networks (PANW) command and control events with Elastic Defend network events to identify the source process performing the network activity.

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2

Suricata and Elastic Defend Network Correlation

This detection correlates Suricata alerts with Elastic Defend network events to identify the source process performing the network activity.

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3

Potential Traffic Tunneling using QEMU

Identifies the use of the QEMU hardware emulator to potentially tunnel network traffic between Virtual machines. This can be used by attackers to enable routing of network packets that would otherwise not reach their intended destination.

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2

GenAI Process Accessing Sensitive Files

Detects when GenAI tools access sensitive files such as cloud credentials, SSH keys, browser password databases, or shell configurations. Attackers leverage GenAI agents to systematically locate and exfiltrate credentials, API keys, and tokens. Access to credential stores (.aws/credentials, .ssh/id_*) suggests harvesting, while writes to shell configs (.bashrc, .zshrc) indicate persistence attempts. Note: On linux only creation events are available. Access events are not yet implemented.

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5

Potential Secret Scanning via Gitleaks

This rule detects the execution of Gitleaks, a tool used to search for high-entropy strings and secrets in code repositories, which may indicate an attempt to access credentials.

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2

Credential Access via TruffleHog Execution

This rule detects the execution of TruffleHog, a tool used to search for high-entropy strings and secrets in code repositories, which may indicate an attempt to access credentials. This tool was abused by the Shai-Hulud worm to search for credentials in code repositories.

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3

Agent Spoofing - Multiple Hosts Using Same Agent

Detects when multiple hosts are using the same agent ID. This could occur in the event of an agent being taken over and used to inject illegitimate documents into an instance as an attempt to spoof events in order to masquerade actual activity to evade detection.

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107

Data Encrypted via OpenSSL Utility

Identifies the execution of the OpenSSL utility to encrypt data. Adversaries may use OpenSSL to encrypt data to disrupt the availability of their target’s data and may attempt to hold the organization’s data to ransom for the purposes of extortion.

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2

WebServer Access Logs Deleted

Identifies the deletion of WebServer access logs. This may indicate an attempt to evade detection or destroy forensic evidence on a system.

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211

Elastic Agent Service Terminated

Identifies the Elastic endpoint agent has stopped and is no longer running on the host. Adversaries may attempt to disable security monitoring tools in an attempt to evade detection or prevention capabilities during an intrusion. This may also indicate an issue with the agent itself and should be addressed to ensure defensive measures are back in a stable state.

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114

ROT Encoded Python Script Execution

Identifies the execution of a Python script that uses the ROT cipher for letters substitution. Adversaries may use this method to encode and obfuscate part of their malicious code in legit python packages.

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6

Unusual Process Modifying GenAI Configuration File

Detects unusual modification of GenAI tool configuration files. Adversaries may inject malicious MCP server configurations to hijack AI agents for persistence, C2, or data exfiltration. Attack vectors include malware or scripts directly poisoning config files, supply chain attacks via compromised dependencies, and prompt injection attacks that abuse the GenAI tool itself to modify its own configuration. Unauthorized MCP servers added to these configs execute arbitrary commands when the AI tool is next invoked.

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6

GenAI Process Compiling or Generating Executables

Detects when GenAI tools spawn compilers or packaging tools to generate executables. Attackers leverage local LLMs to autonomously generate and compile malware, droppers, or implants. Python packaging tools (pyinstaller, nuitka, pyarmor) are particularly high-risk as they create standalone executables that can be deployed without dependencies. This rule focuses on compilation activity that produces output binaries, filtering out inspection-only operations.

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2

GenAI Process Performing Encoding/Chunking Prior to Network Activity

Detects when GenAI processes perform encoding or chunking (base64, gzip, tar, zip) followed by outbound network activity. This sequence indicates data preparation for exfiltration. Attackers encode or compress sensitive data before transmission to obfuscate contents and evade detection. Legitimate GenAI workflows rarely encode data before network communications.

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2

Masquerading Space After Filename

This rules identifies a process created from an executable with a space appended to the end of the filename. This may indicate an attempt to masquerade a malicious file as benign to gain user execution. When a space is added to the end of certain files, the OS will execute the file according to it’s true filetype instead of it’s extension. Adversaries can hide a program’s true filetype by changing the extension of the file. They can then add a space to the end of the name so that the OS automatically executes the file when it’s double-clicked.

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12

Command Line Obfuscation via Whitespace Padding

Identifies process execution events where the command line value contains a long sequence of whitespace characters or multiple occurrences of contiguous whitespace. Attackers may attempt to evade signature-based detections by padding their malicious command with unnecessary whitespace characters. These observations should be investigated for malicious behavior.

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5

Virtual Machine Fingerprinting via Grep

An adversary may attempt to get detailed information about the operating system and hardware. This rule identifies common locations used to discover virtual machine hardware by a non-root user. This technique has been used by the Pupy RAT and other malware.

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109

AWS EC2 LOLBin Execution via SSM SendCommand

Identifies the execution of Living Off the Land Binaries (LOLBins) or GTFOBins on EC2 instances via AWS Systems Manager (SSM) SendCommand API. This detection correlates AWS CloudTrail SendCommand events with endpoint process execution by matching SSM command IDs. While AWS redacts command parameters in CloudTrail logs, this correlation technique reveals the actual commands executed on EC2 instances. Adversaries may abuse SSM to execute malicious commands remotely without requiring SSH or RDP access, using legitimate system utilities for data exfiltration, establishing reverse shells, or lateral movement.

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3

AWS SSM SendCommand with Run Shell Command Parameters

Identifies the use of the AWS Systems Manager (SSM) SendCommand API with the either AWS-RunShellScript or AWS-RunPowerShellScript parameters. The SendCommand API call allows users to execute commands on EC2 instances using the SSM service. Adversaries may use this technique to execute commands on EC2 instances without the need for SSH or RDP access. This behavior may indicate an adversary attempting to execute commands on an EC2 instance for malicious purposes. This is a [New Terms](https://www.elastic.co/guide/en/security/current/rules-ui-create.html#create-new-terms-rule) rule that only flags when this behavior is observed for the first time on a host in the last 7 days.

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7

Potential Git CVE-2025-48384 Exploitation

This rule detects potential exploitation of CVE-2025-48384 via Git. This vulnerability allows attackers to execute arbitrary code by leveraging Git’s recursive clone feature to fetch and execute malicious scripts from a remote repository.

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2

Node.js Pre or Post-Install Script Execution

This rule detects the execution of Node.js pre or post-install scripts. These scripts are executed by the Node.js package manager (npm) during the installation of packages. Adversaries may abuse this technique to execute arbitrary commands on the system and establish persistence. This activity was observed in the wild as part of the Shai-Hulud worm.

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4

Execution via OpenClaw Agent

Detects suspicious child process execution from the OpenClaw, Moltbot, or Clawdbot AI coding agents running via Node.js. These tools can execute arbitrary shell commands through skills or prompt injection attacks. Malicious skills from public registries like ClawHub have been observed executing obfuscated download-and-execute commands targeting cryptocurrency wallets and credentials. This rule identifies shells, scripting interpreters, and common LOLBins spawned by these AI agents.

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4

Privileged Container Creation with Host Directory Mount

This rule detects the creation of privileged containers that mount host directories into the container’s filesystem. Such configurations can be exploited by attackers to escape the container isolation and gain access to the host system, potentially leading to privilege escalation and lateral movement within the environment.

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2

Remote GitHub Actions Runner Registration

This rule detects the configuration of a GitHub Actions self-hosted runner using the Runner.Listener binary. When a machine is registered to a remote repository, its owner gains the ability to execute arbitrary workflow commands on that host. Unexpected or unauthorized runner registration may indicate adversarial activity aimed at establishing remote code execution via malicious GitHub workflows.

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2

Potential Reverse Shell Activity via Terminal

Identifies the execution of a shell process with suspicious arguments which may be indicative of reverse shell activity.

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112

Potential SAP NetWeaver WebShell Creation

Identifies suspicious Java file creation in the IRJ directory of the SAP NetWeaver application. This may indicate an attempt to deploy a webshell.

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2

Potential SAP NetWeaver Exploitation

Identifies suspicious processes spawned from the SAP NetWeaver application. This may indicate an attempt to execute commands via webshell.

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2

Potential JAVA/JNDI Exploitation Attempt

Identifies an outbound network connection by JAVA to LDAP, RMI or DNS standard ports followed by a suspicious JAVA child processes. This may indicate an attempt to exploit a JAVA/NDI (Java Naming and Directory Interface) injection vulnerability.

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108

Suspicious Python Shell Command Execution

Detects the execution of suspicious shell commands via the Python interpreter. Attackers may use Python to execute shell commands to gain access to the system or to perform other malicious activities, such as credential access, data exfiltration, or lateral movement.

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3

Execution via GitHub Actions Runner

This rule detects potentially dangerous commands spawned by the GitHub Actions Runner.Worker process on self-hosted runner machines. Adversaries who gain the ability to modify or trigger workflows in a linked GitHub repository can execute arbitrary commands on the runner host. This behavior may indicate malicious or unexpected workflow activity, including code execution, file manipulation, or network exfiltration initiated through a compromised repository or unauthorized workflow.

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2

Tampering with RUNNER_TRACKING_ID in GitHub Actions Runners

This rule detects processes spawned by GitHub Actions runners where "RUNNER_TRACKING_ID" is overridden from its default "github_*" value. Such tampering has been associated with attempts to evade runner tracking/cleanup on self-hosted runners, including behavior observed in the Shai-Hulud 2.0 npm worm campaign.

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2

Potential Data Exfiltration Through Curl

Detects the use of curl to upload files to an internet server. Threat actors often will collect and exfiltrate data on a system to their C2 server for review. Many threat actors have been observed using curl to upload the collected data. Use of curl in this way, while not inherently malicious, should be considered highly abnormal and suspicious activity.

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7

Suspicious React Server Child Process

This rule detects suspicious child process activity from a React server application. This could be related to successful exploitation of CVE-2025-55182 or CVE-2025-66478. These vulnerabilities allow attackers to execute remote code due to insecure deserialization of React Server Components (RSC) Flight payloads, leading to unauthenticated RCE on servers running React 19.x or Next.js 14.3.0-canary+, 15.x, and 16.x with the App Router enabled

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3

Initial Access via File Upload Followed by GET Request

This rule detects potential initial access activity where an adversary uploads a web shell or malicious script to a web server via a file upload mechanism (e.g., through a web form using multipart/form-data), followed by a GET or POST request to access the uploaded file. By checking the body content of HTTP requests for file upload indicators such as "Content-Disposition: form-data" and "filename=", the rule identifies suspicious upload activities. This sequence of actions is commonly used by attackers to gain and maintain access to compromised web servers.

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2

Ollama API Accessed from External Network

Detects when the Ollama LLM server accepts connections from external IP addresses. Ollama lacks built-in authentication, so exposed instances allow unauthenticated model theft, prompt injection, and resource hijacking.

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2

Zoom Meeting with no Passcode

This rule identifies Zoom meetings that are created without a passcode. Meetings without a passcode are susceptible to Zoombombing. Zoombombing is carried out by taking advantage of Zoom sessions that are not protected with a passcode. Zoombombing refers to the unwanted, disruptive intrusion, generally by Internet trolls and hackers, into a video conference call. In a typical Zoombombing incident, a teleconferencing session is hijacked by the insertion of material that is lewd, obscene, racist, or antisemitic in nature, typically resulting of the shutdown of the session.

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Correlated Alerts on Similar User Identities

This rule correlates alerts from multiple integrations and event categories that involve different user.name values which may represent the same real-world identity. It uses an LLM-based similarity analysis to evaluate whether multiple user identifiers (e.g. naming variations, formats, aliases, or domain differences) likely belong to the same person.

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3

Web Server Potential Command Injection Request

This rule detects potential command injection attempts via web server requests by identifying URLs that contain suspicious patterns commonly associated with command execution payloads. Attackers may exploit vulnerabilities in web applications to inject and execute arbitrary commands on the server, often using interpreters like Python, Perl, Ruby, PHP, or shell commands. By monitoring for these indicators in web traffic, security teams can identify and respond to potential threats early.

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5

Potential Privilege Escalation via Sudoers File Modification

A sudoers file specifies the commands users or groups can run and from which terminals. Adversaries can take advantage of these configurations to execute commands as other users or spawn processes with higher privileges.

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108

SUID/SGID Bit Set

An adversary may add the setuid or setgid bit to a file or directory in order to run a file with the privileges of the owning user or group. An adversary can take advantage of this to either do a shell escape or exploit a vulnerability in an application with the setuid or setgid bit to get code running in a different user’s context. Additionally, adversaries can use this mechanism on their own malware to make sure they’re able to execute in elevated contexts in the future.

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Deprecated - Sudo Heap-Based Buffer Overflow Attempt

Identifies the attempted use of a heap-based buffer overflow vulnerability for the Sudo binary in Unix-like systems (CVE-2021-3156). Successful exploitation allows an unprivileged user to escalate to the root user.

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Sudoers File Activity

A sudoers file specifies the commands that users or groups can run and from which terminals. Adversaries can take advantage of these configurations to execute commands as other users or spawn processes with higher privileges.

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Trap Signals Execution

Identify activity related where adversaries can include a trap command which then allows programs and shells to specify commands that will be executed upon receiving interrupt signals.

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AWS CloudTrail Log Created

Detects creation of a new AWS CloudTrail trail via CreateTrail API. While legitimate during onboarding or auditing improvements, adversaries can create trails that write to attacker-controlled destinations, limit regions, or otherwise subvert monitoring objectives. New trails should be validated for destination ownership, encryption, multi-region coverage, and organizational scope.

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213

AWS S3 Unauthenticated Bucket Access by Rare Source

Identifies AWS CloudTrail events where an unauthenticated source is attempting to access an S3 bucket. This activity may indicate a misconfigured S3 bucket policy that allows public access to the bucket, potentially exposing sensitive data to unauthorized users. Adversaries can specify --no-sign-request in the AWS CLI to retrieve objects from an S3 bucket without authentication. This is a New Terms rule, which means it will trigger for each unique combination of the source.address and targeted bucket name that has not been seen making this API request.

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8

AWS EC2 Unauthorized Admin Credential Fetch via Assumed Role

Identifies the first occurrence of an unauthorized attempt by an AWS role to use GetPassword to access the administrator password of an EC2 instance. Adversaries may use this API call to escalate privileges or move laterally within EC2 instances.

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8

AWS IAM CompromisedKeyQuarantine Policy Attached to User

This rule looks for use of the IAM AttachUserPolicy API operation to attach the CompromisedKeyQuarantine or CompromisedKeyQuarantineV2 AWS managed policies to an existing IAM user. This policy denies access to certain actions and is applied by the AWS team in the event that an IAM user’s credentials have been compromised or exposed publicly.

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6

AWS IAM User Addition to Group

Identifies the addition of a user to a specified group in AWS Identity and Access Management (IAM). Any user added to a group automatically gains the permissions that are assigned to the group. If the target group carries elevated or admin privileges, this action can instantly grant high-risk permissions useful for credential misuse, lateral movement, or privilege escalation.

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214

AWS Secrets Manager Rapid Secrets Retrieval

Identifies rapid secret retrieval activity from AWS Secrets Manager using the GetSecretValue or BatchGetSecretValue API actions. Adversaries who compromise an IAM user, instance role, or temporary credentials may attempt to enumerate or exfiltrate secrets in bulk to escalate privileges, move laterally, or gain persistence. This rule detects 20 or more unique secret retrievals by the same user identity within a short time window, which may indicate credential compromise or automated secret harvesting.

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7

AWS Management Console Brute Force of Root User Identity

Identifies a high number of failed authentication attempts to the AWS management console for the Root user identity. An adversary may attempt to brute force the password for the Root user identity, as it has complete access to all services and resources for the AWS account.

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AWS CloudTrail Log Deleted

Detects deletion of an AWS CloudTrail trail via DeleteTrail API. Removing trails is a high-risk action that destroys an audit control plane and is frequently paired with other destructive or stealthy operations. Validate immediately and restore compliant logging.

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AWS CloudTrail Log Suspended

Detects Cloudtrail logging suspension via StopLogging API. Stopping CloudTrail eliminates forward audit visibility and is a classic defense evasion step before sensitive changes or data theft. Investigate immediately and determine what occurred during the logging gap.

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214

AWS EC2 Serial Console Access Enabled

Detects when EC2 Serial Console Access is enabled for an AWS account. The EC2 Serial Console provides direct, text-based access to an instance’s serial port, bypassing the network layer entirely. While useful for troubleshooting boot issues or network misconfigurations, enabling serial console access in production environments is rare and potentially dangerous. Adversaries may enable this feature to establish an out-of-band communication channel that evades network-based security monitoring, firewalls, and VPC controls. This access method can be used for persistent backdoor access or to interact with compromised instances without triggering network-based detection mechanisms.

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AWS RDS DB Instance Restored

Identifies the restoration of an AWS RDS database instance from a snapshot or S3 backup. Adversaries with access to valid credentials may restore copies of existing databases to bypass logging and monitoring controls or to exfiltrate sensitive data from a duplicated environment. This rule detects successful restoration operations using "RestoreDBInstanceFromDBSnapshot" or "RestoreDBInstanceFromS3", which may indicate unauthorized data access or post-compromise defense evasion.

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213

AWS S3 Bucket Configuration Deletion

Identifies the deletion of critical Amazon S3 bucket configurations such as bucket policies, lifecycle configurations or encryption settings. These actions are typically administrative but may also represent adversarial attempts to remove security controls, disable data retention mechanisms, or conceal evidence of malicious activity. Adversaries who gain access to AWS credentials may delete logging, lifecycle, or policy configurations to disrupt forensic visibility and inhibit recovery. For example, deleting a bucket policy can open a bucket to public access or remove protective access restrictions, while deleting lifecycle rules can prevent object archival or automatic backups. Such actions often precede data exfiltration or destructive operations and should be reviewed in context with related S3 or IAM events.

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AWS SQS Queue Purge

Identifies when an AWS Simple Queue Service (SQS) queue is purged. Purging an SQS queue permanently deletes all messages currently in the queue. Adversaries may use this action to disrupt application workflows, destroy operational data, or impair monitoring and alerting by removing messages that contain evidence of malicious activity.

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Insecure AWS EC2 VPC Security Group Ingress Rule Added

Identifies when a specified inbound (ingress) rule is added or adjusted for a VPC security group in AWS EC2. This rule detects when a security group rule is added that allows traffic from any IP address or from a specific IP address to common remote access ports, such as 22 (SSH) or 3389 (RDP). Adversaries may add these rules to allow remote access to VPC instances from any location, increasing the attack surface and potentially exposing the instances to unauthorized access.

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AWS IAM Principal Enumeration via UpdateAssumeRolePolicy

Detects repeated failed attempts to update an IAM role’s trust policy in an AWS account, consistent with role and user enumeration techniques. In this technique, an attacker who controls credentials in the current account repeatedly calls UpdateAssumeRolePolicy on a single role, cycling through guessed cross-account role or user ARNs as the principal. When those principals are invalid, IAM returns MalformedPolicyDocumentException, producing a burst of failed UpdateAssumeRolePolicy events. This rule alerts on that brute-force pattern originating from this account, which may indicate that the account is being used as attack infrastructure or that offensive tooling (such as Pacu) is running here. Note: this rule does not detect other accounts enumerating roles, because those API calls are logged in the caller’s account, not the target account.

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215

AWS Discovery API Calls via CLI from a Single Resource

Detects when a single AWS resource is running multiple read-only, discovery API calls in a 10-second window. This behavior could indicate an actor attempting to discover the AWS infrastructure using compromised credentials or a compromised instance. Adversaries may use this information to identify potential targets for further exploitation or to gain a better understanding of the target’s infrastructure.

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AWS STS GetCallerIdentity API Called for the First Time

An adversary with access to a set of compromised credentials may attempt to verify that the credentials are valid and determine what account they are using. This rule looks for the first time an identity has called the STS GetCallerIdentity API, which may be an indicator of compromised credentials. A legitimate user would not need to perform this operation as they should know the account they are using.

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8

AWS Service Quotas Multi-Region GetServiceQuota Requests

Identifies when a single AWS principal makes GetServiceQuota API calls for the EC2 service quota L-1216C47A, across more than 10 AWS regions within a 30-second window. This quota represents the vCPU limit for on-demand EC2 instances. Adversaries commonly enumerate this quota across regions to assess capacity for large-scale instance deployment, including cryptocurrency mining, malware hosting, or command-and-control infrastructure. This behavior may indicate cloud infrastructure discovery using compromised credentials or a compromised workload.

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9

AWS SSM Inventory Reconnaissance by Rare User

Detects the rare occurrence of a user or role accessing AWS Systems Manager (SSM) inventory APIs or running the AWS-GatherSoftwareInventory job. These APIs reveal detailed information about managed EC2 instances including installed software, patch compliance status, and command execution history. Adversaries may use these calls to collect software inventory while blending in with legitimate AWS operations. This is a New Terms rule that detects when a user accesses these reconnaissance APIs for the first time.

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2

AWS CloudShell Environment Created

Identifies the creation of a new AWS CloudShell environment. CloudShell is a browser-based shell that provides command-line access to AWS resources directly from the AWS Management Console. The CreateEnvironment API is called when a user launches CloudShell for the first time or when accessing CloudShell in a new AWS region. Adversaries with console access may use CloudShell to execute commands, install tools, or interact with AWS services without needing local CLI credentials. Monitoring environment creation helps detect unauthorized CloudShell usage from compromised console sessions.

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2

AWS Lambda Layer Added to Existing Function

Identifies when a Lambda layer is added to an existing AWS Lambda function. Lambda layers allow shared code, dependencies, or runtime modifications to be injected into a function’s execution environment. Adversaries with the ability to update function configurations may add a malicious layer to establish persistence, run unauthorized code, or intercept data handled by the function. This activity should be reviewed to ensure the modification is expected and authorized.

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8

First Time AWS CloudFormation Stack Creation

This rule detects the first time a principal calls AWS CloudFormation CreateStack, CreateStackSet or CreateStackInstances API. CloudFormation is used to create a collection of cloud resources called a stack, via a defined template file. An attacker with the appropriate privileges could leverage CloudFormation to create specific resources needed to further exploit the environment. This is a new terms rule that looks for the first instance of this behavior for a role or IAM user within a particular account.

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7

AWS DynamoDB Scan by Unusual User

Identifies when an AWS DynamoDB table is scanned by a user who does not typically perform this action. Adversaries may use the Scan operation to collect sensitive information or exfiltrate data from DynamoDB tables. This rule detects unusual user activity by monitoring for the Scan action in CloudTrail logs. This is a New Terms rule that only flags when this behavior is observed by a user or role for the first time.

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5

AWS DynamoDB Table Exported to S3

Identifies when an AWS DynamoDB table is exported to S3. Adversaries may use the ExportTableToPointInTime operation to collect sensitive information or exfiltrate data from DynamoDB tables. This rule detects unusual user activity by monitoring for the ExportTableToPointInTime action in CloudTrail logs. This is a New Terms rule that only flags when this behavior is observed by a user or role for the first time.

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AWS EC2 Export Task

Identifies successful export tasks of EC2 instances via the APIs CreateInstanceExportTask, ExportImage, or CreateStoreImageTask. These exports can be used by administrators for legitimate VM migration or backup workflows however, an attacker with access to an EC2 instance or AWS credentials can export a VM or its image and then transfer it off-account for exfiltration of data.

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3

AWS EC2 Full Network Packet Capture Detected

Detects successful creation of an Amazon EC2 Traffic Mirroring session. A session copies full packets from a source Elastic Network Interface (ENI) to a mirror target (e.g., an ENI or NLB) using a mirror filter (ingress/egress rules). While used for diagnostics and NDR/IDS tooling, adversaries can abuse sessions to covertly capture and exfiltrate sensitive, potentially unencrypted, traffic from instances or subnets.

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212

AWS RDS Snapshot Export

Identifies the export of a DB snapshot or DB cluster data to Amazon S3. Snapshot exports can be used for analytics or migration workflows, but adversaries may abuse them to exfiltrate sensitive data outside of RDS-managed storage. Exporting a snapshot creates a portable copy of the database contents, which, if performed without authorization, can indicate data theft, staging for exfiltration, or operator misconfiguration that exposes regulated information.

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212

AWS S3 Bucket Policy Added to Share with External Account

Detects when an Amazon S3 bucket policy is modified to share access with an external AWS account. This rule analyzes PutBucketPolicy events and compares the S3 bucket’s account ID to any account IDs referenced in the policy’s Effect=Allow statements. If the policy includes principals from accounts other than the bucket owner’s, the rule triggers an alert. This behavior may indicate an adversary backdooring a bucket for data exfiltration or cross-account persistence. For example, an attacker who compromises credentials could attach a policy allowing access from an external AWS account they control, enabling continued access even after credentials are rotated. Note: This rule will not alert if the account ID is part of the bucket’s name or appears in the resource ARN. Such cases are common in standardized naming conventions (e.g., “mybucket-123456789012”). To ensure full coverage, use complementary rules to monitor for suspicious PutBucketPolicy API requests targeting buckets with account IDs embedded in their names or resources.

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AWS S3 Bucket Replicated to Another Account

Identifies the creation or modification of an S3 bucket replication configuration that sends data to a bucket in a different AWS account. Cross-account replication can be used legitimately for backup, disaster recovery, and multi-account architectures, but adversaries with write access to an S3 bucket may abuse replication rules to silently exfiltrate large volumes of data to attacker-controlled accounts. This rule detects "PutBucketReplication" events where the configured destination account differs from the source bucket’s account, indicating potential unauthorized cross-account data movement.

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7

AWS API Activity from Uncommon S3 Client by Rare User

Identifies AWS API activity originating from uncommon desktop client applications based on the user agent string. This rule detects S3 Browser and Cyberduck, which are graphical S3 management tools that provide bulk upload/download capabilities. While legitimate, these tools are rarely used in enterprise environments and have been observed in use by threat actors for data exfiltration. Any activity from these clients should be validated against authorized data transfer workflows.

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2

AWS SNS Rare Protocol Subscription by User

Identifies when a user subscribes to an SNS topic using a new protocol type (ie. email, http, lambda, etc.). SNS allows users to subscribe to recieve topic messages across a broad range of protocols like email, sms, lambda functions, http endpoints, and applications. Adversaries may subscribe to an SNS topic to collect sensitive information or exfiltrate data via an external email address, cross-account AWS service or other means. This rule identifies a new protocol subscription method for a particular user.

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AWS EventBridge Rule Disabled or Deleted

Identifies when an Amazon EventBridge rule is disabled or deleted. EventBridge rules are commonly used to automate operational workflows and security-relevant routing (for example, forwarding events to Lambda, SNS/SQS, or security tooling). Disabling or deleting a rule can break critical integrations, suppress detections, and reduce visibility. Adversaries may intentionally impair EventBridge rules to disrupt monitoring, delay response, or hide follow-on actions.

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212

AWS S3 Bucket Enumeration or Brute Force

Identifies a high number of failed S3 operations against a single bucket from a single source address within a short timeframe. This activity can indicate attempts to collect bucket objects or cause an increase in billing to an account via internal "AccessDenied" errors.

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8

AWS CloudTrail Log Updated

Detects updates to an existing CloudTrail trail via UpdateTrail API which may reduce visibility, change destinations, or weaken integrity (e.g., removing global events, moving the S3 destination, or disabling validation). Adversaries can modify trails to evade detection while maintaining a semblance of logging. Validate any configuration change against approved baselines.

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214

AWS CloudWatch Log Group Deletion

Detects the deletion of an Amazon CloudWatch Log Group using the "DeleteLogGroup" API. CloudWatch log groups store operational and security logs for AWS services and custom applications. Deleting a log group permanently removes all associated log streams and historical log data, which can eliminate forensic evidence and disrupt security monitoring pipelines. Adversaries may delete log groups to conceal malicious activity, disable log forwarding, or impede incident response.

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214

AWS CloudWatch Log Stream Deletion

Detects the deletion of an Amazon CloudWatch log stream using the "DeleteLogStream" API. Deleting a log stream permanently removes its associated log events and may disrupt security visibility, break audit trails, or suppress forensic evidence. Adversaries may delete log streams to conceal malicious actions, impair monitoring pipelines, or remove artifacts generated during post-exploitation activity.

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214

AWS EC2 Encryption Disabled

Detects when Amazon Elastic Block Store (EBS) encryption by default is disabled in an AWS region. EBS encryption ensures that newly created volumes and snapshots are automatically protected with AWS Key Management Service (KMS) keys. Disabling this setting introduces significant risk as all future volumes created in that region will be unencrypted by default, potentially exposing sensitive data at rest. Adversaries may disable encryption to weaken data protection before exfiltrating or tampering with EBS volumes or snapshots. This may be a step in preparation for data theft or ransomware-style attacks that depend on unencrypted volumes.

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212

AWS EC2 EBS Snapshot Access Removed

Identifies the removal of access permissions from a shared AWS EC2 EBS snapshot. EBS snapshots are essential for data retention and disaster recovery. Adversaries may revoke or modify snapshot permissions to prevent legitimate users from accessing backups, thereby obstructing recovery efforts after data loss or destructive actions. This tactic can also be used to evade detection or maintain exclusive access to critical backups, ultimately increasing the impact of an attack and complicating incident response.

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6

AWS IAM Deactivation of MFA Device

Detects the deactivation of a Multi-Factor Authentication (MFA) device in AWS Identity and Access Management (IAM). MFA provides critical protection against unauthorized access by requiring a second factor for authentication. Adversaries or compromised administrators may deactivate MFA devices to weaken account protections, disable strong authentication, or prepare for privilege escalation or persistence. This rule monitors successful DeactivateMFADevice API calls, which represent the point at which MFA protection is actually removed.

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215

AWS KMS Customer Managed Key Disabled or Scheduled for Deletion

Identifies attempts to disable or schedule the deletion of an AWS customer managed KMS Key. Disabling or scheduling a KMS key for deletion removes the ability to decrypt data encrypted under that key and can permanently destroy access to critical resources. Adversaries may use these operations to cause irreversible data loss, disrupt business operations, impede incident response, or hide evidence of prior activity. Because KMS keys often protect sensitive or regulated data, any modification to their lifecycle should be considered highly sensitive and investigated promptly.

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112

AWS RDS DB Instance or Cluster Deletion Protection Disabled

Identifies the modification of an AWS RDS DB instance or cluster to disable the deletionProtection feature. Deletion protection prevents accidental or unauthorized deletion of RDS resources. Adversaries with sufficient permissions may disable this protection as a precursor to destructive actions, including the deletion of databases containing sensitive or business-critical data. This rule alerts when deletionProtection is explicitly set to false on an RDS DB instance or cluster.

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8

AWS RDS Snapshot Deleted

Identifies the deletion of an AWS RDS DB snapshot or configuration changes that effectively remove backup coverage for a DB instance. RDS snapshots contain full backups of database instances, and disabling automated backups by setting "backupRetentionPeriod=0" has a similar impact by preventing future restore points. Adversaries with the appropriate permissions may delete snapshots or disable backups to inhibit recovery, destroy forensic evidence, or prepare for follow-on destructive actions such as instance or cluster deletion.

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8

Potential AWS S3 Bucket Ransomware Note Uploaded

Identifies potential ransomware note being uploaded to an AWS S3 bucket. This rule detects the PutObject S3 API call with an object name commonly associated with ransomware notes. The keywords detected here rarely overlap with common file names and have been attributed to ransomware notes with high-confidence. Adversaries with access to a misconfigured S3 bucket may retrieve, delete, and replace objects with ransom notes to extort victims.

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11

AWS S3 Static Site JavaScript File Uploaded

This rule detects when a JavaScript file is uploaded in an S3 static site directory (static/js/) by an IAM user or assumed role. This can indicate suspicious modification of web content hosted on S3, such as injecting malicious scripts into a static website frontend.

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7

Unusual AWS S3 Object Encryption with SSE-C

Identifies when AWS S3 objects stored in a bucket are encrypted using Server-Side Encryption with Customer-Provided Keys (SSE-C). Adversaries with compromised AWS credentials can encrypt objects in an S3 bucket using their own encryption keys, rendering the objects unreadable or recoverable without the key. This can be used as a form of ransomware to extort the bucket owner for the decryption key. This is a New Terms rule that flags when this behavior is observed for the first time user and target bucket name.

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7

AWS Sign-In Root Password Recovery Requested

Identifies a password recovery request for the AWS account root user. In AWS, the PasswordRecoveryRequested event from signin.amazonaws.com applies to the root user’s “Forgot your password?” flow. Other identity types, like IAM and federated users, do not generate this event. This alert indicates that someone initiated the root password reset workflow for this account. Verify whether this was an expected action and review identity provider notifications/email to confirm legitimacy.

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212

AWS Suspicious User Agent Fingerprint

Identifies successful AWS API calls where the CloudTrail user agent indicates offensive tooling or automated credential verification. This includes the AWS CLI or Boto3 reporting a Kali Linux distribution fingerprint (distrib#kali), and clients that identify as TruffleHog, which is commonly used to validate leaked secrets against live AWS APIs. These patterns are uncommon for routine production workloads and may indicate compromised credentials, unauthorized access, or security tooling operating outside approved scope.

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4

AWS EC2 Instance Connect SSH Public Key Uploaded

Identifies when a new SSH public key is uploaded to an AWS EC2 instance using the EC2 Instance Connect service. This action could indicate an adversary attempting to maintain access to the instance. The rule detects the SendSerialConsoleSSHPublicKey or SendSSHPublicKey API actions, which are logged when manually uploading an SSH key to an EC2 instance or serial connection. It is important to know that this API call happens automatically by the EC2 Instance Connect service when a user connects to an EC2 instance using the EC2 Instance Connect service via the CLI or AWS Management Console.

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8

AWS EC2 Instance Console Login via Assumed Role

Detects successful AWS Management Console or federation login activity performed using an EC2 instance’s assumed role credentials. EC2 instances typically use temporary credentials to make API calls, not to authenticate interactively via the console. A successful "ConsoleLogin" or "GetSigninToken" event using a session pattern that includes "i-" (the EC2 instance ID) is highly anomalous and may indicate that an adversary obtained the instance’s temporary credentials from the instance metadata service (IMDS) and used them to access the console. Such activity can enable lateral movement, privilege escalation, or persistence within the AWS account.

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7

AWS SNS Topic Message Publish by Rare User

Identifies when an SNS topic message is published by a rare user in AWS. Adversaries may publish messages to SNS topics for phishing campaigns, data exfiltration, or lateral movement within the AWS environment. SNS topics are used to send notifications and messages to subscribed endpoints such as applications, mobile devices or email addresses, making them a valuable target for adversaries to distribute malicious content or exfiltrate sensitive data. This is a New Terms rule that only flags when this behavior is observed for the first time by a user or role.

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5

Unusual City For an AWS Command

A machine learning job detected AWS command activity that, while not inherently suspicious or abnormal, is sourcing from a geolocation (city) that is unusual for the command. 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).

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213

Unusual AWS Command for a User

A machine learning job detected an AWS API command that, while not inherently suspicious or abnormal, is being made by a user context that does not normally use the command. This can be the result of compromised credentials or keys as someone uses a valid account to persist, move laterally, or exfiltrate data.

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213

AWS EC2 Network Access Control List Creation

Identifies the creation of an AWS EC2 network access control list (ACL) or an entry in a network ACL with a specified rule number. Adversaries may exploit ACLs to establish persistence or exfiltrate data by creating permissive rules.

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212

AWS EC2 Route Table Modified or Deleted

Identifies AWS CloudTrail events where an EC2 route table or association has been modified or deleted. Route table or association modifications can be used by attackers to disrupt network traffic, reroute communications, or maintain persistence in a compromised environment. This is a New Terms rule that detects the first instance of this behavior by a user or role.

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212

AWS EC2 Security Group Configuration Change

Identifies a change to an AWS Security Group Configuration. A security group is like a virtual firewall, and modifying configurations may allow unauthorized access. Threat actors may abuse this to establish persistence, exfiltrate data, or pivot in an AWS environment.

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213

AWS IAM Login Profile Added for Root

Identifies creation of a console login profile for the AWS account root user. While CreateLoginProfile normally applies to IAM users, when performed from a temporary root session (e.g., via AssumeRoot) and the userName parameter is omitted, the profile is created for the root principal (self-assigned). Adversaries with temporary root access may add or reset the root login profile to establish persistent console access even if original access keys are rotated or disabled. Correlate with recent AssumeRoot/STS activity and validate intent with the account owner.

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6

AWS IAM OIDC Provider Created by Rare User

Detects when an uncommon user or role creates an OpenID Connect (OIDC) Identity Provider in AWS IAM. OIDC providers enable web identity federation, allowing users authenticated by external identity providers (such as Google, GitHub, or custom OIDC-compliant providers) to assume IAM roles and access AWS resources. Adversaries who have gained administrative access may create rogue OIDC providers to establish persistent, federated access that survives credential rotation. This technique allows attackers to assume roles using tokens from an IdP they control. While OIDC provider creation is benign in some environments, it should still be validated against authorized infrastructure changes.

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2

AWS IAM Roles Anywhere Profile Creation

Detects the creation of a new AWS IAM Roles Anywhere profile. Roles Anywhere allows workloads or external systems to assume IAM roles from outside AWS by authenticating via trusted certificate authorities (trust anchors). Adversaries who have established persistence through a rogue trust anchor may create or modify profiles to link them with highly privileged roles, enabling long-term external access to the AWS environment. This rule identifies successful "CreateProfile" API calls and helps detect potentially unauthorized or risky external access configurations.

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8

AWS IAM Roles Anywhere Trust Anchor Created with External CA

Detects the creation of an AWS IAM Roles Anywhere Trust Anchor that uses an external certificate authority (CA) rather than an AWS-managed Certificate Manager Private CA (ACM PCA). While Roles Anywhere enables secure, short-term credential issuance for workloads outside AWS, adversaries can exploit this feature by registering their own external CA as a trusted root. This allows them to generate valid client certificates that persistently authenticate to AWS roles from any location, even after key rotation or credential revocation events. This rule helps detect persistence or unauthorized federation attempts by flagging trust anchors configured with non-AWS CAs.

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8

AWS IAM SAML Provider Created

Detects the creation of a new SAML Identity Provider (IdP) in AWS IAM. SAML providers enable federated authentication between AWS and external identity providers, allowing users to access AWS resources using credentials from the external IdP. Adversaries who have gained administrative access may create rogue SAML providers to establish persistent, federated access to AWS accounts that survives credential rotation. This technique allows attackers to assume roles and access resources by forging SAML assertions from an IdP they control. Creating a SAML provider is a rare administrative action that should be closely monitored and validated against authorized infrastructure changes.

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2

AWS Lambda Function Policy Updated to Allow Public Invocation

Identifies when an AWS Lambda function policy is updated to allow public invocation. This rule detects use of the AddPermission API where the Principal is set to "*", enabling any AWS account to invoke the function. Adversaries may abuse this configuration to establish persistence, create a covert execution path, or operate a function as an unauthenticated backdoor. Public invocation is rarely required outside very specific workloads and should be considered high-risk when performed unexpectedly.

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7

AWS RDS DB Instance or Cluster Password Modified

Identifies the modification of the master password for an AWS RDS DB instance or cluster. Changing the master password is a legitimate recovery action when access is lost, but adversaries with sufficient permissions may modify it to regain access, establish persistence, bypass existing controls, or escalate privileges within a compromised environment. Because RDS does not expose the password in API responses, this operation can meaningfully alter access pathways to sensitive data stores.

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8

AWS RDS DB Instance Made Public

Identifies the creation or modification of an Amazon RDS DB instance or cluster where the "publiclyAccessible" attribute is set to "true". Publicly accessible RDS instances expose a network endpoint on the public internet, which may allow unauthorized access if combined with overly permissive security groups, weak authentication, or misconfigured IAM policies. Adversaries may enable public access on an existing instance, or create a new publicly accessible instance, to establish persistence, move data outside of controlled network boundaries, or bypass internal access controls.

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8

AWS Route 53 Domain Transfer Lock Disabled

Identifies when the transfer lock on an AWS Route 53 domain is disabled. The transfer lock protects domains from being moved to another registrar or AWS account without authorization. Disabling this lock removes an important safeguard against domain hijacking. Adversaries who gain access to domain-management permissions may disable the lock as a precursor to unauthorized domain transfer, takeover, or service disruption.

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212

AWS Route 53 Private Hosted Zone Associated With a VPC

Identifies when an AWS Route 53 private hosted zone is associated with a new Virtual Private Cloud (VPC). Private hosted zones restrict DNS resolution to specific VPCs, and associating additional VPCs expands the scope of what networks can resolve internal DNS records. Adversaries with sufficient permissions may associate unauthorized VPCs to intercept, observe, or reroute internal traffic, establish persistence, or expand their visibility within an AWS environment.

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212

AWS EC2 Route Table Created

Identifies when an EC2 Route Table has been created. Route tables can be used by attackers to disrupt network traffic, reroute communications, or maintain persistence in a compromised environment. This is a New Terms rule that detects the first instance of this behavior by a user or role.

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213

AWS Sensitive IAM Operations Performed via CloudShell

Identifies sensitive AWS IAM operations performed via AWS CloudShell based on the user agent string. CloudShell is a browser-based shell that provides command-line access to AWS resources directly from the AWS Management Console. While convenient for administrators, CloudShell access from compromised console sessions can enable attackers to perform privileged operations without installing tools or using programmatic credentials. This rule detects high-risk actions such as creating IAM users, access keys, roles, or attaching policies when initiated from CloudShell, which may indicate post-compromise credential harvesting or privilege escalation activity.

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2

AWS STS AssumeRole with New MFA Device

Identifies when a user has assumed a role using a new MFA device. Users can assume a role to obtain temporary credentials and access AWS resources using the AssumeRole API of AWS Security Token Service (STS). While a new MFA device is not always indicative of malicious behavior it should be verified as adversaries can use this technique for persistence and privilege escalation.

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7

AWS IAM SAML Provider Updated

Detects when an AWS IAM SAML provider is updated, which manages federated authentication between AWS and external identity providers (IdPs). Adversaries with administrative access may modify a SAML provider’s metadata or certificate to redirect authentication flows, enable unauthorized federation, or escalate privileges through identity trust manipulation. Because SAML providers underpin single sign-on (SSO) access for users and applications, unauthorized modifications may allow persistent or covert access even after credentials are revoked. Monitoring "UpdateSAMLProvider" API activity is critical to detect potential compromise of federated trust relationships.

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213

AWS STS Role Assumption by Service

Identifies when a service has assumed a role in AWS Security Token Service (STS). Services can assume a role to obtain temporary credentials and access AWS resources. Adversaries can use this technique for credential access and privilege escalation. This is a New Terms rule that identifies when a service assumes a role in AWS Security Token Service (STS) to obtain temporary credentials and access AWS resources. While often legitimate, adversaries may use this technique for unauthorized access, privilege escalation, or lateral movement within an AWS environment.

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215

AWS STS Role Assumption by User

Identifies when a user or role has assumed a role in AWS Security Token Service (STS). Users can assume a role to obtain temporary credentials and access AWS resources. Adversaries can use this technique for credential access and privilege escalation. This is a New Terms rule that identifies when a user assumes a role in AWS Security Token Service (STS) to obtain temporary credentials and access AWS resources. While often legitimate, adversaries may use this technique for unauthorized access, privilege escalation, or lateral movement within an AWS environment.

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8

AWS STS AssumeRoot by Rare User and Member Account

Identifies when the STS AssumeRoot action is performed by a rare user in AWS. The AssumeRoot action allows users to assume the root member account role, granting elevated but specific permissions based on the task policy specified. Adversaries who have compromised user credentials can use this technique to escalate privileges and gain unauthorized access to AWS resources. This is a New Terms rule that identifies when the STS AssumeRoot action is performed by a user that rarely assumes this role against a specific member account.

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7

AWS STS Role Chaining

Identifies role chaining activity. Role chaining is when you use one assumed role to assume a second role through the AWS CLI or API. While this a recognized functionality in AWS, role chaining can be abused for privilege escalation if the subsequent assumed role provides additional privileges. Role chaining can also be used as a persistence mechanism as each AssumeRole action results in a refreshed session token with a 1 hour maximum duration. This is a new terms rule that looks for the first occurance of one role (aws.cloudtrail.user_identity.session_context.session_issuer.arn) assuming another (aws.cloudtrail.resources.arn).

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5

Entra ID Sharepoint or OneDrive Accessed by Unusual Client

Identifies when an application accesses SharePoint Online or OneDrive for Business for the first time in the tenant within a specified timeframe. This detects successful OAuth phishing campaigns, illicit consent grants, or compromised third-party applications gaining initial access to file storage. Adversaries often use malicious OAuth applications or phishing techniques to gain consent from users, allowing persistent access to organizational data repositories without traditional credential theft.

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5

Microsoft Graph Request Email Access by Unusual User and Client

Identifies access to email resources via Microsoft Graph API using an first-party application on behalf of a user principal. This behavior may indicate an adversary using a phished OAuth refresh token or a Primary Refresh Token (PRT) to access email resources. The pattern includes requests to Microsoft Graph API endpoints related to email, such as /me/mailFolders/inbox/messages or /users/{user_id}/messages, using a public client application ID and a user principal object ID. This is a New Terms rule that only signals if the application ID and user principal object ID have not been seen doing this activity in the last 14 days.

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5

Entra ID OAuth Device Code Flow with Concurrent Sign-ins

Identifies Entra ID device code authentication flows where multiple user agents are observed within the same session. This pattern is indicative of device code phishing, where an attacker’s polling client (e.g., Python script) and the victim’s browser both appear in the same authentication session. In legitimate device code flows, the user authenticates via browser while the requesting application polls for tokens - when these have distinctly different user agents (e.g., Python Requests vs Chrome), it may indicate the code was phished and redeemed by an attacker.

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5

Azure Service Principal Sign-In Followed by Arc Cluster Credential Access

Detects when a service principal authenticates to Microsoft Entra ID and then lists credentials for an Azure Arc-connected Kubernetes cluster within a short time window. The listClusterUserCredential action retrieves tokens that enable kubectl access through the Arc Cluster Connect proxy. This sequence (service principal sign-in followed by Arc credential retrieval), represents the exact attack chain used by adversaries with stolen service principal secrets to establish a proxy tunnel into Kubernetes clusters. Service principals that authenticate externally (as opposed to managed identities) and immediately access Arc cluster credentials warrant investigation, particularly when the sign-in originates from an unexpected location or ASN.

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2

Entra ID Concurrent Sign-in with Suspicious Properties

Identifies concurrent azure signin events for the same user and from multiple sources, and where one of the authentication event has some suspicious properties often associated to DeviceCode and OAuth phishing. Adversaries may steal Refresh Tokens (RTs) via phishing to bypass multi-factor authentication (MFA) and gain unauthorized access to Azure resources.

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7

Azure Key Vault Excessive Secret or Key Retrieved

Identifies excessive secret or key retrieval operations from Azure Key Vault. This rule detects when a user principal retrieves secrets or keys from Azure Key Vault multiple times within a short time frame, which may indicate potential abuse or unauthorized access attempts. The rule focuses on high-frequency retrieval operations that deviate from normal user behavior, suggesting possible credential harvesting or misuse of sensitive information.

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8

Azure VNet Full Network Packet Capture Enabled

Identifies potential full network packet capture in Azure. Packet Capture is an Azure Network Watcher feature that can be used to inspect network traffic. This feature can potentially be abused to read sensitive data from unencrypted internal traffic.

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109

Azure Automation Runbook Deleted

Identifies when an Azure Automation runbook is deleted. An adversary may delete an Azure Automation runbook in order to disrupt their target’s automated business operations or to remove a malicious runbook for defense evasion.

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107

Azure Event Hub Deleted

Identifies an Event Hub deletion in Azure. An Event Hub is an event processing service that ingests and processes large volumes of events and data. An adversary may delete an Event Hub in an attempt to evade detection.

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108

Azure Kubernetes Services (AKS) Kubernetes Events Deleted

Identifies when events are deleted in Azure Kubernetes. Kubernetes events are objects that log any state changes. Example events are a container creation, an image pull, or a pod scheduling on a node. An adversary may delete events in Azure Kubernetes in an attempt to evade detection.

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108

Azure VNet Network Watcher Deleted

Identifies the deletion of a Network Watcher in Azure. Network Watchers are used to monitor, diagnose, view metrics, and enable or disable logs for resources in an Azure virtual network. An adversary may delete a Network Watcher in an attempt to evade defenses.

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108

Azure Diagnostic Settings Alert Suppression Rule Created or Modified

Identifies the creation of suppression rules in Azure. Suppression rules are a mechanism used to suppress alerts previously identified as false positives or too noisy to be in production. This mechanism can be abused or mistakenly configured, resulting in defense evasions and loss of security visibility.

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108

Azure Automation Runbook Created or Modified

Identifies when an Azure Automation runbook is created or modified. An adversary may create or modify an Azure Automation runbook to execute malicious code and maintain persistence in their target’s environment.

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107

Azure Storage Blob Retrieval via AzCopy

Identifies successful GetBlob operations on Azure Storage Accounts using AzCopy user agent with SAS token authentication. AzCopy is a command-line utility for copying data to and from Azure Storage. While legitimate for data migration, adversaries may abuse AzCopy with compromised SAS tokens to exfiltrate data from Azure Storage Accounts. This rule detects the first occurrence of GetBlob operations from a specific storage account using this pattern.

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2

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.

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108

Azure Resource Group Deleted

Identifies the deletion of a resource group in Azure, which includes all resources within the group. Deletion is permanent and irreversible. An adversary may delete a resource group in an attempt to evade defenses or intentionally destroy data.

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108

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 and source IP, this rule avoids false positives from backend services and CI/CD pipelines that rotate IPs but maintain consistent identity-to-IP patterns over time.

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2

Entra ID Actor Token User Impersonation Abuse

Identifies potential abuse of actor tokens in Microsoft Entra ID audit logs. Actor tokens are undocumented backend mechanisms used by Microsoft for service-to-service (S2S) operations, allowing services to perform actions on behalf of users. These tokens appear in logs with the service’s display name but the impersonated user’s UPN. While some legitimate Microsoft operations use actor tokens, unexpected usage may indicate exploitation of CVE-2025-55241, which allowed unauthorized access to Azure AD Graph API across tenants before being patched by Microsoft.

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6

Entra ID OAuth Device Code Grant by Microsoft Authentication Broker

Identifies device code authentication with an Azure broker client for Entra ID. Adversaries abuse Primary Refresh Tokens (PRTs) to bypass multi-factor authentication (MFA) and gain unauthorized access to Azure resources. PRTs are used in Conditional Access policies to enforce device-based controls. Compromising PRTs allows attackers to bypass these policies and gain unauthorized access. This rule detects successful sign-ins using device code authentication with the Entra ID broker client application ID (29d9ed98-a469-4536-ade2-f981bc1d605e).

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7

Entra ID External Guest User Invited

Identifies an invitation to an external user in Azure Active Directory (AD). Azure AD is extended to include collaboration, allowing you to invite people from outside your organization to be guest users in your cloud account. Unless there is a business need to provision guest access, it is best practice avoid creating guest users. Guest users could potentially be overlooked indefinitely leading to a potential vulnerability.

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108

Entra ID Service Principal Federated Credential Authentication by Unusual Client

Identifies when a service principal authenticates using a federated identity credential for the first time in the historical window. This indicates that Entra ID validated a JWT token potentially against an external OIDC identity provider and issued an access token. While legitimate for CI/CD workflows (GitHub Actions, Azure DevOps), adversaries may abuse this by configuring rogue identity providers (BYOIDP) to authenticate as compromised applications. First-time federated credential usage for a service principal warrants investigation to determine if the external identity provider is legitimate.

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2

Entra ID OAuth Device Code Grant by Unusual User

Identifies when a user is observed for the first time authenticating using the device code authentication workflow. This authentication workflow can be abused by attackers to phish users and steal access tokens to impersonate the victim. By its very nature, device code should only be used when logging in to devices without keyboards, where it is difficult to enter emails and passwords. This rule only applies to Entra ID user types and detects new users leveraging this flow.

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9

Entra ID OAuth User Impersonation to Microsoft Graph

Identifies potential session hijacking or token replay in Microsoft Entra ID. This rule detects cases where a user signs in and subsequently accesses Microsoft Graph from a different IP address using the same session ID. This may indicate a successful OAuth phishing attack, session hijacking, or token replay attack, where an adversary has stolen a session cookie or refresh/access token and is impersonating the user from an alternate host or location.

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9

Entra ID Illicit Consent Grant via Registered Application

Identifies an illicit consent grant request on-behalf-of a registered Entra ID application. Adversaries may create and register an application in Microsoft Entra ID for the purpose of requesting user consent to access resources. This is accomplished by tricking a user into granting consent to the application, typically via a pre-made phishing URL. This establishes an OAuth grant that allows the malicious client applocation to access resources on-behalf-of the user.

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220

Entra ID OAuth Authorization Code Grant for Unusual User, App, and Resource

Identifies the first occurrence of an OAuth 2.0 authorization code grant flow for a specific combination of client application, target resource, and user principal in Microsoft Entra ID. Developer tools like Azure CLI, Visual Studio Code, and Azure PowerShell accessing Microsoft Graph or legacy Azure AD are flagged for infrequent or first time usage by a user. Additionally, any FOCI (Family of Client IDs) application accessing the deprecated Windows Azure Active Directory for the first time is flagged since this resource is rarely accessed legitimately. This pattern is indicative of OAuth phishing attacks like ConsentFix, where attackers steal authorization codes and exchange them for tokens from attacker controlled infrastructure.

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3

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 Directory resource is flagged since this API is rarely used legitimately and attackers target it for stealth. First-party apps are trusted by default in all tenants and cannot be blocked, making them ideal for OAuth phishing attacks.

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7

Entra ID Protection Alerts for User Detected

Identifies more than two Microsoft Entra ID Protection alerts associated to the user principal in a short time period. Microsoft Entra ID Protection alerts are triggered by suspicious sign-in activity, such as anomalous IP addresses, risky sign-ins, or other risk detections. Multiple alerts in a short time frame may indicate an ongoing attack or compromised account.

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4

Entra ID Protection Admin Confirmed Compromise

Identifies when an administrator has manually confirmed a user or sign-in as compromised in Microsoft Entra ID Protection. This indicates that an administrator has reviewed the risk detection and determined that the user account or sign-in activity is definitively compromised. This is a high-confidence indicator of account compromise and should be investigated immediately.

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2

Entra ID User Sign-in with Unusual Client

Detects rare non-interactive sign-ins where an Entra ID client application authenticates on behalf of a principal user using an application (client) ID that is not commonly associated with that user’s historical sign-in behavior. Adversaries with stolen credentials or OAuth tokens may abuse Entra ID–managed or first-party client IDs to perform on-behalf-of (OBO) authentication, blending into legitimate cloud traffic while avoiding traditional interactive sign-in flows. This technique is commonly observed in OAuth phishing, token theft, and access broker operations, and may precede lateral movement, persistence, or data access via Microsoft Graph or other cloud resources. The rule uses a New Terms approach to identify first-seen combinations of the UPN and Client ID within a defined history window, helping surface unexpected client usage that may indicate compromised identities, malicious automation, or unauthorized application impersonation.

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6

Entra ID User Sign-in with Unusual Authentication Type

Identifies rare instances of authentication requirements for Azure Entra ID principal users. An adversary with stolen credentials may attempt to authenticate with unusual authentication requirements, which is a rare event and may indicate an attempt to bypass conditional access policies (CAP) and multi-factor authentication (MFA) requirements. The authentication requirements specified may not be commonly used by the user based on their historical sign-in activity.

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7

Entra ID Service Principal with Unusual Source ASN

Identifies Entra ID service principal sign-ins where the workload identity and source autonomous system number (ASN) together have not appeared in recent history. Attackers who obtain application secrets or tokens often authenticate from unfamiliar hosting providers, residential or VPN egress, or networks outside normal automation footprints, which can precede data access, lateral movement, or ransomware activity in the tenant. The detection emphasizes first-seen network context for non-interactive workload identities.

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2

Entra ID OAuth Flow by Microsoft Authentication Broker to Device Registration Service (DRS)

Identifies separate OAuth authorization flows in Microsoft Entra ID where the same user principal and session ID are observed across multiple IP addresses within a 5-minute window. These flows involve the Microsoft Authentication Broker (MAB) as the client application and the Device Registration Service (DRS) as the target resource. This pattern is highly indicative of OAuth phishing activity, where an adversary crafts a legitimate Microsoft login URL to trick a user into completing authentication and sharing the resulting authorization code, which is then exchanged for an access and refresh token by the attacker.

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8

Entra ID OAuth ROPC Grant Login Detected

Detects unusual resource owner password credential (ROPC) login attempts by a user principal in Microsoft Entra ID. ROPC is a legacy authentication flow that allows applications to obtain tokens by directly providing user credentials. This method is less secure and can be exploited by adversaries to gain access to user accounts without requiring multi-factor authentication (MFA), especially during enumeration or password spraying. This is a New Terms rule that identifies when user principals are involved in ROPC login attempts, not seen before in the last 10 days, indicating potential abuse or unusual activity.

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3

Entra ID User Reported Suspicious Activity

Identifies suspicious activity reported by users in Microsoft Entra ID where users have reported suspicious activity related to their accounts, which may indicate potential compromise or unauthorized access attempts. Reported suspicious activity typically occurs during the authentication process and may involve various authentication methods, such as password resets, account recovery, or multi-factor authentication challenges. Adversaries may attempt to exploit user accounts by leveraging social engineering techniques or other methods to gain unauthorized access to sensitive information or resources.

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5

Microsoft Graph Request User Impersonation by Unusual Client

This New Terms rule focuses on the first occurrence of a client application ID (azure.graphactivitylogs.properties.app_id) making a request to Microsoft Graph API for a specific tenant ID (azure.tenant_id) and user principal object ID (azure.graphactivitylogs.properties.user_principal_object_id). This rule may helps identify unauthorized access or actions performed by compromised accounts. Advesaries may succesfully compromise a user’s credentials and use the Microsoft Graph API to access resources or perform actions on behalf of the user.

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7

Entra ID Application Credential Modified

Identifies when a new credential is added to an application in Azure. An application may use a certificate or secret string to prove its identity when requesting a token. Multiple certificates and secrets can be added for an application and an adversary may abuse this by creating an additional authentication method to evade defenses or persist in an environment.

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108

Entra ID Conditional Access Policy (CAP) Modified

Identifies a modification to a conditional access policy (CAP) in Microsoft Entra ID. Adversaries may modify existing CAPs to loosen access controls and maintain persistence in the environment with a compromised identity or entity.

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109

Entra ID Global Administrator Role Assigned

In Microsoft Entra ID, permissions to manage resources are assigned using roles. The Global Administrator is a role that enables users to have access to all administrative features in Microsoft Entra ID and services that use Microsoft Entra ID identities like the Microsoft 365 Defender portal, the Microsoft 365 compliance center, Exchange, SharePoint Online, and Skype for Business Online. Attackers can add users as Global Administrators to maintain access and manage all subscriptions and their settings and resources. They can also elevate privilege to User Access Administrator to pivot into Azure resources.

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107

Entra ID MFA Disabled for User

Identifies when multi-factor authentication (MFA) is disabled for an Entra ID user account. An adversary may disable MFA for a user account in order to weaken the authentication requirements for the account.

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110

Entra ID Global Administrator Role Assigned (PIM User)

Identifies an Azure Active Directory (AD) Global Administrator role addition to a Privileged Identity Management (PIM) user account. PIM is a service that enables you to manage, control, and monitor access to important resources in an organization. Users who are assigned to the Global administrator role can read and modify any administrative setting in your Azure AD organization.

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108

Entra ID Privileged Identity Management (PIM) Role Modified

Azure Active Directory (AD) Privileged Identity Management (PIM) is a service that enables you to manage, control, and monitor access to important resources in an organization. PIM can be used to manage the built-in Azure resource roles such as Global Administrator and Application Administrator. An adversary may add a user to a PIM role in order to maintain persistence in their target’s environment or modify a PIM role to weaken their target’s security controls.

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110

Entra ID OAuth PRT Issuance to Non-Managed Device Detected

Identifies when a user signs in with a refresh token using the Microsoft Authentication Broker (MAB) client, followed by a Primary Refresh Token (PRT) sign-in from the same device within 1 hour from an unmanaged device. This pattern may indicate that an attacker has successfully registered a device using ROADtx and transitioned from short-term token access to long-term persistent access via PRTs. Excluding access to the Device Registration Service (DRS) ensures the PRT is being used beyond registration, often to access Microsoft 365 resources like Outlook or SharePoint.

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4

Entra ID Service Principal Credentials Created by Unusual User

Identifies when new Service Principal credentials have been added in Microsoft Entra ID. In most organizations, credentials will be added to service principals infrequently. Hijacking an application (by adding a rogue secret or certificate) with granted permissions will allow the attacker to access data that is normally protected by MFA requirements.

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109

Entra ID ADRS Token Request by Microsoft Authentication Broker

Detects suspicious OAuth 2.0 token requests where the Microsoft Authentication Broker (29d9ed98-a469-4536-ade2-f981bc1d605e) requests access to the Device Registration Service (01cb2876-7ebd-4aa4-9cc9-d28bd4d359a9) on behalf of a user principal. The presence of the adrs_access scope in the authentication processing details suggests an attempt to access ADRS, which is atypical for standard user sign-ins. This behavior may reflect an effort to abuse device registration for unauthorized persistence, such as acquiring a Primary Refresh Token (PRT) or establishing a trusted session.

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3

Entra ID Unusual Cloud Device Registration

Detects a sequence of events in Microsoft Entra ID indicative of suspicious cloud-based device registration via automated tooling like ROADtools or similar frameworks. This behavior involves adding a device via the Device Registration Service, followed by the assignment of registered users and owners — a pattern consistent with techniques used to establish persistence or acquire a Primary Refresh Token (PRT). ROADtools and similar tooling leave distinct telemetry signatures such as the Microsoft.OData.Client user agent. These sequences are uncommon in typical user behavior and may reflect abuse of device trust for session hijacking or silent token replay.

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4

Entra ID User Added as Registered Application Owner

Identifies when a user is added as an owner for an Azure application. An adversary may add a user account as an owner for an Azure application in order to grant additional permissions and modify the application’s configuration using another account.

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108

Entra ID User Added as Service Principal Owner

Identifies when a user is added as an owner for an Azure service principal. The service principal object defines what the application can do in the specific tenant, who can access the application, and what resources the app can access. A service principal object is created when an application is given permission to access resources in a tenant. An adversary may add a user account as an owner for a service principal and use that account in order to define what an application can do in the Azure AD tenant.

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108

Azure Event Hub Authorization Rule Created or Updated

Identifies when an Event Hub Authorization Rule is created or updated in Azure. An authorization rule is associated with specific rights, and carries a pair of cryptographic keys. When you create an Event Hubs namespace, a policy rule named RootManageSharedAccessKey is created for the namespace. This has manage permissions for the entire namespace and it’s recommended that you treat this rule like an administrative root account and don’t use it in your application.

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108

Entra ID External Authentication Methods (EAM) Modified

Identifies when an external authentication method (EAM) is added or modified in Entra ID. EAM may allow adversaries to bypass multi-factor authentication (MFA) requirements, potentially leading to unauthorized access to user accounts and sensitive resources by using bring-your-own IdP (BYOIDP) methods.

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3

Entra ID Protection User Alert and Device Registration

Identifies sequence of events where a Microsoft Entra ID protection alert is followed by an attempt to register a new device by the same user principal. This behavior may indicate an adversary using a compromised account to register a device, potentially leading to unauthorized access to resources or persistence in the environment.

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3

Azure RBAC Built-In Administrator Roles Assigned

Identifies when a user is assigned a built-in administrator role in Azure RBAC (Role-Based Access Control). These roles provide significant privileges and can be abused by attackers for lateral movement, persistence, or privilege escalation. The privileged built-in administrator roles include Owner, Contributor, User Access Administrator, Azure File Sync Administrator, Reservations Administrator, and Role Based Access Control Administrator.

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2

Entra ID Elevated Access to User Access Administrator

Identifies when a user has elevated their access to User Access Administrator for their Azure Resources. The User Access Administrator role allows users to manage user access to Azure resources, including the ability to assign roles and permissions. Adversaries may target an Entra ID Global Administrator or other privileged role to elevate their access to User Access Administrator, which can lead to further privilege escalation and unauthorized access to sensitive resources. This is a New Terms rule that only signals if the user principal name has not been seen doing this activity in the last 14 days.

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4

Entra ID Domain Federation Configuration Change

Detects when domain federation settings are configured or modified in an Entra ID tenant via the Microsoft Graph API. Adversaries with Global Administrator or Domain Administrator privileges may add a custom domain, verify ownership, and configure it to federate authentication with an attacker-controlled identity provider. Once federated, the adversary can forge SAML or WS-Federation tokens to authenticate as any user under that domain, bypassing MFA and conditional access policies. This technique, commonly known as Golden SAML, was used by UNC2452 (APT29) during the SolarWinds campaign for persistent, stealthy access to victim tenants.

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2

Azure Kubernetes Services (AKS) Kubernetes Rolebindings Created

Identifies the creation of role binding or cluster role bindings. You can assign these roles to Kubernetes subjects (users, groups, or service accounts) with role bindings and cluster role bindings. An adversary who has permissions to create bindings and cluster-bindings in the cluster can create a binding to the cluster-admin ClusterRole or to other high privileges roles.

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108

Statistical Model Detected C2 Beaconing Activity

A statistical model has identified command-and-control (C2) beaconing activity. Beaconing can help attackers maintain stealthy communication with their C2 servers, receive instructions and payloads, exfiltrate data and maintain persistence in a network.

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10

Statistical Model Detected C2 Beaconing Activity with High Confidence

A statistical model has identified command-and-control (C2) beaconing activity with high confidence. Beaconing can help attackers maintain stealthy communication with their C2 servers, receive instructions and payloads, exfiltrate data and maintain persistence in a network.

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9

CyberArk Privileged Access Security Recommended Monitor

Identifies the occurrence of a CyberArk Privileged Access Security (PAS) non-error level audit event which is recommended for monitoring by the vendor. The event.code correlates to the CyberArk Vault Audit Action Code.

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106

Potential Data Exfiltration Activity to an Unusual Destination Port

A machine learning job has detected data exfiltration to a particular destination port. Data transfer patterns that are outside the normal traffic patterns of an organization could indicate exfiltration over command and control channels.

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8

Spike in Bytes Sent to an External Device

A machine learning job has detected high bytes of data written to an external device. In a typical operational setting, there is usually a predictable pattern or a certain range of data that is written to external devices. An unusually large amount of data being written is anomalous and can signal illicit data copying or transfer activities.

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8

Spike in Bytes Sent to an External Device via Airdrop

A machine learning job has detected high bytes of data written to an external device via Airdrop. In a typical operational setting, there is usually a predictable pattern or a certain range of data that is written to external devices. An unusually large amount of data being written is anomalous and can signal illicit data copying or transfer activities.

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8

Unusual Process Writing Data to an External Device

A machine learning job has detected a rare process writing data to an external device. Malicious actors often use benign-looking processes to mask their data exfiltration activities. The discovery of such a process that has no legitimate reason to write data to external devices can indicate exfiltration.

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8

Machine Learning Detected DGA activity using a known SUNBURST DNS domain

A supervised machine learning model has identified a DNS question name that used by the SUNBURST malware and is predicted to be the result of a Domain Generation Algorithm.

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10

Potential DGA Activity

A population analysis machine learning job detected potential DGA (domain generation algorithm) activity. Such activity is often used by malware command and control (C2) channels. This machine learning job looks for a source IP address making DNS requests that have an aggregate high probability of being DGA activity.

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9

Machine Learning Detected a DNS Request With a High DGA Probability Score

A supervised machine learning model has identified a DNS question name with a high probability of sourcing from a Domain Generation Algorithm (DGA), which could indicate command and control network activity.

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9

Machine Learning Detected a DNS Request Predicted to be a DGA Domain

A supervised machine learning model has identified a DNS question name that is predicted to be the result of a Domain Generation Algorithm (DGA), which could indicate command and control network activity.

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9

Potential Persistence via File Modification

This rule leverages the File Integrity Monitoring (FIM) integration to detect file modifications of files that are commonly used for persistence on Linux systems. The rule detects modifications to files that are commonly used for cron jobs, systemd services, message-of-the-day (MOTD), SSH configurations, shell configurations, runtime control, init daemon, passwd/sudoers/shadow files, Systemd udevd, and XDG/KDE autostart entries. To leverage this rule, the paths specified in the query need to be added to the FIM policy in the Elastic Security app.

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11

GCP Pub/Sub Subscription Creation

Identifies the creation of a subscription in Google Cloud Platform (GCP). In GCP, the publisher-subscriber relationship (Pub/Sub) is an asynchronous messaging service that decouples event-producing and event-processing services. A subscription is a named resource representing the stream of messages to be delivered to the subscribing application.

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109

GCP Pub/Sub Topic Creation

Identifies the creation of a topic in Google Cloud Platform (GCP). In GCP, the publisher-subscriber relationship (Pub/Sub) is an asynchronous messaging service that decouples event-producing and event-processing services. A topic is used to forward messages from publishers to subscribers.

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109

GCP Firewall Rule Creation

Identifies when a firewall rule is created in Google Cloud Platform (GCP) for Virtual Private Cloud (VPC) or App Engine. These firewall rules can be configured to allow or deny connections to or from virtual machine (VM) instances or specific applications. An adversary may create a new firewall rule in order to weaken their target’s security controls and allow more permissive ingress or egress traffic flows for their benefit.

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108

GCP Firewall Rule Deletion

Identifies when a firewall rule is deleted in Google Cloud Platform (GCP) for Virtual Private Cloud (VPC) or App Engine. These firewall rules can be configured to allow or deny connections to or from virtual machine (VM) instances or specific applications. An adversary may delete a firewall rule in order to weaken their target’s security controls.

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108

GCP Firewall Rule Modification

Identifies when a firewall rule is modified in Google Cloud Platform (GCP) for Virtual Private Cloud (VPC) or App Engine. These firewall rules can be modified to allow or deny connections to or from virtual machine (VM) instances or specific applications. An adversary may modify an existing firewall rule in order to weaken their target’s security controls and allow more permissive ingress or egress traffic flows for their benefit.

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108

GCP Logging Bucket Deletion

Identifies a Logging bucket deletion in Google Cloud Platform (GCP). Log buckets are containers that store and organize log data. A deleted bucket stays in a pending state for 7 days, and Logging continues to route logs to the bucket during that time. To stop routing logs to a deleted bucket, you can delete the log sinks that have the bucket as their destination, or modify the filter for the sinks to stop it from routing logs to the deleted bucket. An adversary may delete a log bucket to evade detection.

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108

GCP Logging Sink Deletion

Identifies a Logging sink deletion in Google Cloud Platform (GCP). Every time a log entry arrives, Logging compares the log entry to the sinks in that resource. Each sink whose filter matches the log entry writes a copy of the log entry to the sink’s export destination. An adversary may delete a Logging sink to evade detection.

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108

GCP Pub/Sub Subscription Deletion

Identifies the deletion of a subscription in Google Cloud Platform (GCP). In GCP, the publisher-subscriber relationship (Pub/Sub) is an asynchronous messaging service that decouples event-producing and event-processing services. A subscription is a named resource representing the stream of messages to be delivered to the subscribing application.

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108

GCP Pub/Sub Topic Deletion

Identifies the deletion of a topic in Google Cloud Platform (GCP). In GCP, the publisher-subscriber relationship (Pub/Sub) is an asynchronous messaging service that decouples event-producing and event-processing services. A publisher application creates and sends messages to a topic. Deleting a topic can interrupt message flow in the Pub/Sub pipeline.

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108

GCP Storage Bucket Configuration Modification

Identifies when the configuration is modified for a storage bucket in Google Cloud Platform (GCP). An adversary may modify the configuration of a storage bucket in order to weaken the security controls of their target’s environment.

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108

GCP Storage Bucket Permissions Modification

Identifies when the Identity and Access Management (IAM) permissions are modified for a Google Cloud Platform (GCP) storage bucket. An adversary may modify the permissions on a storage bucket to weaken their target’s security controls or an administrator may inadvertently modify the permissions, which could lead to data exposure or loss.

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108

GCP Virtual Private Cloud Network Deletion

Identifies when a Virtual Private Cloud (VPC) network is deleted in Google Cloud Platform (GCP). A VPC network is a virtual version of a physical network within a GCP project. Each VPC network has its own subnets, routes, and firewall, as well as other elements. An adversary may delete a VPC network in order to disrupt their target’s network and business operations.

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108

GCP Virtual Private Cloud Route Creation

Identifies when a virtual private cloud (VPC) route is created in Google Cloud Platform (GCP). Google Cloud routes define the paths that network traffic takes from a virtual machine (VM) instance to other destinations. These destinations can be inside a Google VPC network or outside it. An adversary may create a route in order to impact the flow of network traffic in their target’s cloud environment.

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108

GCP Virtual Private Cloud Route Deletion

Identifies when a Virtual Private Cloud (VPC) route is deleted in Google Cloud Platform (GCP). Google Cloud routes define the paths that network traffic takes from a virtual machine (VM) instance to other destinations. These destinations can be inside a Google VPC network or outside it. An adversary may delete a route in order to impact the flow of network traffic in their target’s cloud environment.

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108

GCP Logging Sink Modification

Identifies a modification to a Logging sink in Google Cloud Platform (GCP). Logging compares the log entry to the sinks in that resource. Each sink whose filter matches the log entry writes a copy of the log entry to the sink’s export destination. An adversary may update a Logging sink to exfiltrate logs to a different export destination.

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108

GCP IAM Custom Role Creation

Identifies an Identity and Access Management (IAM) custom role creation in Google Cloud Platform (GCP). Custom roles are user-defined, and allow for the bundling of one or more supported permissions to meet specific needs. Custom roles will not be updated automatically and could lead to privilege creep if not carefully scrutinized.

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108

GCP IAM Service Account Key Deletion

Identifies the deletion of an Identity and Access Management (IAM) service account key in Google Cloud Platform (GCP). Each service account is associated with two sets of public/private RSA key pairs that are used to authenticate. If a key is deleted, the application will no longer be able to access Google Cloud resources using that key. A security best practice is to rotate your service account keys regularly.

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108

GCP Service Account Key Creation

Identifies when a new key is created for a service account in Google Cloud Platform (GCP). A service account is a special type of account used by an application or a virtual machine (VM) instance, not a person. Applications use service accounts to make authorized API calls, authorized as either the service account itself, or as G Suite or Cloud Identity users through domain-wide delegation. If private keys are not tracked and managed properly, they can present a security risk. An adversary may create a new key for a service account in order to attempt to abuse the permissions assigned to that account and evade detection.

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108

GCP Service Account Creation

Identifies when a new service account is created in Google Cloud Platform (GCP). A service account is a special type of account used by an application or a virtual machine (VM) instance, not a person. Applications use service accounts to make authorized API calls, authorized as either the service account itself, or as G Suite or Cloud Identity users through domain-wide delegation. If service accounts are not tracked and managed properly, they can present a security risk. An adversary may create a new service account to use during their operations in order to avoid using a standard user account and attempt to evade detection.

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108

GitHub App Deleted

Detects the deletion of a GitHub app either from a repo or an organization.

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208

High Number of Cloned GitHub Repos From PAT

Detects a high number of unique private repo clone events originating from a single personal access token within a short time period.

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208

New GitHub App Installed

This rule detects when a new GitHub App has been installed in your organization account. GitHub Apps extend GitHub’s functionality both within and outside of GitHub. When an app is installed it is granted permissions to read or modify your repository and organization data. Only trusted apps should be installed and any newly installed apps should be investigated to verify their legitimacy. Unauthorized app installation could lower your organization’s security posture and leave you exposed for future attacks.

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208

GitHub Exfiltration via High Number of Repository Clones by User

Detects a high number of repository cloning actions by a single user within a short time frame. Adversaries may clone multiple repositories to exfiltrate sensitive data.

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3

Github Activity on a Private Repository from an Unusual IP

Detects when there is activity on a private GitHub repository from an unusual IP address. Adversaries may access private repositories from unfamiliar IPs to exfiltrate sensitive code or data, potentially indicating a compromise or unauthorized access.

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2

High Number of Closed Pull Requests by User

Detects a high number of closed pull requests by a single user within a short time frame. Adversaries may close multiple pull requests to disrupt development workflows or hide malicious changes.

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3

Several Failed Protected Branch Force Pushes by User

Detects a high number of failed force push attempts to protected branches by a single user within a short time frame. Adversaries may attempt multiple force pushes to overwrite commit history on protected branches, potentially leading to data loss or disruption of development workflows.

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3

GitHub Actions Unusual Bot Push to Repository

Detects when the github-actions[bot] pushes code to a repository where it has not performed this behavior before in a certain time window. This may indicate a supply chain attack where malicious code running in a CI workflow attempts to modify repository contents, such as injecting backdoor workflow files.

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2

GitHub Actions Workflow Modification Blocked

Detects when a GitHub Actions workflow attempts to create or modify workflow files in a protected branch but is blocked due to insufficient permissions. This behavior is indicative of a supply chain attack where a malicious package or compromised CI/CD pipeline attempts to inject persistent backdoor workflows into a repository.

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6

New GitHub Self Hosted Action Runner

This rule detects the creation of a self-hosted Github runner from a first time seen user.name in the last 5 days. Adversaries may abuse self-hosted runners to execute workflow jobs on customer infrastructure.

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3

New GitHub Owner Added

Detects when a new member is added to a GitHub organization as an owner. This role provides admin level privileges. Any new owner roles should be investigated to determine it’s validity. Unauthorized owner roles could indicate compromise within your organization and provide unlimited access to data and settings.

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210

New GitHub Personal Access Token (PAT) Added

Detects when a new GitHub Personal Access Token (PAT) is created. Adversaries may create new PATs to maintain persistent access to a compromised account or to escalate privileges within an organization.

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2

GitHub Owner Role Granted To User

This rule detects when a member is granted the organization owner role of a GitHub organization. This role provides admin level privileges. Any new owner role should be investigated to determine its validity. Unauthorized owner roles could indicate compromise within your organization and provide unlimited access to data and settings.

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210

Google Drive Ownership Transferred via Google Workspace

Drive and Docs is a Google Workspace service that allows users to leverage Google Drive and Google Docs. Access to files is based on inherited permissions from the child organizational unit the user belongs to which is scoped by administrators. Typically if a user is removed, their files can be transferred to another user by the administrator. This service can also be abused by adversaries to transfer files to an adversary account for potential exfiltration.

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110

Google Workspace Drive Encryption Key(s) Accessed from Anonymous User

Detects when an external (anonymous) user has viewed, copied or downloaded an encryption key file from a Google Workspace drive. Adversaries may gain access to encryption keys stored in private drives from rogue access links that do not have an expiration. Access to encryption keys may allow adversaries to access sensitive data or authenticate on behalf of users.

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8

Application Removed from Blocklist in Google Workspace

Google Workspace administrators may be aware of malicious applications within the Google marketplace and block these applications for user security purposes. An adversary, with administrative privileges, may remove this application from the explicit block list to allow distribution of the application amongst users. This may also indicate the unauthorized use of an application that had been previously blocked before by a user with admin privileges.

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110

Domain Added to Google Workspace Trusted Domains

Detects when a domain is added to the list of trusted Google Workspace domains. An adversary may add a trusted domain in order to collect and exfiltrate data from their target’s organization with less restrictive security controls.

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209

Google Workspace Bitlocker Setting Disabled

Google Workspace administrators whom manage Windows devices and have Windows device management enabled may also enable BitLocker drive encryption to mitigate unauthorized data access on lost or stolen computers. Adversaries with valid account access may disable BitLocker to access sensitive data on an endpoint added to Google Workspace device management.

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110

First Time Seen Google Workspace OAuth Login from Third-Party Application

Detects the first time a third-party application logs in and authenticated with OAuth. OAuth is used to grant permissions to specific resources and services in Google Workspace. Compromised credentials or service accounts could allow an adversary to authenticate to Google Workspace as a valid user and inherit their privileges.

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10

Google Workspace Restrictions for Marketplace Modified to Allow Any App

Detects when the Google Marketplace restrictions are changed to allow any application for users in Google Workspace. Malicious APKs created by adversaries may be uploaded to the Google marketplace but not installed on devices managed within Google Workspace. Administrators should set restrictions to not allow any application from the marketplace for security reasons. Adversaries may enable any app to be installed and executed on mobile devices within a Google Workspace environment prior to distributing the malicious APK to the end user.

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111

Google Workspace Admin Role Deletion

Detects when a custom admin role is deleted. An adversary may delete a custom admin role in order to impact the permissions or capabilities of system administrators.

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209

Google Workspace MFA Enforcement Disabled

Detects when multi-factor authentication (MFA) enforcement is disabled for Google Workspace users. An adversary may disable MFA enforcement in order to weaken an organization’s security controls.

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211

External User Added to Google Workspace Group

Detects an external Google Workspace user account being added to an existing group. Adversaries may add external user accounts as a means to intercept shared files or emails with that specific group.

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6

Google Workspace Suspended User Account Renewed

Detects when a previously suspended user’s account is renewed in Google Workspace. An adversary may renew a suspended user account to maintain access to the Google Workspace organization with a valid account.

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7

Google Workspace Object Copied to External Drive with App Consent

Detects when a user copies a Google spreadsheet, form, document or script from an external drive. Sequence logic has been added to also detect when a user grants a custom Google application permission via OAuth shortly after. An adversary may send a phishing email to the victim with a Drive object link where "copy" is included in the URI, thus copying the object to the victim’s drive. If a container-bound script exists within the object, execution will require permission access via OAuth in which the user has to accept.

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12

Application Added to Google Workspace Domain

Detects when a Google marketplace application is added to the Google Workspace domain. An adversary may add a malicious application to an organization’s Google Workspace domain in order to maintain a presence in their target’s organization and steal data.

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209

Google Workspace 2SV Policy Disabled

Google Workspace admins may setup 2-step verification (2SV) to add an extra layer of security to user accounts by asking users to verify their identity when they use login credentials. Admins have the ability to enforce 2SV from the admin console as well as the methods acceptable for verification and enrollment period. 2SV requires enablement on admin accounts prior to it being enabled for users within organization units. Adversaries may disable 2SV to lower the security requirements to access a valid account.

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110

Google Workspace Admin Role Assigned to a User

Assigning the administrative role to a user will grant them access to the Google Admin console and grant them administrator privileges which allow them to access and manage various resources and applications. An adversary may create a new administrator account for persistence or apply the admin role to an existing user to carry out further intrusion efforts. Users with super-admin privileges can bypass single-sign on if enabled in Google Workspace.

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210

Google Workspace API Access Granted via Domain-Wide Delegation

Detects when a domain-wide delegation of authority is granted to a service account. Domain-wide delegation can be configured to grant third-party and internal applications to access the data of Google Workspace users. An adversary may configure domain-wide delegation to maintain access to their target’s data.

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210

Google Workspace Custom Admin Role Created

Detects when a custom admin role is created in Google Workspace. An adversary may create a custom admin role in order to elevate the permissions of other user accounts and persist in their target’s environment.

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209

Google Workspace Password Policy Modified

Detects when a Google Workspace password policy is modified. An adversary may attempt to modify a password policy in order to weaken an organization’s security controls.

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209

Google Workspace Role Modified

Detects when a custom admin role or its permissions are modified. An adversary may modify a custom admin role in order to elevate the permissions of other user accounts and persist in their target’s environment.

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209

Google Workspace User Organizational Unit Changed

Users in Google Workspace are typically assigned a specific organizational unit that grants them permissions to certain services and roles that are inherited from this organizational unit. Adversaries may compromise a valid account and change which organizational account the user belongs to which then could allow them to inherit permissions to applications and resources inaccessible prior to.

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110

MFA Disabled for Google Workspace Organization

Detects when multi-factor authentication (MFA) is disabled for a Google Workspace organization. An adversary may attempt to modify a password policy in order to weaken an organization’s security controls.

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209

Kubernetes Secret or ConfigMap Access via Azure Arc Proxy

Detects when secrets or configmaps are accessed, created, modified, or deleted in a Kubernetes cluster by the Azure Arc AAD proxy service account. When operations are routed through the Azure Arc Cluster Connect proxy, the Kubernetes audit log records the acting user as system:serviceaccount:azure-arc:azure-arc-kube-aad-proxy-sa with the actual caller identity in the impersonatedUser field. This pattern indicates that someone is accessing the cluster through the Azure ARM API rather than directly via kubectl against the API server. While legitimate for Arc-managed workflows, adversaries with stolen service principal credentials can abuse Arc Cluster Connect to read, exfiltrate, or modify secrets and configmaps while appearing as the Arc proxy service account in K8s audit logs.

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2

Kubernetes Secret Access via Unusual User Agent

This rule detects when secrets are accessed via an unusual user agent, user name and source IP. Attackers may attempt to access secrets in a Kubernetes cluster to gain access to sensitive information after gaining access to the cluster.

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2

Kubernetes Potential Endpoint Permission Enumeration Attempt by Anonymous User Detected

This rule detects potential endpoint enumeration attempts by an anonymous user. An anonymous user is a user that is not authenticated or authorized to access the Kubernetes API server. By looking for a series of failed API requests, on multiple endpoints, and a limited number of documents, this rule can detect automated permission enumeration attempts. This behavior is uncommon for regular Kubernetes clusters.

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3

Kubernetes Suspicious Self-Subject Review via Unusual User Agent

This rule detects when a service account or node attempts to enumerate their own permissions via the selfsubjectaccessreview or selfsubjectrulesreview APIs via an unusual user agent. This is highly unusual behavior for non-human identities like service accounts and nodes. An adversary may have gained access to credentials/tokens and this could be an attempt to determine what privileges they have to facilitate further movement or execution within the cluster.

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210

Kubernetes Anonymous User Create/Update/Patch Pods Request

This rule detects attempts to create, update, or patch pods by an anonymous user. An anonymous user is a user that is not authenticated or authorized to access the Kubernetes API server. Creating, updating, or patching pods is a common activity for attackers to gain access to the cluster and execute commands.

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2

Kubernetes Forbidden Request from Unusual User Agent

This rule detects when a forbidden request is made from an unusual user agent in a Kubernetes environment. Adversary tooling may use non-standard or unexpected user agents to interact with the Kubernetes API, which can indicate an attempt to evade detection or blend in with legitimate traffic. In combination with a forbidden request, this behavior can suggest an adversary is attempting to exploit vulnerabilities or misconfigurations in the Kubernetes cluster.

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5

Kubernetes Unusual Decision by User Agent

This rule detects unusual request responses in Kubernetes audit logs through the use of the "new_terms" rule type. In production environments, default API requests are typically made by system components or trusted users, who are expected to have a consistent user agent and allowed response annotations. By monitoring for anomalies in the username and response annotations, this rule helps identify potential unauthorized access or misconfigurations in the Kubernetes environment.

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5

Kubernetes Exposed Service Created With Type NodePort

This rule detects an attempt to create or modify a service as type NodePort. The NodePort service allows a user to externally expose a set of labeled pods to the internet. This creates an open port on every worker node in the cluster that has a pod for that service. When external traffic is received on that open port, it directs it to the specific pod through the service representing it. A malicious user can configure a service as type Nodeport in order to intercept traffic from other pods or nodes, bypassing firewalls and other network security measures configured for load balancers within a cluster. This creates a direct method of communication between the cluster and the outside world, which could be used for more malicious behavior and certainly widens the attack surface of your cluster.

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208

Kubernetes Container Created with Excessive Linux Capabilities

This rule detects a container deployed with one or more dangerously permissive Linux capabilities. An attacker with the ability to deploy a container with added capabilities could use this for further execution, lateral movement, or privilege escalation within a cluster. The capabilities detected in this rule have been used in container escapes to the host machine.

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11

Kubernetes Sensitive RBAC Change Followed by Workload Modification

Detects a sequence where a principal creates or modifies a Role/ClusterRole to include high-risk permissions (e.g., wildcard access or escalation verbs) and then creates or patches a workload resource (DaemonSet, Deployment, or CronJob) shortly after, which may indicate RBAC-based privilege escalation followed by payload deployment. This pattern is often used by adversaries to gain unauthorized access to sensitive resources and deploy malicious payloads.

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2

Unusual Kubernetes Sensitive Workload Modification

Detects the creation or modification of several sensitive workloads, such as DaemonSets, Deployments, or CronJobs, by an unusual user agent, source IP and username, which may indicate privilege escalation or unauthorized access within the cluster.

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2

Kubernetes Service Account Modified RBAC Objects

Detects write operations performed by Kubernetes service accounts against RBAC resources (Roles, ClusterRoles, RoleBindings, ClusterRoleBindings). Service accounts typically do not manage RBAC directly; this activity may indicate token abuse, misconfigured permissions, or unauthorized privilege escalation.

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2

High Mean of Process Arguments in an RDP Session

A machine learning job has detected unusually high number of process arguments in an RDP session. Executing sophisticated attacks such as lateral movement can involve the use of complex commands, obfuscation mechanisms, redirection and piping, which in turn increases the number of arguments in a command.

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9

High Mean of RDP Session Duration

A machine learning job has detected unusually high mean of RDP session duration. Long RDP sessions can be used to evade detection mechanisms via session persistence, and might be used to perform tasks such as lateral movement, that might require uninterrupted access to a compromised machine.

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9

Unusual Remote File Size

A machine learning job has detected an unusually high file size shared by a remote host indicating potential lateral movement activity. One of the primary goals of attackers after gaining access to a network is to locate and exfiltrate valuable information. Instead of multiple small transfers that can raise alarms, attackers might choose to bundle data into a single large file transfer.

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9

High Variance in RDP Session Duration

A machine learning job has detected unusually high variance of RDP session duration. Long RDP sessions can be used to evade detection mechanisms via session persistence, and might be used to perform tasks such as lateral movement, that might require uninterrupted access to a compromised machine.

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9

Unusual Remote File Directory

An anomaly detection job has detected a remote file transfer on an unusual directory indicating a potential lateral movement activity on the host. Many Security solutions monitor well-known directories for suspicious activities, so attackers might use less common directories to bypass monitoring.

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9

Unusual Remote File Extension

An anomaly detection job has detected a remote file transfer with a rare extension, which could indicate potential lateral movement activity on the host.

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9

Spike in Number of Connections Made from a Source IP

A machine learning job has detected a high count of destination IPs establishing an RDP connection with a single source IP. Once an attacker has gained access to one system, they might attempt to access more in the network in search of valuable assets, data, or further access points.

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9

Spike in Number of Connections Made to a Destination IP

A machine learning job has detected a high count of source IPs establishing an RDP connection with a single destination IP. Attackers might use multiple compromised systems to attack a target to ensure redundancy in case a source IP gets detected and blocked.

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9

Spike in Number of Processes in an RDP Session

A machine learning job has detected unusually high number of processes started in a single RDP session. Executing a large number of processes remotely on other machines can be an indicator of lateral movement activity.

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9

Spike in Remote File Transfers

A machine learning job has detected an abnormal volume of remote files shared on the host indicating potential lateral movement activity. One of the primary goals of attackers after gaining access to a network is to locate and exfiltrate valuable information. Attackers might perform multiple small transfers to match normal egress activity in the network, to evade detection.

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9

Unusual Time or Day for an RDP Session

A machine learning job has detected an RDP session started at an usual time or weekday. An RDP session at an unusual time could be followed by other suspicious activities, so catching this is a good first step in detecting a larger attack.

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9

M365 OneDrive/SharePoint Excessive File Downloads

Identifies when an excessive number of files are downloaded from OneDrive or SharePoint by an authorized user or application in a short period of time. This may indicate a potential data exfiltration event, especially if the downloads are performed using OAuth authentication which could suggest an OAuth phishing attack such as Device Code Authentication phishing.

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8

M365 SharePoint/OneDrive File Access via PowerShell

Identifies file downloads or access from OneDrive or SharePoint using PowerShell-based user agents. Adversaries may use native PowerShell cmdlets like Invoke-WebRequest or Invoke-RestMethod with Microsoft Graph API to exfiltrate data after compromising OAuth tokens via device code phishing or other credential theft techniques. This rule detects both direct PowerShell access and PnP PowerShell module usage for file operations. FileAccessed events are included to detect adversaries reading file content via API and saving locally, bypassing traditional download methods. Normal users access SharePoint/OneDrive via browsers or sync clients, making PowerShell-based file access inherently suspicious.

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3

M365 Identity User Account Lockouts

Detects a burst of Microsoft 365 user account lockouts within a short 5-minute window. A high number of IdsLocked login errors across multiple user accounts may indicate brute-force attempts for the same users resulting in lockouts.

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8

M365 Identity OAuth Flow by First-Party Microsoft App from Multiple IPs

Identifies sign-ins on behalf of a principal user to the Microsoft Graph or legacy Azure AD API from multiple IPs using first-party Microsoft applications from the FOCI (Family of Client IDs) group. Developer tools like Azure CLI, VSCode, and Azure PowerShell accessing these resources from multiple IPs are flagged, along with any FOCI application accessing the deprecated Windows Azure Active Directory from multiple IPs. This behavior may indicate an adversary using a phished OAuth authorization code or refresh token, as seen in attacks like ConsentFix where attackers steal localhost OAuth codes and replay them from attacker infrastructure.

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8

M365 Exchange Anti-Phish Policy Deleted

Identifies the deletion of an anti-phishing policy in Microsoft 365. By default, Microsoft 365 includes built-in features that help protect users from phishing attacks. Anti-phishing polices increase this protection by refining settings to better detect and prevent attacks.

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212

M365 Exchange DKIM Signing Configuration Disabled

Identifies when a DomainKeys Identified Mail (DKIM) signing configuration is disabled in Microsoft 365. With DKIM in Microsoft 365, messages that are sent from Exchange Online will be cryptographically signed. This will allow the receiving email system to validate that the messages were generated by a server that the organization authorized and were not spoofed.

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212

Deprecated - M365 Exchange DLP Policy Deleted

Identifies when a Data Loss Prevention (DLP) policy is removed in Microsoft 365. An adversary may remove a DLP policy to evade existing DLP monitoring.

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213

M365 Exchange Email Safe Link Policy Disabled

Identifies when a Safe Link policy is disabled in Microsoft 365. Safe Link policies for Office applications extend phishing protection to documents that contain hyperlinks, even after they have been delivered to a user.

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212

M365 Exchange Mailbox Audit Logging Bypass Added

Detects the occurrence of mailbox audit bypass associations. The mailbox audit is responsible for logging specified mailbox events (like accessing a folder or a message or permanently deleting a message). However, actions taken by some authorized accounts, such as accounts used by third-party tools or accounts used for lawful monitoring, can create a large number of mailbox audit log entries and may not be of interest to your organization. Because of this, administrators can create bypass associations, allowing certain accounts to perform their tasks without being logged. Attackers can abuse this allowlist mechanism to conceal actions taken, as the mailbox audit will log no activity done by the account.

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212

M365 Exchange Malware Filter Policy Deleted

Identifies when a malware filter policy has been deleted in Microsoft 365. A malware filter policy is used to alert administrators that an internal user sent a message that contained malware. This may indicate an account or machine compromise that would need to be investigated. Deletion of a malware filter policy may be done to evade detection.

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212

M365 Exchange Malware Filter Rule Modified

Identifies when a malware filter rule has been deleted or disabled in Microsoft 365. An adversary or insider threat may want to modify a malware filter rule to evade detection.

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212

M365 Exchange Inbox Phishing Evasion Rule Created

Identifies when a user creates a new inbox rule in Microsoft 365 that deletes or moves emails containing suspicious keywords. Adversaries who have compromised accounts often create inbox rules to hide alerts, security notifications, or other sensitive messages by automatically deleting them or moving them to obscure folders. Common destinations include Deleted Items, Junk Email, RSS Feeds, and RSS Subscriptions. This is a New Terms rule that triggers only when the user principal name and associated source IP address have not been observed performing this activity in the past 14 days.

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4

M365 Exchange Email Safe Attachment Rule Disabled

Identifies when a safe attachment rule is disabled in Microsoft 365. Safe attachment rules can extend malware protections to include routing all messages and attachments without a known malware signature to a special hypervisor environment. An adversary or insider threat may disable a safe attachment rule to exfiltrate data or evade defenses.

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212

M365 Exchange MFA Notification Email Deleted or Moved

Identifies when an MFA enrollment, registration, or security notification email is deleted or moved to deleted items in Microsoft 365 Exchange. Adversaries who compromise accounts and register their own MFA device often delete the notification emails to cover their tracks and prevent the legitimate user from noticing the unauthorized change. This technique is commonly observed in business email compromise (BEC) and account takeover attacks.

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2

M365 SharePoint Site Sharing Policy Weakened

Identifies when a SharePoint or OneDrive site sharing policy is changed to weaken security controls. The SharingPolicyChanged event fires for many routine policy modifications, but this rule targets specific high-risk transitions where sharing restrictions are relaxed. This includes enabling guest sharing, enabling anonymous link sharing, making a site public, or enabling guest user access. Adversaries who compromise administrative accounts may weaken sharing policies to exfiltrate data to external accounts or create persistent external access paths.

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2

M365 Teams Custom Application Interaction Enabled

Identifies when custom applications are allowed in Microsoft Teams. If an organization requires applications other than those available in the Teams app store, custom applications can be developed as packages and uploaded. An adversary may abuse this behavior to establish persistence in an environment.

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213

Deprecated - M365 Teams External Access Enabled

Identifies when external access is enabled in Microsoft Teams. External access lets Teams and Skype for Business users communicate with other users that are outside their organization. An adversary may enable external access or add an allowed domain to exfiltrate data or maintain persistence in an environment.

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213

M365 Exchange Mail Flow Transport Rule Created

Identifies a transport rule creation in Microsoft 365. As a best practice, Exchange Online mail transport rules should not be set to forward email to domains outside of your organization. An adversary may create transport rules to exfiltrate data.

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212

M365 Exchange Mail Flow Transport Rule Modified

Identifies when a transport rule has been disabled or deleted in Microsoft 365. Mail flow rules (also known as transport rules) are used to identify and take action on messages that flow through your organization. An adversary or insider threat may modify a transport rule to exfiltrate data or evade defenses.

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212

Deprecated - M365 Security Compliance Potential Ransomware Activity

Identifies when Microsoft Cloud App Security flags potential ransomware activity in Microsoft 365. This rule detects events where the Security Compliance Center reports a "Ransomware activity" or "Potential ransomware activity" alert, which may indicate file encryption, mass file modifications, or uploads of ransomware-infected files to cloud services such as SharePoint or OneDrive.

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214

M365 Identity Login from Atypical Travel Location

Detects successful Microsoft 365 portal logins from rare locations. Rare locations are defined as locations that are not commonly associated with the user’s account. This behavior may indicate an adversary attempting to access a Microsoft 365 account from an unusual location or behind a VPN.

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9

M365 Identity OAuth Illicit Consent Grant by Rare Client and User

Identifies an Microsoft 365 illicit consent grant request on-behalf-of a registered Entra ID application. Adversaries may create and register an application in Microsoft Entra ID for the purpose of requesting user consent to access resources in Microsoft 365. This is accomplished by tricking a user into granting consent to the application, typically via a pre-made phishing URL. This establishes an OAuth grant that allows the malicious client applocation to access resources in Microsoft 365 on-behalf-of the user.

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7

M365 Identity OAuth Phishing via First-Party Microsoft Application

Detects potentially suspicious OAuth authorization activity in Microsoft 365 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 Directory resource is flagged since this API is rarely used legitimately and attackers target it for stealth. First-party apps are trusted by default in all tenants and cannot be blocked, making them ideal for OAuth phishing attacks.

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4

M365 Identity Unusual SSO Authentication Errors for User

Identifies the first occurrence of SSO, SAML, or federated authentication errors for a user. These errors may indicate token manipulation, SAML assertion tampering, or OAuth phishing attempts. Modern adversaries often target SSO mechanisms through token theft, SAML response manipulation, or exploiting federated authentication weaknesses rather than traditional brute force attacks.

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214

M365 Identity Global Administrator Role Assigned

Identifies when the Microsoft 365 Global Administrator or Company Administrator role is assigned to a user or service principal. The Global Administrator role has extensive privileges across Entra ID and Microsoft 365 services, making it a high-value target for adversaries seeking persistent access. Successful assignments of this role may indicate potential privilege escalation or unauthorized access attempts, especially if performed by accounts that do not typically manage high-privilege roles.

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214

M365 Exchange Management Group Role Assigned

Identifies when a new role is assigned to a management group in Microsoft 365. An adversary may attempt to add a role in order to maintain persistence in an environment.

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212

M365 Exchange Mailbox High-Risk Permission Delegated

Identifies the assignment of rights to access content from another mailbox. An adversary may use the compromised account to send messages to other accounts in the network of the target organization while creating inbox rules, so messages can evade spam/phishing detection mechanisms.

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213

Deprecated - M365 Teams Guest Access Enabled

Identifies when guest access is enabled in Microsoft Teams. Guest access in Teams allows people outside the organization to access teams and channels. An adversary may enable guest access to maintain persistence in an environment.

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213

M365 Exchange Federated Domain Created or Modified

Identifies a new or modified federation domain, which can be used to create a trust between O365 and an external identity provider.

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213

Attempts to Brute Force an Okta User Account

Identifies when an Okta user account is locked out 3 times within a 3 hour window. An adversary may attempt a brute force or password spraying attack to obtain unauthorized access to user accounts. The default Okta authentication policy ensures that a user account is locked out after 10 failed authentication attempts.

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416

Multiple Okta User Auth Events with Same Device Token Hash Behind a Proxy

Detects when Okta user authentication events are reported for multiple users with the same device token hash behind a proxy.

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211

Multiple Device Token Hashes for Single Okta Session

This rule detects when a specific Okta actor has multiple device token hashes for a single Okta session. This may indicate an authenticated session has been hijacked or is being used by multiple devices. Adversaries may hijack a session to gain unauthorized access to Okta admin console, applications, tenants, or other resources.

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311

Okta AiTM Session Cookie Replay

Detects potential Adversary-in-the-Middle (AiTM) session cookie replay attacks against Okta. This rule identifies when an Okta session is used from multiple IP addresses or with suspicious non-browser user agents after initial authentication. AiTM attacks capture session cookies via phishing proxies (e.g., Evilginx, Modlishka) and replay them from attacker infrastructure, bypassing MFA. The detection correlates session start events with subsequent policy evaluations or SSO attempts that occur from different IPs or programmatic user agents.

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3

Multiple Okta User Authentication Events with Same Device Token Hash

Detects when a high number of Okta user authentication events are reported for multiple users in a short time frame. Adversaries may attempt to launch a credential stuffing or password spraying attack from the same device by using a list of known usernames and passwords to gain unauthorized access to user accounts.

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210

Potential Okta Brute Force (Device Token Rotation)

Detects potential brute force attacks against a single Okta user account where excessive unique device token hashes are generated, indicating automated tooling that fails to persist browser cookies between attempts.

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211

Potential Okta MFA Bombing via Push Notifications

Detects when an attacker abuses the Multi-Factor authentication mechanism by repeatedly issuing login requests until the user eventually accepts the Okta push notification. An adversary may attempt to bypass the Okta MFA policies configured for an organization to obtain unauthorized access.

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212

Potentially Successful Okta MFA Bombing via Push Notifications

Detects when an attacker abuses the Multi-Factor authentication mechanism by repeatedly issuing login requests until the user eventually accepts the Okta push notification. An adversary may attempt to bypass the Okta MFA policies configured for an organization to obtain unauthorized access.

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418

Okta User Session Impersonation

A user has initiated a session impersonation granting them access to the environment with the permissions of the user they are impersonating. This would likely indicate Okta administrative access and should only ever occur if requested and expected.

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415

Attempt to Deactivate an Okta Network Zone

Detects attempts to deactivate an Okta network zone. Okta network zones can be configured to limit or restrict access to a network based on IP addresses or geolocations. An adversary may attempt to modify, delete, or deactivate an Okta network zone in order to remove or weaken an organization’s security controls.

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414

Unauthorized Scope for Public App OAuth2 Token Grant with Client Credentials

Identifies a failed OAuth 2.0 token grant attempt for a public client app using client credentials. This event is generated when a public client app attempts to exchange a client credentials grant for an OAuth 2.0 access token, but the request is denied due to the lack of required scopes. This could indicate compromised client credentials in which an adversary is attempting to obtain an access token for unauthorized scopes. This is a [New Terms](https://www.elastic.co/guide/en/security/current/rules-ui-create.html#create-new-terms-rule) rule where the okta.actor.display_name field value has not been seen in the last 14 days regarding this event.

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209

Attempt to Deactivate an Okta Policy

Detects attempts to deactivate an Okta policy. An adversary may attempt to deactivate an Okta policy in order to weaken an organization’s security controls. For example, an adversary may attempt to deactivate an Okta multi-factor authentication (MFA) policy in order to weaken the authentication requirements for user accounts.

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414

Attempt to Deactivate an Okta Policy Rule

Detects attempts to deactivate a rule within an Okta policy. An adversary may attempt to deactivate a rule within an Okta policy in order to remove or weaken an organization’s security controls.

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415

Attempt to Delete an Okta Policy

Detects attempts to delete an Okta policy. An adversary may attempt to delete an Okta policy in order to weaken an organization’s security controls. For example, an adversary may attempt to delete an Okta multi-factor authentication (MFA) policy in order to weaken the authentication requirements for user accounts.

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414

Attempt to Delete an Okta Policy Rule

Detects attempts to delete a rule within an Okta policy. An adversary may attempt to delete an Okta policy rule in order to weaken an organization’s security controls.

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414

Attempt to Modify an Okta Network Zone

Detects attempts to modify an Okta network zone. Okta network zones can be configured to limit or restrict access to a network based on IP addresses or geolocations. An adversary may attempt to modify, delete, or deactivate an Okta network zone in order to remove or weaken an organization’s security controls.

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414

Attempt to Modify an Okta Policy

Detects attempts to modify an Okta policy. An adversary may attempt to modify an Okta policy in order to weaken an organization’s security controls. For example, an adversary may attempt to modify an Okta multi-factor authentication (MFA) policy in order to weaken the authentication requirements for user accounts.

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414

Attempt to Modify an Okta Policy Rule

Detects attempts to modify a rule within an Okta policy. An adversary may attempt to modify an Okta policy rule in order to weaken an organization’s security controls.

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415

High Number of Okta User Password Reset or Unlock Attempts

Identifies a high number of Okta user password reset or account unlock attempts. An adversary may attempt to obtain unauthorized access to Okta user accounts using these methods and attempt to blend in with normal activity in their target’s environment and evade detection.

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416

Possible Okta DoS Attack

Detects possible Denial of Service (DoS) attacks against an Okta organization. An adversary may attempt to disrupt an organization’s business operations by performing a DoS attack against its Okta service.

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413

First Occurrence of Okta User Session Started via Proxy

Identifies the first occurrence of an Okta user session started via a proxy.

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211

Okta FastPass Phishing Detection

Detects when Okta FastPass prevents a user from authenticating to a phishing website.

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311

Unauthorized Access to an Okta Application

Identifies unauthorized access attempts to Okta applications.

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414

Okta Sign-In Events via Third-Party IdP

Detects sign-in events where authentication is carried out via a third-party Identity Provider (IdP) that has not been seen before. Adversaries may add an unauthorized IdP to an Okta tenant to gain persistent access. This rule uses New Terms detection to only alert when a previously unseen IdP is used for authentication, reducing noise from legitimate federated identity providers while highlighting potentially rogue IdP additions.

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212

Successful Application SSO from Rare Unknown Client Device

Detects successful single sign-on (SSO) events to Okta applications from an unrecognized or "unknown" client device, as identified by the user-agent string. This activity may be indicative of exploitation of a vulnerability in Okta’s Classic Engine, which could allow an attacker to bypass application-specific sign-on policies, such as device or network restrictions. The vulnerability potentially enables unauthorized access to applications using only valid, stolen credentials, without requiring additional authentication factors.

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208

Administrator Privileges Assigned to an Okta Group

Detects when an administrator role is assigned to an Okta group. An adversary may attempt to assign administrator privileges to an Okta group in order to assign additional permissions to compromised user accounts and maintain access to their target organization.

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413

Okta User Assigned Administrator Role

Identifies when an administrator role is assigned to an Okta user or group. Adversaries may assign administrator privileges to compromised accounts to establish persistence, escalate privileges, and maintain long-term access to the environment. This detection monitors for both user-level and group-level administrator privilege grants, which can be used to bypass security controls and perform unauthorized administrative actions.

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414

Attempt to Create Okta API Token

Detects attempts to create an Okta API token. An adversary may create an Okta API token to maintain access to an organization’s network while they work to achieve their objectives. An attacker may abuse an API token to execute techniques such as creating user accounts or disabling security rules or policies.

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413

Attempt to Reset MFA Factors for an Okta User Account

Detects attempts to reset an Okta user’s enrolled multi-factor authentication (MFA) factors. An adversary may attempt to reset the MFA factors for an Okta user’s account in order to register new MFA factors and abuse the account to blend in with normal activity in the victim’s environment.

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414

MFA Deactivation with no Re-Activation for Okta User Account

Detects multi-factor authentication (MFA) deactivation with no subsequent re-activation for an Okta user account. An adversary may deactivate MFA for an Okta user account in order to weaken the authentication requirements for the account.

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418

New Okta Identity Provider (IdP) Added by Admin

Detects the creation of a new Identity Provider (IdP) by a Super Administrator or Organization Administrator within Okta.

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209

Modification or Removal of an Okta Application Sign-On Policy

Detects attempts to modify or delete a sign on policy for an Okta application. An adversary may attempt to modify or delete the sign on policy for an Okta application in order to remove or weaken an organization’s security controls.

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414

Spike in Privileged Command Execution by a User

A machine learning job has detected an increase in the execution of privileged commands by a user, suggesting potential privileged access activity. This may indicate an attempt by the user to gain unauthorized access to sensitive or restricted parts of the system.

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4

High Command Line Entropy Detected for Privileged Commands

A machine learning job has identified an unusually high median command line entropy for privileged commands executed by a user, suggesting possible privileged access activity through command lines. High entropy often indicates that the commands may be obfuscated or deliberately complex, which can be a sign of suspicious or unauthorized use of privileged access.

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4

Unusual Process Detected for Privileged Commands by a User

A machine learning job has detected an unusual process run for privileged commands by a user, indicating potential privileged access activity.

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4

Unusual Spike in Concurrent Active Sessions by a User

A machine learning job has detected an unusually high number of active concurrent sessions initiated by a user, indicating potential privileged access activity. A sudden surge in concurrent active sessions by a user may indicate an attempt to abuse valid credentials for privilege escalation or maintain persistence. Adversaries might be leveraging multiple sessions to execute privileged operations, evade detection, or perform unauthorized actions across different systems.

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4

Unusual Host Name for Okta Privileged Operations Detected

A machine learning job has identified a user performing privileged operations in Okta from an uncommon device, indicating potential privileged access activity. This could signal a compromised account, an attacker using stolen credentials, or an insider threat leveraging an unauthorized device to escalate privileges.

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4

Unusual Region Name for Okta Privileged Operations Detected

A machine learning job has identified a user performing privileged operations in Okta from an uncommon geographical location, indicating potential privileged access activity. This could suggest a compromised account, unauthorized access, or an attacker using stolen credentials to escalate privileges.

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4

Unusual Source IP for Okta Privileged Operations Detected

A machine learning job has identified a user performing privileged operations in Okta from an uncommon source IP, indicating potential privileged access activity. This could suggest an account compromise, misuse of administrative privileges, or an attacker leveraging a new network location to escalate privileges.

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4

Spike in Group Application Assignment Change Events

A machine learning job has identified an unusual spike in Okta group application assignment change events, indicating potential privileged access activity. Threat actors might be assigning applications to groups to escalate access, maintain persistence, or facilitate lateral movement within an organization’s environment.

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5

Spike in Group Lifecycle Change Events

A machine learning job has identified an unusual spike in Okta group lifecycle change events, indicating potential privileged access activity. Adversaries may be altering group structures to escalate privileges, maintain persistence, or facilitate lateral movement within an organization’s identity management system.

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4

Spike in Group Membership Events

A machine learning job has identified an unusual spike in Okta group membership events, indicating potential privileged access activity. Attackers or malicious insiders might be adding accounts to privileged groups to escalate their access, potentially leading to unauthorized actions or data breaches.

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4

Spike in Group Privilege Change Events

A machine learning job has identified an unusual spike in Okta group privilege change events, indicating potential privileged access activity. Attackers might be elevating privileges by adding themselves or compromised accounts to high-privilege groups, enabling further access or persistence.

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5

Spike in User Lifecycle Management Change Events

A machine learning job has identified an unusual spike in Okta user lifecycle management change events, indicating potential privileged access activity. Threat actors may manipulate user accounts to gain higher access rights or persist within the environment.

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5

Spike in Group Management Events

A machine learning job has identified a spike in group management events for a user, indicating potential privileged access activity. The machine learning has flagged an abnormal rise in group management actions (such as adding or removing users from privileged groups), which could point to an attempt to escalate privileges or unauthorized modifications to group memberships.

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5

Spike in Special Logon Events

A machine learning job has detected a surge in special logon events for a user, indicating potential privileged access activity. A sudden spike in these events could suggest an attacker or malicious insider gaining elevated access, possibly for lateral movement or privilege escalation.

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4

Spike in Special Privilege Use Events

A machine learning job has detected an unusual increase in special privilege usage events, such as privileged operations and service calls, for a user, suggesting potential unauthorized privileged access. A sudden spike in these events may indicate an attempt to escalate privileges, execute unauthorized tasks, or maintain persistence within a system.

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4

Spike in User Account Management Events

A machine learning job has identified a spike in user account management events for a user, indicating potential privileged access activity. This indicates an unusual increase in actions related to managing user accounts (such as creating, modifying, or deleting accounts), which could be a sign of an attempt to escalate privileges or unauthorized activity involving account management.

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4

Unusual Host Name for Windows Privileged Operations Detected

A machine learning job has identified a user performing privileged operations in Windows from an uncommon device, indicating potential privileged access activity. This could signal a compromised account, an attacker using stolen credentials, or an insider threat leveraging an unauthorized device to escalate privileges.

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4

Unusual Group Name Accessed by a User

A machine learning job has detected a user accessing an uncommon group name for privileged operations, indicating potential privileged access activity. This indicates that a user has accessed a group name that is unusual for their typical operations, particularly for actions requiring elevated privileges. This could point to an attempt to manipulate group memberships or escalate privileges on a system.

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4

Unusual Privilege Type assigned to a User

A machine learning job has identified a user leveraging an uncommon privilege type for privileged operations, indicating potential privileged access activity. This indicates that a user is performing operations requiring elevated privileges but is using a privilege type that is not typically seen in their baseline logs.

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4

Unusual Region Name for Windows Privileged Operations Detected

A machine learning job has identified a user performing privileged operations in Windows from an uncommon geographical location, indicating potential privileged access activity. This could suggest a compromised account, unauthorized access, or an attacker using stolen credentials to escalate privileges.

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4

Unusual Source IP for Windows Privileged Operations Detected

A machine learning job has identified a user performing privileged operations in Windows from an uncommon source IP, indicating potential privileged access activity. This could suggest an account compromise, misuse of administrative privileges, or an attacker leveraging a new network location to escalate privileges.

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4

Unusual Process Spawned by a Parent Process

A machine learning job has detected a suspicious Windows process. This process has been classified as malicious in two ways. It was predicted to be malicious by the ProblemChild supervised ML model, and it was found to be an unusual child process name, for the parent process, by an unsupervised ML model. Such a process may be an instance of suspicious or malicious activity, possibly involving LOLbins, that may be resistant to detection using conventional search rules.

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111

Unusual Process Spawned by a User

A machine learning job has detected a suspicious Windows process. This process has been classified as malicious in two ways. It was predicted to be malicious by the ProblemChild supervised ML model, and it was found to be suspicious given that its user context is unusual and does not commonly manifest malicious activity,by an unsupervised ML model. Such a process may be an instance of suspicious or malicious activity, possibly involving LOLbins, that may be resistant to detection using conventional search rules.

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111

Host Detected with Suspicious Windows Process(es)

A machine learning job combination has identified a host with one or more suspicious Windows processes that exhibit unusually high malicious probability scores.These process(es) have been classified as malicious in several ways. The process(es) were predicted to be malicious by the ProblemChild supervised ML model. If the anomaly contains a cluster of suspicious processes, each process has the same host name, and the aggregate score of the event cluster was calculated to be unusually high by an unsupervised ML model. Such a cluster often contains suspicious or malicious activity, possibly involving LOLbins, that may be resistant to detection using conventional search rules.

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111

Parent Process Detected with Suspicious Windows Process(es)

A machine learning job combination has identified a parent process with one or more suspicious Windows processes that exhibit unusually high malicious probability scores. These process(es) have been classified as malicious in several ways. The process(es) were predicted to be malicious by the ProblemChild supervised ML model. If the anomaly contains a cluster of suspicious processes, each process has the same parent process name, and the aggregate score of the event cluster was calculated to be unusually high by an unsupervised ML model. Such a cluster often contains suspicious or malicious activity, possibly involving LOLbins, that may be resistant to detection using conventional search rules.

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111

User Detected with Suspicious Windows Process(es)

A machine learning job combination has identified a user with one or more suspicious Windows processes that exhibit unusually high malicious probability scores. These process(es) have been classified as malicious in several ways. The process(es) were predicted to be malicious by the ProblemChild supervised ML model. If the anomaly contains a cluster of suspicious processes, each process has the same user name, and the aggregate score of the event cluster was calculated to be unusually high by an unsupervised ML model. Such a cluster often contains suspicious or malicious activity, possibly involving LOLbins, that may be resistant to detection using conventional search rules.

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111

AWS CLI Command with Custom Endpoint URL

Detects the use of the AWS CLI with the "--endpoint-url" argument, which allows users to specify a custom endpoint URL for AWS services. This can be leveraged by adversaries to redirect API requests to non-standard or malicious endpoints, potentially bypassing typical security controls and logging mechanisms. This behavior may indicate an attempt to interact with unauthorized or compromised infrastructure, exfiltrate data, or perform other malicious activities under the guise of legitimate AWS operations.

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7

Network Activity Detected via cat

This rule monitors for the execution of the cat command, followed by a connection attempt by the same process. Cat is capable of transfering data via tcp/udp channels by redirecting its read output to a /dev/tcp or /dev/udp channel. This activity is highly suspicious, and should be investigated. Attackers may leverage this capability to transfer tools or files to another host in the network or exfiltrate data while attempting to evade detection in the process.

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12

Network Connection by Cups or Foomatic-rip Child

This detection rule addresses multiple vulnerabilities in the CUPS printing system, including CVE-2024-47176, CVE-2024-47076, CVE-2024-47175, and CVE-2024-47177. Specifically, this rule detects network connections initiated by a child processes of foomatic-rip. These flaws impact components like cups-browsed, libcupsfilters, libppd, and foomatic-rip, allowing remote unauthenticated attackers to manipulate IPP URLs or inject malicious data through crafted UDP packets or network spoofing. This can result in arbitrary command execution when a print job is initiated.

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6

Curl SOCKS Proxy Activity from Unusual Parent

This rule detects the use of the "curl" command-line tool with SOCKS proxy options, launched from an unusual parent process. Attackers may use "curl" to establish a SOCKS proxy connection to bypass network restrictions and exfiltrate data or communicate with C2 servers.

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7

High Number of Egress Network Connections from Unusual Executable

This rule detects a high number of egress network connections from an unusual executable on a Linux system. This could indicate a command and control (C2) communication attempt, a brute force attack via a malware infection, or other malicious activity. ESQL rules have limited fields available in its alert documents. Make sure to review the original documents to aid in the investigation of this alert.

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11

Git Repository or File Download to Suspicious Directory

This rule detects the use of git to clone a repository or download files from GitHub using wget or curl, followed by the creation of files in suspicious directories such as /tmp, /var/tmp, or /dev/shm. This behavior may indicate an attempt to download a payload, exploit or tool.

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4

IPv4/IPv6 Forwarding Activity

This rule monitors for the execution of commands that enable IPv4 and IPv6 forwarding on Linux systems. Enabling IP forwarding can be used to route network traffic between different network interfaces, potentially allowing attackers to pivot between networks, exfiltrate data, or establish command and control channels.

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108

Potential Protocol Tunneling via Chisel Client

This rule monitors for common command line flags leveraged by the Chisel client utility followed by a connection attempt. Chisel is a command-line utility used for creating and managing TCP and UDP tunnels, enabling port forwarding and secure communication between machines. Attackers can abuse the Chisel utility to establish covert communication channels, bypass network restrictions, and carry out malicious activities by creating tunnels that allow unauthorized access to internal systems.

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12

Network Activity Detected via Kworker

This rule monitors for network connections from a kworker process. kworker, or kernel worker, processes are part of the kernel’s workqueue mechanism. They are responsible for executing work that has been scheduled to be done in kernel space, which might include tasks like handling interrupts, background activities, and other kernel-related tasks. Attackers may attempt to evade detection by masquerading as a kernel worker process.

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10

ProxyChains Activity

This rule monitors for the execution of the ProxyChains utility. ProxyChains is a command-line tool that enables the routing of network connections through intermediary proxies, enhancing anonymity and enabling access to restricted resources. Attackers can exploit the ProxyChains utility to hide their true source IP address, evade detection, and perform malicious activities through a chain of proxy servers, potentially masking their identity and intentions.

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110

Linux SSH X11 Forwarding

This rule monitors for X11 forwarding via SSH. X11 forwarding is a feature that allows users to run graphical applications on a remote server and display the application’s graphical user interface on their local machine. Attackers can abuse X11 forwarding for tunneling their GUI-based tools, pivot through compromised systems, and create covert communication channels, enabling lateral movement and facilitating remote control of systems within a network.

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109

Suspicious Utility Launched via ProxyChains

This rule monitors for the execution of suspicious linux tools through ProxyChains. ProxyChains is a command-line tool that enables the routing of network connections through intermediary proxies, enhancing anonymity and enabling access to restricted resources. Attackers can exploit the ProxyChains utility to hide their true source IP address, evade detection, and perform malicious activities through a chain of proxy servers, potentially masking their identity and intentions.

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113

Potential Linux Tunneling and/or Port Forwarding

This rule monitors for a set of Linux utilities that can be used for tunneling and port forwarding. Attackers can leverage tunneling and port forwarding techniques to bypass network defenses, establish hidden communication channels, and gain unauthorized access to internal resources, facilitating data exfiltration, lateral movement, and remote control.

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115

Potential Linux Tunneling and/or Port Forwarding via SSH Option

This rule detects the use of SSH options that may indicate tunneling or port forwarding on Linux systems. This behavior is commonly associated with malicious activity, such as establishing a port forward, proxy or an encrypted tunnel to exfiltrate data.

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5

Potential Linux Tunneling and/or Port Forwarding via Command Line

This rule monitors for potential tunneling and/or port forwarding activity on Linux systems via command line utilities. Attackers may use various tools to create covert communication channels, allowing them to bypass network security measures and maintain persistent access to compromised systems. By leveraging these utilities, attackers can tunnel traffic through legitimate protocols, making detection more challenging.

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2

Suspicious Network Activity to the Internet by Previously Unknown Executable

This rule monitors for network connectivity to the internet from a previously unknown executable located in a suspicious directory. An alert from this rule can indicate the presence of potentially malicious activity, such as the execution of unauthorized or suspicious processes attempting to establish connections to unknown or suspicious destinations such as a command and control server. Detecting and investigating such behavior can help identify and mitigate potential security threats, protecting the system and its data from potential compromise.

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15

Linux Telegram API Request

This rule detects when a process executes the curl or wget command with an argument that includes the api.telegram.org domain. This may indicate command and control behavior.

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5

Potential Protocol Tunneling via EarthWorm

Identifies the execution of the EarthWorm tunneler. Adversaries may tunnel network communications to and from a victim system within a separate protocol to avoid detection and network filtering, or to enable access to otherwise unreachable systems.

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216

AWS Credentials Searched For Inside A Container

This rule detects the use of system search utilities like grep and find to search for AWS credentials inside a container. Unauthorized access to these sensitive files could lead to further compromise of the container environment or facilitate a container breakout to the underlying cloud environment.

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4

Sensitive Files Compression

Identifies the use of a compression utility to collect known files containing sensitive information, such as credentials and system configurations.

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214

Sensitive Files Compression Inside A Container

Identifies the use of a compression utility to collect known files containing sensitive information, such as credentials and system configurations inside a container.

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4

Potential Linux Credential Dumping via Unshadow

Identifies the execution of the unshadow utility which is part of John the Ripper, a password-cracking tool on the host machine. Malicious actors can use the utility to retrieve the combined contents of the /etc/shadow and /etc/password files. Using the combined file generated from the utility, the malicious threat actors can use them as input for password-cracking utilities or prepare themselves for future operations by gathering credential information of the victim.

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114

Linux init (PID 1) Secret Dump via GDB

This rule monitors for the potential memory dump of the init process (PID 1) through gdb. Attackers may leverage memory dumping techniques to attempt secret extraction from privileged processes. Tools that display this behavior include "truffleproc" and "bash-memory-dump". This behavior should not happen by default, and should be investigated thoroughly.

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112

Linux Process Hooking via GDB

This rule monitors for potential memory dumping through gdb. Attackers may leverage memory dumping techniques to attempt secret extraction from privileged processes. Tools that display this behavior include "truffleproc" and "bash-memory-dump". This behavior should not happen by default, and should be investigated thoroughly.

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108

GitHub Authentication Token Access via Node.js

This rule detects when the Node.js runtime spawns a shell to execute the GitHub CLI (gh) command to retrieve a GitHub authentication token. The GitHub CLI is a command-line tool that allows users to interact with GitHub from the terminal. The "gh auth token" command is used to retrieve an authentication token for GitHub, which can be used to authenticate API requests and perform actions on behalf of the user. Adversaries may use this technique to access GitHub repositories and potentially exfiltrate sensitive information or perform malicious actions. This activity was observed in the wild as part of the Shai-Hulud worm.

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4

Kubernetes Service Account Secret Access

This rule detects when a process accesses Kubernetes service account secrets. Kubernetes service account secrets are files that contain sensitive information used by applications running in Kubernetes clusters to authenticate and authorize access to the cluster. These secrets are typically mounted into pods at runtime, allowing applications to access them securely. Unauthorized access to these secrets can lead to privilege escalation, lateral movement and unauthorized actions within the cluster.

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4

Manual Memory Dumping via Proc Filesystem

This rule monitors for manual memory dumping via the proc filesystem. The proc filesystem in Linux provides a virtual filesystem that contains information about system processes and their memory mappings. Attackers may use this technique to dump the memory of a process, potentially extracting sensitive information such as credentials or encryption keys.

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4

Potential Internal Linux SSH Brute Force Detected

Identifies multiple internal consecutive login failures targeting a user account from the same source address within a short time interval. Adversaries will often brute force login attempts across multiple users with a common or known password, in an attempt to gain access to these accounts.

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16

Potential Successful SSH Brute Force Attack

Identifies multiple SSH login failures followed by a successful one from the same source address. Adversaries can attempt to login into multiple users with a common or known password to gain access to accounts.

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16

Potential Linux Credential Dumping via Proc Filesystem

Identifies the execution of the mimipenguin exploit script which is linux adaptation of Windows tool mimikatz. Mimipenguin exploit script is used to dump clear text passwords from a currently logged-in user. The tool exploits a known vulnerability CVE-2018-20781. Malicious actors can exploit the cleartext credentials in memory by dumping the process and extracting lines that have a high probability of containing cleartext passwords.

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113

Sensitive Keys Or Passwords Searched For Inside A Container

This rule detects the use of system search utilities like grep and find to search for private SSH keys or passwords inside a container. Unauthorized access to these sensitive files could lead to further compromise of the container environment or facilitate a container breakout to the underlying host machine.

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4

Potential OpenSSH Backdoor Logging Activity

Identifies a Secure Shell (SSH) client or server process creating a known SSH backdoor log file. Adversaries may modify SSH related binaries for persistence or credential access via patching sensitive functions to enable unauthorized access or to log SSH credentials for exfiltration.

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215

Potential SSH Password Grabbing via strace

Detects potential SSH password grabbing via the use of strace on sshd processes. Attackers may use strace to capture sensitive information, such as passwords, by tracing system calls made by the sshd process. This rule looks for a sequence of events where an sshd process ends followed closely by the start of a strace process. This may be indicative of an attacker attempting to capture SSH credentials.

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3

Unusual Instance Metadata Service (IMDS) API Request

This rule identifies potentially malicious processes attempting to access the cloud service provider’s instance metadata service (IMDS) API endpoint, which can be used to retrieve sensitive instance-specific information such as instance ID, public IP address, and even temporary security credentials if role’s are assumed by that instance. The rule monitors for various tools and scripts like curl, wget, python, and perl that might be used to interact with the metadata API.

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8

Attempt to Disable Auditd Service

Adversaries may attempt to disable the Auditd service to evade detection. Auditd is a Linux service that provides system auditing and logging. Disabling the Auditd service can prevent the system from logging important security events, which can be used to detect malicious activity.

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106

Attempt to Disable IPTables or Firewall

Adversaries may attempt to disable the iptables or firewall service in an attempt to affect how a host is allowed to receive or send network traffic.

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115

Attempt to Disable Syslog Service

Syslog is a critical component in Linux environments, responsible for logging system events and activities. Adversaries may attempt to disable the syslog service to disrupt event logging and evade detection by security controls.

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217

SSH Authorized Keys File Deletion

This rule detects the deletion of the authorized_keys or authorized_keys2 files on Linux systems. These files are used to store public keys for SSH authentication. Unauthorized deletion of these files can be an indicator of an attacker removing access to the system, and may be a precursor to further malicious activity.

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6

Base16 or Base32 Encoding/Decoding Activity

Base16 and Base32 are encoding schemes that convert binary data into text, making it easier to transmit and store. This rule monitors for Base16 or Base32 encoding and decoding activity on Linux systems. Attackers may use these encoding schemes to obfuscate malicious payloads, evade detection, and facilitate data exfiltration.

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216

Unusual Base64 Encoding/Decoding Activity

This rule leverages ESQL to detect unusual base64 encoding/decoding activity on Linux systems. Attackers may use base64 encoding/decoding to obfuscate data, such as command and control traffic or payloads, to evade detection by host- or network-based security controls. ESQL rules have limited fields available in its alert documents. Make sure to review the original documents to aid in the investigation of this alert.

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10

BPF Program Tampering via bpftool

Detects execution of bpftool commands used to detach eBPF programs or links, or to delete or modify eBPF maps. These actions can disable, alter, or interfere with kernel-level instrumentation and enforcement mechanisms implemented through eBPF. In environments relying on eBPF-based networking, observability, or security controls, unexpected use of these operations may indicate defense evasion or runtime tampering.

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2

Curl or Wget Egress Network Connection via LoLBin

This rule detects the execution of curl or wget binaries through a GTFOBin (living-off-the-land) technique in Linux environments. Attackers may exploit these utilities to download and execute malicious files from the internet while attempting to evade detection. The rule specifically targets binaries that are capable of executing shell commands directly from the proxied binary, rather than just spawning a shell.

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2

Directory Creation in /bin directory

This rule identifies the creation of directories in the /bin directory. The /bin directory contains essential binary files that are required for the system to function properly. The creation of directories in this location could be an attempt to hide malicious files or executables, as these /bin directories usually just contain binaries.

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107

Potential Defense Evasion via Doas

This rule detects the creation or rename of the Doas configuration file on a Linux system. Adversaries may create or modify the Doas configuration file to elevate privileges and execute commands as other users while attempting to evade detection.

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106

Dynamic Linker Creation

Detects the creation of files related to the configuration of the dynamic linker on Linux systems. The dynamic linker is a shared library that is used by the Linux kernel to load and execute programs. Attackers may attempt to hijack the execution flow of a program by modifying the dynamic linker configuration files. This technique is often observed by userland rootkits that leverage shared objects to maintain persistence on a compromised host.

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9

File Deletion via Shred

Malware or other files dropped or created on a system by an adversary may leave traces behind as to what was done within a network and how. Adversaries may remove these files over the course of an intrusion to keep their footprint low or remove them at the end as part of the post-intrusion cleanup process.

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216

File Permission Modification in Writable Directory

Identifies file permission modifications in common writable directories by a non-root user. Adversaries often drop files or payloads into a writable directory and change permissions prior to execution.

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216

Potential Hex Payload Execution via Command-Line

This rule detects when a process executes a command line containing hexadecimal characters. Malware authors may use hexadecimal encoding to obfuscate their payload and evade detection.

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5

Potential Hex Payload Execution via Common Utility

This rule detects potential hex payload execution on Linux systems. Adversaries may use hex encoding to obfuscate payloads and evade detection mechanisms.

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107

Unusual Interactive Shell Launched from System User

This rule detects interactive shells launched from system users. System users typically do not require interactive shells, and their presence may indicate malicious activity.

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6

Base64 Decoded Payload Piped to Interpreter

This rule detects when a base64 decoded payload is piped to an interpreter on Linux systems. Adversaries may use base64 encoding to obfuscate data and pipe it to an interpreter to execute malicious code. This technique may be used to evade detection by host- or network-based security controls.

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7

Kill Command Execution

This rule detects the execution of kill, pkill, and killall commands on Linux systems. These commands are used to terminate processes on a system. Attackers may use these commands to kill security tools or other processes to evade detection or disrupt system operations.

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6

Executable Masquerading as Kernel Process

Monitors for kernel processes with associated process executable fields that are not empty. Unix kernel processes such as kthreadd and kworker typically do not have process.executable fields associated to them. Attackers may attempt to hide their malicious programs by masquerading as legitimate kernel processes.

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109

Unusual LD_PRELOAD/LD_LIBRARY_PATH Command Line Arguments

This rule detects the use of the LD_PRELOAD and LD_LIBRARY_PATH environment variables in a command line argument. This behavior is unusual and may indicate an attempt to hijack the execution flow of a process. Threat actors may use this technique to evade defenses, escalate privileges, or maintain persistence on a system.

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5

Dynamic Linker (ld.so) Creation

This rule detects the creation of the dynamic linker (ld.so). The dynamic linker is used to load shared libraries needed by an executable. Attackers may attempt to replace the dynamic linker with a malicious version to execute arbitrary code.

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107

System Log File Deletion

Identifies the deletion of sensitive Linux system logs. This may indicate an attempt to evade detection or destroy forensic evidence on a system.

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218

Potential Hidden Process via Mount Hidepid

Identifies the execution of mount process with hidepid parameter, which can make processes invisible to other users from the system. Adversaries using Linux kernel version 3.2+ (or RHEL/CentOS v6.5+ above) can hide the process from other users. When hidepid=2 option is executed to mount the /proc filesystem, only the root user can see all processes and the logged-in user can only see their own process. This provides a defense evasion mechanism for the adversaries to hide their process executions from all other commands such as ps, top, pgrep and more. With the Linux kernel hardening hidepid option all the user has to do is remount the /proc filesystem with the option, which can now be monitored and detected.

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115

Multi-Base64 Decoding Attempt from Suspicious Location

This rule detects the execution of multiple base64 decoding commands to decode data. multi-decoded data is suspicious, and may be used by attackers to obfuscate malicious payloads or commands.

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3

Suspicious Renaming of ESXI Files

Identifies instances where VMware-related files, such as those with extensions like ".vmdk", ".vmx", ".vmxf", ".vmsd", ".vmsn", ".vswp", ".vmss", ".nvram", and ".vmem", are renamed on a Linux system. The rule monitors for the "rename" event action associated with these file types, which could indicate malicious activity.

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13

Potentially Suspicious Process Started via tmux or screen

This rule monitors for the execution of suspicious commands via screen and tmux. When launching a command and detaching directly, the commands will be executed in the background via its parent process. Attackers may leverage screen or tmux to execute commands while attempting to evade detection.

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111

System Binary Symlink to Suspicious Location

This rule detects the creation of a symbolic link from a system binary to a suspicious and writable location. This activity may indicate an attacker’s attempt to evade detection by behavioral rules that depend on predefined process parent/child relationships. By executing the symlinked variant of a binary instead of the original, the attacker aims to bypass these rules. Through the new_terms rule type, this rule can identify uncommon parent processes that may indicate the presence of a malicious symlink.

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5

Suspicious Kernel Feature Activity

This rule detects the modification and reading of kernel features through built-in commands. Attackers may collect information, disable or weaken Linux kernel protections. For example, an attacker may modify ASLR protection by disabling kernel.randomize_va_space, allow ptrace by setting kernel.yama.ptrace_scope to 0, or disable the NMI watchdog by setting kernel.nmi_watchdog to 0. These changes may be used to impair defenses and evade detection.

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5

Unusual Preload Environment Variable Process Execution

This rule detects processes that are executed with environment variables that are not commonly used. This could indicate an attacker is attempting to hijack the execution flow of a process by loading malicious libraries or binaries into the process memory space.

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6

Linux User or Group Deletion

This rule detects the deletion of user or group accounts on Linux systems. Adversaries may use these commands to remove accounts to cover their tracks or disrupt operations.

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2

File Creation in /var/log via Suspicious Process

This rule detects the creation of files in the /var/log/ directory via process executables located in world-writeable locations or via hidden processes. Attackers may attempt to hide their activities by creating files in the /var/log/ directory, which is commonly used for logging system events.

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5

Suspicious Dynamic Linker Discovery via od

Monitors for dynamic linker discovery via the od utility. od (octal dump) is a command-line utility in Unix operating systems used for displaying data in various formats, including octal, hexadecimal, decimal, and ASCII, primarily used for examining and debugging binary files or data streams. Attackers can leverage od to analyze the dynamic linker by identifying injection points and craft exploits based on the observed behaviors and structures within these files.

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108

ESXI Discovery via Find

Identifies instances where the find command is started on a Linux system with arguments targeting specific VM-related paths, such as "/etc/vmware/", "/usr/lib/vmware/", or "/vmfs/*". These paths are associated with VMware virtualization software, and their presence in the find command arguments may indicate that a threat actor is attempting to search for, analyze, or manipulate VM-related files and configurations on the system.

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113

ESXI Discovery via Grep

Identifies instances where a process named grep, egrep, or pgrep is started on a Linux system with arguments related to virtual machine (VM) files, such as "vmdk", "vmx", "vmxf", "vmsd", "vmsn", "vswp", "vmss", "nvram", or "vmem". These file extensions are associated with VM-related file formats, and their presence in grep command arguments may indicate that a threat actor is attempting to search for, analyze, or manipulate VM files on the system.

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113

Kernel Instrumentation Discovery via kprobes and tracefs

Detects common utilities accessing kprobes and tracing-related paths in debugfs/tracefs, which may indicate discovery of kernel instrumentation hooks. Adversaries can enumerate these locations to understand or prepare for eBPF, kprobe, or tracepoint-based activity. This behavior can also be benign during troubleshooting, performance analysis, or observability tooling validation.

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2

Unusual Kernel Module Enumeration

Loadable Kernel Modules (or LKMs) are pieces of code that can be loaded and unloaded into the kernel upon demand. They extend the functionality of the kernel without the need to reboot the system. This identifies attempts to enumerate information about a kernel module.

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215

Kernel Seeking Activity

This rule detects kernel seeking activity through several built-in Linux utilities. Attackers may use these utilities to search the Linux kernel for available symbols, functions, and other information that can be used to exploit the kernel.

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7

Kernel Unpacking Activity

This rule detects kernel unpacking activity through several built-in Linux utilities. Attackers may use these utilities to unpack kernel images and modules to search for vulnerabilities or to modify the kernel.

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7

Hping Process Activity

Hping ran on a Linux host. Hping is a FOSS command-line packet analyzer and has the ability to construct network packets for a wide variety of network security testing applications, including scanning and firewall auditing.

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213

Nping Process Activity

Nping ran on a Linux host. Nping is part of the Nmap tool suite and has the ability to construct raw packets for a wide variety of security testing applications, including denial of service testing.

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213

Manual Mount Discovery via /etc/exports or /etc/fstab

This rule detects manual mount discovery via the /etc/exports or /etc/fstab file on Linux systems. These files are used by NFS (Network File System) to define which directories are shared with remote hosts. Attackers may access this file to gather information about shared directories and potential targets for further exploitation.

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4

Pluggable Authentication Module (PAM) Version Discovery

This rule detects PAM version discovery activity on Linux systems. PAM version discovery can be an indication of an attacker attempting to backdoor the authentication process through malicious PAM modules.

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107

Potential Network Scan Executed From Host

This threshold rule monitors for the rapid execution of unix utilities that are capable of conducting network scans. Adversaries may leverage built-in tools such as ping, netcat or socat to execute ping sweeps across the network while attempting to evade detection or due to the lack of network mapping tools available on the compromised host.

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8

Polkit Version Discovery

This rule detects Polkit version discovery activity on Linux systems. Polkit version discovery can be an indication of an attacker attempting to exploit misconfigurations or vulnerabilities in the Polkit service.

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7

Private Key Searching Activity

This rule detects private key searching activity on Linux systems. Searching for private keys can be an indication of an attacker attempting to escalate privileges or exfiltrate sensitive information.

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107

Process Capability Enumeration

Identifies recursive process capability enumeration of the entire filesystem through the getcap command. Malicious users may manipulate identified capabilities to gain root privileges.

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9

Security File Access via Common Utilities

This rule detects sensitive security file access via common utilities on Linux systems. Adversaries may attempt to read from sensitive files using common utilities to gather information about the system and its security configuration.

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107

Potential Subnet Scanning Activity from Compromised Host

This rule detects potential subnet scanning activity from a compromised host. Subnet scanning is a common reconnaissance technique used by attackers to identify live hosts within a network range. A compromised host may exhibit subnet scanning behavior when an attacker is attempting to map out the network topology, identify vulnerable hosts, or prepare for further exploitation. This rule identifies potential subnet scanning activity by monitoring network connection attempts from a single host to a large number of hosts within a short time frame. ESQL rules have limited fields available in its alert documents. Make sure to review the original documents to aid in the investigation of this alert.

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11

Sudo Command Enumeration Detected

This rule monitors for the usage of the sudo -l command, which is used to list the allowed and forbidden commands for the invoking user. Attackers may execute this command to enumerate commands allowed to be executed with sudo permissions, potentially allowing to escalate privileges to root.

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111

Suspicious Memory grep Activity

Monitors for grep activity related to memory mapping. The /proc/*/maps file in Linux provides a memory map for a specific process, detailing the memory segments, permissions, and what files are mapped to these segments. Attackers may read a process’s memory map to identify memory addresses for code injection or process hijacking.

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109

Suspicious Network Tool Launched Inside A Container

This rule detects commonly abused network utilities running inside a container. Network utilities like nc, nmap, dig, tcpdump, ngrep, telnet, mitmproxy, zmap can be used for malicious purposes such as network reconnaissance, monitoring, or exploitation, and should be monitored closely within a container.

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4

Suspicious which Enumeration

This rule monitors for the usage of the which command with an unusual amount of process arguments. Attackers may leverage the which command to enumerate the system for useful installed utilities that may be used after compromising a system to escalate privileges or move latteraly across the network.

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112

Unusual User Privilege Enumeration via id

This rule monitors for a sequence of 20 "id" command executions within 1 second by the same parent process. This behavior is unusual, and may be indicative of the execution of an enumeration script such as LinPEAS or LinEnum. These scripts leverage the "id" command to enumerate the privileges of all users present on the system.

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10

Virtual Machine Fingerprinting

An adversary may attempt to get detailed information about the operating system and hardware. This rule identifies common locations used to discover virtual machine hardware by a non-root user. This technique has been used by the Pupy RAT and other malware.

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114

Yum/DNF Plugin Status Discovery

This rule detects the execution of the grep command with the plugins argument on Linux systems. This command is used to search for YUM/DNF configurations and/or plugins with an enabled state. This behavior may indicate an attacker is attempting to establish persistence in a YUM or DNF plugin.

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108

Abnormal Process ID or Lock File Created

Identifies the creation of a Process ID (PID), lock or reboot file created in temporary file storage paradigm (tmpfs) directory /var/run. On Linux, the PID files typically hold the process ID to track previous copies running and manage other tasks. Certain Linux malware use the /var/run directory for holding data, executables and other tasks, disguising itself or these files as legitimate PID files.

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219

Container Management Utility Run Inside A Container

This rule detects when a container management binary is run from inside a container. These binaries are critical components of many containerized environments, and their presence and execution in unauthorized containers could indicate compromise or a misconfiguration.

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5

File Creation by Cups or Foomatic-rip Child

This detection rule addresses multiple vulnerabilities in the CUPS printing system, including CVE-2024-47176, CVE-2024-47076, CVE-2024-47175, and CVE-2024-47177. Specifically, this rule detects suspicious file creation events executed by child processes of foomatic-rip. These flaws impact components like cups-browsed, libcupsfilters, libppd, and foomatic-rip, allowing remote unauthenticated attackers to manipulate IPP URLs or inject malicious data through crafted UDP packets or network spoofing. This can result in arbitrary command execution when a print job is initiated.

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107

Printer User (lp) Shell Execution

This detection rule addresses multiple vulnerabilities in the CUPS printing system, including CVE-2024-47176, CVE-2024-47076, CVE-2024-47175, and CVE-2024-47177. Specifically, this rule detects shell executions from the foomatic-rip parent process through the default printer user (lp). These flaws impact components like cups-browsed, libcupsfilters, libppd, and foomatic-rip, allowing remote unauthenticated attackers to manipulate IPP URLs or inject malicious data through crafted UDP packets or network spoofing. This can result in arbitrary command execution when a print job is initiated.

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10

Cupsd or Foomatic-rip Shell Execution

This detection rule addresses multiple vulnerabilities in the CUPS printing system, including CVE-2024-47176, CVE-2024-47076, CVE-2024-47175, and CVE-2024-47177. Specifically, this rule detects shell executions from the foomatic-rip parent process. These flaws impact components like cups-browsed, libcupsfilters, libppd, and foomatic-rip, allowing remote unauthenticated attackers to manipulate IPP URLs or inject malicious data through crafted UDP packets or network spoofing. This can result in arbitrary command execution when a print job is initiated.

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107

Suspicious Execution from Foomatic-rip or Cupsd Parent

This detection rule addresses multiple vulnerabilities in the CUPS printing system, including CVE-2024-47176, CVE-2024-47076, CVE-2024-47175, and CVE-2024-47177. Specifically, this rule detects suspicious process command lines executed by child processes of foomatic-rip and cupsd. These flaws impact components like cups-browsed, libcupsfilters, libppd, and foomatic-rip, allowing remote unauthenticated attackers to manipulate IPP URLs or inject malicious data through crafted UDP packets or network spoofing. This can result in arbitrary command execution when a print job is initiated.

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107

Egress Connection from Entrypoint in Container

This rule identifies a sequence of events where a process named "entrypoint.sh" is started in a container, followed by a network connection attempt. This sequence indicates a potential egress connection from an entrypoint in a container. An entrypoint is a command or script specified in the Dockerfile and executed when the container starts. Attackers can use this technique to establish a foothold in the environment, escape from a container to the host, or establish persistence.

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7

Process Started with Executable Stack

This rule monitors the syslog log file for messages related to instances of processes that are started with an executable stack. This can be an indicator of a process that is attempting to execute code from the stack, which can be a security risk.

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5

File Creation, Execution and Self-Deletion in Suspicious Directory

This rule monitors for the creation of a file, followed by its execution and self-deletion in a short timespan within a directory often used for malicious purposes by threat actors. This behavior is often used by malware to execute malicious code and delete itself to hide its tracks.

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11

Suspicious File Made Executable via Chmod Inside A Container

This rule detects when chmod or chown are used to add the execute permission to a file in a world-writeable directory, and inside of a container. Modifying file permissions to make a file executable could indicate malicious activity, as an attacker may attempt to run unauthorized or malicious code inside the container.

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4

File Transfer or Listener Established via Netcat

A netcat process is engaging in network activity on a Linux host. Netcat is often used as a persistence mechanism by exporting a reverse shell or by serving a shell on a listening port. Netcat is also sometimes used for data exfiltration.

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216

Netcat Listener Established via rlwrap

Monitors for the execution of a netcat listener via rlwrap. rlwrap is a readline wrapper, a small utility that uses the GNU Readline library to allow the editing of keyboard input for any command. This utility can be used in conjunction with netcat to gain a more stable reverse shell.

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109

Network Connection from Binary with RWX Memory Region

Monitors for the execution of a unix binary with read, write and execute memory region permissions, followed by a network connection. The mprotect() system call is used to change the access protections on a region of memory that has already been allocated. This syscall allows a process to modify the permissions of pages in its virtual address space, enabling or disabling permissions such as read, write, and execute for those pages. RWX permissions on memory is in many cases overly permissive, and should (especially in conjunction with an outbound network connection) be analyzed thoroughly.

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9

Network Connection via Recently Compiled Executable

This rule monitors a sequence involving a program compilation event followed by its execution and a subsequent network connection event. This behavior can indicate the set up of a reverse tcp connection to a command-and-control server. Attackers may spawn reverse shells to establish persistence onto a target system.

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12

Interactive Terminal Spawned via Perl

Identifies when a terminal (tty) is spawned via Perl. Attackers may upgrade a simple reverse shell to a fully interactive tty after obtaining initial access to a host.

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114

Potential Linux Hack Tool Launched

Monitors for the execution of different processes that might be used by attackers for malicious intent. An alert from this rule should be investigated further, as hack tools are commonly used by blue teamers and system administrators as well.

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109

Privileged Docker Container Creation

This rule leverages the new_terms rule type to identify the creation of a potentially unsafe docker container from an unusual parent process. Attackers can use the "--privileged" flag to create containers with escalated privileges, which can lead to trivial privilege escalation, docker escaping and persistence. access.

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7

Process Backgrounded by Unusual Parent

This rule identifies processes that are backgrounded by an unusual parent process. This behavior may indicate a process attempting to evade detection by hiding its parent process.

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5

Process Started from Process ID (PID) File

Identifies a new process starting from a process ID (PID), lock or reboot file within the temporary file storage paradigm (tmpfs) directory /var/run directory. On Linux, the PID files typically hold the process ID to track previous copies running and manage other tasks. Certain Linux malware use the /var/run directory for holding data, executables and other tasks, disguising itself or these files as legitimate PID files.

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115

Binary Executed from Shared Memory Directory

Identifies the execution of a binary by root in Linux shared memory directories: (/dev/shm/, /run/shm/, /var/run/, /var/lock/). This activity is to be considered highly abnormal and should be investigated. Threat actors have placed executables used for persistence on high-uptime servers in these directories as system backdoors.

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116

Interactive Terminal Spawned via Python

Identifies when a terminal (tty) is spawned via Python. Attackers may upgrade a simple reverse shell to a fully interactive tty after obtaining initial access to a host.

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216

Potential Code Execution via Postgresql

This rule monitors for suspicious activities that may indicate an attacker attempting to execute arbitrary code within a PostgreSQL environment. Attackers can execute code via PostgreSQL as a result of gaining unauthorized access to a public facing PostgreSQL database or exploiting vulnerabilities, such as remote command execution and SQL injection attacks, which can result in unauthorized access and malicious actions, and facilitate post-exploitation activities for unauthorized access and malicious actions.

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13

Linux Restricted Shell Breakout via Linux Binary(s)

Identifies the abuse of a Linux binary to break out of a restricted shell or environment by spawning an interactive system shell. The activity of spawning a shell from a binary is not common behavior for a user or system administrator, and may indicate an attempt to evade detection, increase capabilities or enhance the stability of an adversary.

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119

Openssl Client or Server Activity

This rule identifies when the openssl client or server is used to establish a connection. Attackers may use openssl to establish a secure connection to a remote server or to create a secure server to receive connections. This activity may be used to exfiltrate data or establish a command and control channel.

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108

Potential Reverse Shell via Background Process

Monitors for the execution of background processes with process arguments capable of opening a socket in the /dev/tcp channel. This may indicate the creation of a backdoor reverse connection, and should be investigated further.

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110

Potential Reverse Shell via Child

This detection rule identifies suspicious network traffic patterns associated with TCP reverse shell activity. This activity consists of a network event that is followed by the creation of a shell process with suspicious command line arguments. An attacker may establish a Linux TCP reverse shell to gain remote access to a target system.

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9

Potential Reverse Shell via Suspicious Child Process

This detection rule detects the creation of a shell through a suspicious process chain. Any reverse shells spawned by the specified utilities that are initialized from a single process followed by a network connection attempt will be captured through this rule. Attackers may spawn reverse shells to establish persistence onto a target system.

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15

Potential Meterpreter Reverse Shell

This detection rule identifies a sample of suspicious Linux system file reads used for system fingerprinting, leveraged by the Metasploit Meterpreter shell to gather information about the target that it is executing its shell on. Detecting this pattern is indicative of a successful meterpreter shell connection.

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12

Potential Reverse Shell via Suspicious Binary

This detection rule detects the creation of a shell through a chain consisting of the execution of a suspicious binary (located in a commonly abused location or executed manually) followed by a network event and ending with a shell being spawned. Stageless reverse tcp shells display this behaviour. Attackers may spawn reverse shells to establish persistence onto a target system.

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13

Potential Reverse Shell

This detection rule identifies suspicious network traffic patterns associated with TCP reverse shell activity. This activity consists of a parent-child relationship where a network event is followed by the creation of a shell process. An attacker may establish a Linux TCP reverse shell to gain remote access to a target system.

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15

Potential Reverse Shell via UDP

This detection rule identifies suspicious network traffic patterns associated with UDP reverse shell activity. This activity consists of a sample of an execve, socket and connect syscall executed by the same process, where the auditd.data.a0-1 indicate a UDP connection, ending with an egress connection event. An attacker may establish a Linux UDP reverse shell to bypass traditional firewall restrictions and gain remote access to a target system covertly.

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12

Suspicious Content Extracted or Decompressed via Funzip

Identifies when suspicious content is extracted from a file and subsequently decompressed using the funzip utility. Malware may execute the tail utility using the "-c" option to read a sequence of bytes from the end of a file. The output from tail can be piped to funzip in order to decompress malicious code before it is executed. This behavior is consistent with malware families such as Bundlore.

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111

Suspicious System Commands Executed by Previously Unknown Executable

This rule monitors for the execution of several commonly used system commands executed by a previously unknown executable located in commonly abused directories. An alert from this rule can indicate the presence of potentially malicious activity, such as the execution of unauthorized or suspicious processes attempting to run malicious code. Detecting and investigating such behavior can help identify and mitigate potential security threats, protecting the system and its data from potential compromise.

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112

Suspicious Mining Process Creation Event

Identifies service creation events of common mining services, possibly indicating the infection of a system with a cryptominer.

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112

Pod or Container Creation with Suspicious Command-Line

This rule detects the creation of pods or containers that execute suspicious commands often associated with persistence or privilege escalation techniques. Attackers may use container orchestration tools like kubectl or container runtimes like docker to create pods or containers that run shell commands with arguments that indicate attempts to establish persistence (e.g., modifying startup scripts, creating backdoors).

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2

System Binary Path File Permission Modification

This rule identifies file permission modification events on files located in common system binary paths. Adversaries may attempt to hide their payloads in the default Linux system directories, and modify the file permissions of these payloads prior to execution.

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7

BPF filter applied using TC

Detects when the tc (transmission control) binary is utilized to set a BPF (Berkeley Packet Filter) on a network interface. Tc is used to configure Traffic Control in the Linux kernel. It can shape, schedule, police and drop traffic. A threat actor can utilize tc to set a bpf filter on an interface for the purpose of manipulating the incoming traffic. This technique is not at all common and should indicate abnormal, suspicious or malicious activity.

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215

Unknown Execution of Binary with RWX Memory Region

Monitors for the execution of a previously unknown unix binary with read, write and execute memory region permissions. The mprotect() system call is used to change the access protections on a region of memory that has already been allocated. This syscall allows a process to modify the permissions of pages in its virtual address space, enabling or disabling permissions such as read, write, and execute for those pages. RWX permissions on memory is in many cases overly permissive, and should be analyzed thoroughly.

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8

Unusual Execution from Kernel Thread (kthreadd) Parent

This rule detects suspicious child process from the kernel thread (kthreadd) parent process. Attackers may execute payloads from kernel space via kthreadd to perform actions on the host and evade detection. Through the usage of the new_terms rule type, this rule can identify uncommon child processes that may indicate the presence of a malicious process.

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4

Suspicious Path Invocation from Command Line

This rule detects the execution of a PATH variable in a command line invocation by a shell process. This behavior is unusual and may indicate an attempt to execute a command from a non-standard location. This technique may be used to evade detection or perform unauthorized actions on the system.

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7

Unusual Pkexec Execution

This rule detects the execution of the pkexec command by a shell process. The pkexec command is used to execute programs as another user, typically as the superuser. Through the new_terms rule type, unusual executions of pkexec are identified, and may indicate an attempt to escalate privileges or perform unauthorized actions on the system.

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107

Potential Data Splitting Detected

This rule looks for the usage of common data splitting utilities with specific arguments that indicate data splitting for exfiltration on Linux systems. Data splitting is a technique used by adversaries to split data into smaller parts to avoid detection and exfiltrate data.

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107

Potential Database Dumping Activity

This rule detects the use of database dumping utilities to exfiltrate data from a database. Attackers may attempt to dump the database to a file on the system and then exfiltrate the file to a remote server.

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2

Potential Data Exfiltration Through Wget

Detects the use of wget to upload files to an internet server. Threat actors often will collect data on a system and attempt to exfiltrate it back to their command and control servers. Use of wget in this way, while not inherently malicious, should be considered highly abnormal and suspicious activity.

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3

File Transfer Utility Launched from Unusual Parent

This rule leverages ESQL to detect the execution of unusual file transfer utilities on Linux systems. Attackers may use these utilities to exfiltrate data from a compromised system. ESQL rules have limited fields available in its alert documents. Make sure to review the original documents to aid in the investigation of this alert.

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11

Suspicious Data Encryption via OpenSSL Utility

Identifies when the openssl command-line utility is used to encrypt multiple files on a host within a short time window. Adversaries may encrypt data on a single or multiple systems in order to disrupt the availability of their target’s data and may attempt to hold the organization’s data to ransom for the purposes of extortion.

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12

Memory Swap Modification

This rule detects memory swap modification events on Linux systems. Memory swap modification can be used to manipulate the system’s memory and potentially impact the system’s performance. This behavior is commonly observed in malware that deploys miner software such as XMRig.

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108

Potential Malware-Driven SSH Brute Force Attempt

This detection identifies a Linux host that has potentially been infected with malware and is being used to conduct brute-force attacks against external systems over SSH (port 22 and common alternative SSH ports). The detection looks for a high volume of outbound connection attempts to non-private IP addresses from a single process. A compromised host may be part of a botnet or controlled by an attacker, attempting to gain unauthorized access to remote systems. This behavior is commonly observed in SSH brute-force campaigns where malware hijacks vulnerable machines to expand its attack surface. ESQL rules have limited fields available in its alert documents. Make sure to review the original documents to aid in the investigation of this alert.

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11

High Number of Process Terminations

This rule identifies a high number (10) of process terminations via pkill from the same host within a short time period.

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118

Potential Webshell Deployed via Apache Struts CVE-2023-50164 Exploitation

Identifies successful exploitation of CVE-2023-50164, a critical path traversal vulnerability in Apache Struts 2 file upload functionality. This high-fidelity rule detects a specific attack sequence where a malicious multipart/form-data POST request with WebKitFormBoundary is made to a Struts .action upload endpoint, immediately followed by the creation of a JSP web shell file by a Java process in Tomcat’s webapps directories. This correlated activity indicates active exploitation resulting in remote code execution capability through unauthorized file upload and web shell deployment.

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2

Successful SSH Authentication from Unusual SSH Public Key

This rule leverages the new_terms rule type to detect successful SSH authentications via a public key that has not been seen in the last 5 days. Public key authentication is a secure method for authenticating users to a server. Monitoring unusual public key authentication events can help detect unauthorized access attempts or suspicious activity on the system.

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6

Successful SSH Authentication from Unusual IP Address

This rule leverages the new_terms rule type to detect successful SSH authentications by an IP- address that has not been authenticated in the last 5 days. This behavior may indicate an attacker attempting to gain access to the system using a valid account.

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5

Successful SSH Authentication from Unusual User

This rule leverages the new_terms rule type to detect successful SSH authentications by a user who has not been authenticated in the last 5 days. This behavior may indicate an attacker attempting to gain access to the system using a valid account.

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5

Telnet Authentication Bypass via User Environment Variable

Identifies potential exploitation of a Telnet remote authentication bypass vulnerability (CVE-2026-24061) in GNU Inetutils telnetd. The vulnerability allows unauthenticated access by supplying a crafted -f <username> value via the USER environment variable, resulting in a login process spawned with elevated privileges.

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3

Potential Telnet Authentication Bypass (CVE-2026-24061)

Identifies potential exploitation of a Telnet remote authentication bypass vulnerability (CVE-2026-24061) in GNU Inetutils telnetd. The vulnerability allows unauthenticated access by supplying a crafted -f <username> value via the USER environment variable, resulting in a login process spawned with elevated privileges.

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3

Remote File Creation in World Writeable Directory

This rule detects the creation of a file in a world-writeable directory through a service that is commonly used for file transfer. This behavior is often associated with lateral movement and can be an indicator of an attacker attempting to move laterally within a network.

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7

Potential THC Tool Downloaded

Identifies processes that are capable of downloading files with command line arguments containing URLs to SSH-IT’s autonomous SSH worm. This worm intercepts outgoing SSH connections every time a user uses ssh.

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109

Connection to External Network via Telnet

Telnet provides a command line interface for communication with a remote device or server. This rule identifies Telnet network connections to publicly routable IP addresses.

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213

Unusual Remote File Creation

This rule leverages the new_terms rule type to detect file creation via a commonly used file transfer service while excluding typical remote file creation activity. This behavior is often linked to lateral movement, potentially indicating an attacker attempting to move within a network.

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7

Suspicious APT Package Manager Execution

Detects suspicious process events executed by the APT package manager, potentially indicating persistence through an APT backdoor. In Linux, APT (Advanced Package Tool) is a command-line utility used for handling packages on Debian-based systems, providing functions for installing, updating, upgrading, and removing software along with managing package repositories. Attackers can backdoor APT to gain persistence by injecting malicious code into scripts that APT runs, thereby ensuring continued unauthorized access or control each time APT is used for package management.

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111

APT Package Manager Configuration File Creation

Detects file creation events in the configuration directory for the APT package manager. In Linux, APT (Advanced Package Tool) is a command-line utility used for handling packages on (by default) Debian-based systems, providing functions for installing, updating, upgrading, and removing software along with managing package repositories. Attackers can backdoor APT to gain persistence by injecting malicious code into scripts that APT runs, thereby ensuring continued unauthorized access or control each time APT is used for package management.

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9

Suspicious APT Package Manager Network Connection

Detects suspicious network events executed by the APT package manager, potentially indicating persistence through an APT backdoor. In Linux, APT (Advanced Package Tool) is a command-line utility used for handling packages on Debian-based systems, providing functions for installing, updating, upgrading, and removing software along with managing package repositories. Attackers can backdoor APT to gain persistence by injecting malicious code into scripts that APT runs, thereby ensuring continued unauthorized access or control each time APT is used for package management.

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10

BPF Program or Map Load via bpftool

Detects execution of bpftool commands used to load, attach, run, or pin eBPF programs, as well as create or update eBPF maps and links. These operations interact directly with the Linux eBPF subsystem and can modify kernel-level behavior. While commonly used by legitimate networking or observability tooling, unexpected or interactive usage may indicate eBPF-based rootkit activity, policy tampering, or unauthorized kernel instrumentation.

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2

Chkconfig Service Add

Detects the use of the chkconfig binary to manually add a service for management by chkconfig. Threat actors may utilize this technique to maintain persistence on a system. When a new service is added, chkconfig ensures that the service has either a start or a kill entry in every runlevel and when the system is rebooted the service file added will run providing long-term persistence.

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219

Renaming of OpenSSH Binaries

Adversaries may modify SSH related binaries for persistence or credential access by patching sensitive functions to enable unauthorized access or by logging SSH credentials for exfiltration.

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115

D-Bus Service Created

This rule detects the creation of D-Bus service files on Linux systems. D-Bus is a message bus system that provides a way for applications to talk to one another. D-Bus services are defined in service files that are typically located in default directories. The rule looks for the creation of service files that are not associated with known package managers or system services. Attackers may create malicious D-Bus services to establish persistence or escalate privileges on a system.

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7

Unusual D-Bus Daemon Child Process

This rule detects when an unusual child process is spawned from the dbus-daemon parent process. The dbus-daemon process is a message bus system that provides a way for applications to talk to each other. Attackers may abuse this process to execute malicious code or escalate privileges.

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6

DNF Package Manager Plugin File Creation

Detects file creation events in the plugin directories for the Yum package manager. In Linux, DNF (Dandified YUM) is a command-line utility used for handling packages on Fedora-based systems, providing functions for installing, updating, upgrading, and removing software along with managing package repositories. Attackers can backdoor DNF to gain persistence by injecting malicious code into plugins that DNF runs, thereby ensuring continued unauthorized access or control each time DNF is used for package management.

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108

DPKG Package Installed by Unusual Parent Process

This rule detects the installation of a Debian package (dpkg) by an unusual parent process. The dpkg command is used to install, remove, and manage Debian packages on a Linux system. Attackers can abuse the dpkg command to install malicious packages on a system.

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7

Unusual DPKG Execution

This rule detects the execution of the DPKG command by processes not associated with the DPKG package manager. The DPKG command is used to install, remove, and manage Debian packages on a Linux system. Attackers can abuse the DPKG command to install malicious packages on a system.

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8

Dracut Module Creation

This rule detects the creation of Dracut module files on Linux systems. Dracut is a tool used to generate an initramfs image that is used to boot the system. Dracut modules are scripts that are executed during the initramfs image generation process. Attackers may create malicious Dracut modules to execute arbitrary code at boot time, which can be leveraged to maintain persistence on a Linux system.

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6

Dynamic Linker Copy

Detects the copying of the Linux dynamic loader binary and subsequent file creation for the purpose of creating a backup copy. This technique was seen recently being utilized by Linux malware prior to patching the dynamic loader in order to inject and preload a malicious shared object file. This activity should never occur and if it does then it should be considered highly suspicious or malicious.

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216

Git Hook Command Execution

This rule detects the execution of a potentially malicious process from a Git hook. Git hooks are scripts that Git executes before or after events such as: commit, push, and receive. An attacker can abuse Git hooks to execute arbitrary commands on the system and establish persistence.

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108

Git Hook Created or Modified

This rule detects the creation or modification of a Git hook file on a Linux system. Git hooks are scripts that Git executes before or after events such as commit, push, and receive. They are used to automate tasks, enforce policies, and customize Git’s behavior. Attackers can abuse Git hooks to maintain persistence on a system by executing malicious code whenever a specific Git event occurs.

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108

Git Hook Egress Network Connection

This rule detects a suspicious egress network connection attempt from a Git hook script. Git hooks are scripts that Git executes before or after events such as: commit, push, and receive. An attacker can abuse these features to execute arbitrary commands on the system, establish persistence or to initialize a network connection to a remote server and exfiltrate data or download additional payloads.

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7

Git Hook Child Process

This rule detects child processes spawned by Git hooks. Git hooks are scripts that Git executes before or after events such as commit, push, and receive. The rule identifies child processes spawned by Git hooks that are not typically spawned by the Git process itself. This behavior may indicate an attacker attempting to hide malicious activity by leveraging the legitimate Git process to execute unauthorized commands.

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107

GRUB Configuration File Creation

This rule detects the creation of GRUB configuration files on Linux systems. The GRUB configuration file is used to configure the boot loader, which is responsible for loading the operating system. Attackers may create malicious GRUB configuration files to execute arbitrary code or escalate privileges during the boot process, which can be leveraged to maintain persistence on the system.

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6

GRUB Configuration Generation through Built-in Utilities

This rule detects the generation of a new GRUB configuration file using built-in Linux commands. The GRUB configuration file is used to configure the GRUB bootloader, which is responsible for loading the Linux kernel and initramfs image during the boot process. Attackers may use these built-in utilities to generate a new GRUB configuration file that includes malicious kernel parameters or boot options, which can be leveraged to maintain persistence on the system.

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6

System V Init Script Created

Files that are placed in the "/etc/init.d/" directory in Unix can be used to start custom applications, services, scripts or commands during start-up. Init.d has been mostly replaced in favor of Systemd. However, the "systemd-sysv-generator" can convert init.d files to service unit files that run at boot. Adversaries may add or alter files located in the "/etc/init.d/" directory to execute malicious code upon boot in order to gain persistence on the system.

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119

KDE AutoStart Script or Desktop File Creation

Identifies the creation or modification of a K Desktop Environment (KDE) AutoStart script or desktop file that will execute upon each user logon. Adversaries may abuse this method for persistence.

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220

Kernel Driver Load

Detects the loading of a Linux kernel module through system calls. Threat actors may leverage Linux kernel modules to load a rootkit on a system providing them with complete control and the ability to hide from security products. As other rules monitor for the addition of Linux kernel modules through system utilities or .ko files, this rule covers the gap that evasive rootkits leverage by monitoring for kernel module additions on the lowest level through auditd_manager.

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8

Kernel Driver Load by non-root User

Detects the loading of a Linux kernel module by a non-root user through system calls. Threat actors may leverage Linux kernel modules to load a rootkit on a system providing them with complete control and the ability to hide from security products. As other rules monitor for the addition of Linux kernel modules through system utilities or .ko files, this rule covers the gap that evasive rootkits leverage by monitoring for kernel module additions on the lowest level through auditd_manager.

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8

Kernel Module Load from Unusual Location

This rule detects the loading of a kernel module from an unusual location. Threat actors may use this technique to maintain persistence on a system by loading a kernel module into the kernel namespace. This behavior is strongly related to the presence of a rootkit on the system.

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3

Kernel Object File Creation

This rule detects the creation of a Linux kernel object file (.ko) on a system. Threat actors may leverage Linux kernel object files to load a rootkit or other type of malware on a system providing them with complete control and the ability to hide from security products.

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6

Suspicious File Creation via Kworker

This rule monitors for a file creation event originating from a kworker parent process. kworker, or kernel worker, processes are part of the kernel’s workqueue mechanism. They are responsible for executing work that has been scheduled to be done in kernel space, which might include tasks like handling interrupts, background activities, and other kernel-related tasks. Attackers may attempt to evade detection by masquerading as a kernel worker process.

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111

Potential Linux Backdoor User Account Creation

Identifies the attempt to create a new backdoor user by setting the user’s UID to 0. Attackers may alter a user’s UID to 0 to establish persistence on a system.

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114

Linux Group Creation

Identifies attempts to create a new group. Attackers may create new groups to establish persistence on a system.

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11

Suspicious Child Execution via Web Server

Identifies suspicious child processes executed via a web server, which may suggest a vulnerability and remote shell access. Attackers may exploit a vulnerability in a web application to execute commands via a web server, or place a backdoor file that can be abused to gain code execution as a mechanism for persistence.

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113

Linux User Added to Privileged Group

Identifies attempts to add a user to a privileged group. Attackers may add users to a privileged group in order to establish persistence on a system.

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114

Manual Dracut Execution

This rule detects manual execution of the "dracut" command on Linux systems. Dracut is a tool used to generate an initramfs image that is used to boot the system. Attackers may use "dracut" to create a custom initramfs image that includes malicious code or backdoors, allowing them to maintain persistence on the system.

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7

Message-of-the-Day (MOTD) File Creation

This rule detects the creation of potentially malicious files within the default MOTD file directories. Message of the day (MOTD) is the message that is presented to the user when a user connects to a Linux server via SSH or a serial connection. Linux systems contain several default MOTD files located in the "/etc/update-motd.d/" directory. These scripts run as the root user every time a user connects over SSH or a serial connection. Adversaries may create malicious MOTD files that grant them persistence onto the target every time a user connects to the system by executing a backdoor script or command.

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17

Process Spawned from Message-of-the-Day (MOTD)

Message of the day (MOTD) is the message that is presented to the user when a user connects to a Linux server via SSH or a serial connection. Linux systems contain several default MOTD files located in the "/etc/update-motd.d/" directory. These scripts run as the root user every time a user connects over SSH or a serial connection. Adversaries may create malicious MOTD files that grant them persistence onto the target every time a user connects to the system by executing a backdoor script or command. This rule detects the execution of potentially malicious processes through the MOTD utility.

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115

NetworkManager Dispatcher Script Creation

This rule detects the creation of a NetworkManager dispatcher script on a Linux system. NetworkManager dispatcher scripts are shell scripts that NetworkManager executes when network interfaces change state. Attackers can abuse NetworkManager dispatcher scripts to maintain persistence on a system by executing malicious code whenever a network event occurs.

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7

OpenSSL Password Hash Generation

This rule detects the usage of the "openssl" binary to generate password hashes on Linux systems. The "openssl" command is a cryptographic utility that can be used to generate password hashes. Attackers may use "openssl" to generate password hashes for new user accounts or to change the password of existing accounts, which can be leveraged to maintain persistence on a Linux system.

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6

Pluggable Authentication Module or Configuration Creation

This rule monitors for the creation of Pluggable Authentication Module (PAM) shared object files or configuration files. Attackers may create these files to maintain persistence on a compromised system, or harvest account credentials.

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9

Pluggable Authentication Module (PAM) Creation in Unusual Directory

This rule detects the creation of Pluggable Authentication Module (PAM) shared object files in unusual directories. Attackers may compile PAM shared object files in temporary directories, to move them to system directories later, potentially allowing them to maintain persistence on a compromised system, or harvest account credentials.

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106

Potential Backdoor Execution Through PAM_EXEC

This rule detects SSH session ID change followed by a suspicious SSHD child process, this may indicate the successful execution of a potentially malicious process through the Pluggable Authentication Module (PAM) utility. PAM is a framework used by Linux systems to authenticate users. Adversaries may create malicious PAM modules that grant them persistence onto the target every time a user logs in by executing a backdoor script or command.

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4

Pluggable Authentication Module (PAM) Source Download

This rule detects the usage of "curl" or "wget" to download the source code of a Pluggable Authentication Module (PAM) shared object file. Attackers may download the source code of a PAM shared object file to create a backdoor in the authentication process.

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7

Polkit Policy Creation

This rule monitors for the creation of Polkit policy files on Linux systems. Polkit policy files are used to define the permissions for system-wide services and applications. The creation of new Polkit policy files may indicate an attempt to modify the authentication process, which could be used for persistence by an adversary.

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107

Executable Bit Set for Potential Persistence Script

This rule monitors for the addition of an executable bit for scripts that are located in directories which are commonly abused for persistence. An alert of this rule is an indicator that a persistence mechanism is being set up within your environment. Adversaries may create these scripts to execute malicious code at start-up, or at a set interval to gain persistence onto the system.

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109

Process Capability Set via setcap Utility

This rule detects the use of the setcap utility to set capabilities on a process. The setcap utility is used to set the capabilities of a binary to allow it to perform privileged operations without needing to run as root. This can be used by attackers to establish persistence by creating a backdoor, or escalate privileges by abusing a misconfiguration on a system.

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106

Python Path File (pth) Creation

This rule detects the creation of .pth files in system-wide and user-specific Python package directories, which can be abused for persistent code execution. .pth files automatically execute Python code when the interpreter starts, making them a stealthy persistence mechanism. Monitoring these paths helps identify unauthorized modifications that could indicate persistence by an attacker or malicious package injection.

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7

Suspicious rc.local Error Message

This rule monitors the syslog log file for error messages related to the rc.local process. The rc.local file is a script that is executed during the boot process on Linux systems. Attackers may attempt to modify the rc.local file to execute malicious commands or scripts during system startup. This rule detects error messages such as "Connection refused," "No such file or directory," or "command not found" in the syslog log file, which may indicate that the rc.local file has been tampered with.

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7

Potential Execution of rc.local Script

This rule detects the potential execution of the "/etc/rc.local" script through the "already_running" event action created by the "rc-local.service" systemd service. The "/etc/rc.local" script is a legacy initialization script that is executed at the end of the boot process. The "/etc/rc.local" script is not enabled by default on most Linux distributions. The "/etc/rc.local" script can be used by attackers to persistently execute malicious commands or scripts on a compromised system at reboot. As the rc.local file is executed prior to the initialization of Elastic Defend, the execution event is not ingested, and therefore the "already_running" event is leveraged to provide insight into the potential execution of "rc.local".

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7

rc.local/rc.common File Creation

This rule monitors the creation of the rc.local/rc.common files. The "/etc/rc.local" file is used to start custom applications, services, scripts or commands during start-up. The rc.local file has mostly been replaced by Systemd. However, through the "systemd-rc-local-generator", rc.local files can be converted to services that run at boot. Adversaries may alter rc.local/rc.common to execute malicious code at start-up, and gain persistence onto the system.

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120

Setcap setuid/setgid Capability Set

This rule monitors for the addition of the cap_setuid+ep or cap_setgid+ep capabilities via setcap. Setuid (Set User ID) and setgid (Set Group ID) are Unix-like OS features that enable processes to run with elevated privileges, based on the file owner or group. Threat actors can exploit these attributes to achieve persistence by creating malicious binaries, allowing them to maintain control over a compromised system with elevated permissions.

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112

Shadow File Modification by Unusual Process

This rule monitors for Linux Shadow file modifications. These modifications are indicative of a potential password change or user addition event. Threat actors may attempt to create new users or change the password of a user account to maintain access to a system.

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7

Shared Object Created by Previously Unknown Process

This rule monitors the creation of shared object files by previously unknown processes. The creation of a shared object file involves compiling code into a dynamically linked library that can be loaded by other programs at runtime. While this process is typically used for legitimate purposes, malicious actors can leverage shared object files to execute unauthorized code, inject malicious functionality into legitimate processes, or bypass security controls. This allows malware to persist on the system, evade detection, and potentially compromise the integrity and confidentiality of the affected system and its data.

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15

Shell Configuration Creation

This rule monitors the creation of a shell configuration file. Unix systems use shell configuration files to set environment variables, create aliases, and customize the user’s environment. Adversaries may modify or add a shell configuration file to execute malicious code and gain persistence in the system.

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11

Simple HTTP Web Server Connection

This rule detects connections accepted by a simple HTTP web server in Python and PHP built-in modules. Adversaries may create simple HTTP web servers to establish persistence on a compromised system by uploading a reverse or command shell payload to the server web root, allowing them to regain remote access to the system if lost. This event may occur when an attacker requests the server to execute a command or script via a potential backdoor.

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7

Simple HTTP Web Server Creation

This rule detects the creation of a simple HTTP web server using PHP or Python built-in modules. Adversaries may create simple HTTP web servers to establish persistence on a compromised system by uploading a reverse or command shell payload to the server web root, allowing them to regain remote access to the system if lost.

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106

Python Site or User Customize File Creation

This rule detects the creation and modification of sitecustomize.py and usercustomize.py, which Python automatically executes on startup. Attackers can exploit these files for persistence by injecting malicious code. The rule monitors system-wide, user-specific, and virtual environment locations to catch unauthorized changes that could indicate persistence or backdooring attempts.

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7

Network Connection Initiated by Suspicious SSHD Child Process

This rule identifies an egress internet connection initiated by an SSH Daemon child process. This behavior is indicative of the alteration of a shell configuration file or other mechanism that launches a process when a new SSH login occurs. Attackers can also backdoor the SSH daemon to allow for persistence, call out to a C2 or to steal credentials.

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9

Unusual Login via System User

This rule identifies successful logins by system users that are uncommon to authenticate. These users have "nologin" set by default, and must be modified to allow SSH access. Adversaries may backdoor these users to gain unauthorized access to the system.

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7

Potential Suspicious File Edit

This rule monitors for the potential edit of a suspicious file. In Linux, when editing a file through an editor, a temporary .swp file is created. By monitoring for the creation of this .swp file, we can detect potential file edits of suspicious files. The execution of this rule is not a clear sign of the file being edited, as just opening the file through an editor will trigger this event. Attackers may alter any of the files added in this rule to establish persistence, escalate privileges or perform reconnaisance on the system.

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110

Potential Execution via SSH Backdoor

It identifies potential malicious shell executions through remote SSH and detects cases where the sshd service suddenly terminates soon after successful execution, suggesting suspicious behavior similar to the XZ backdoor.

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11

Systemd Generator Created

This rule detects the creation of a systemd generator file. Generators are small executables executed by systemd at bootup and during configuration reloads. Their main role is to convert non-native configuration and execution parameters into dynamically generated unit files, symlinks, or drop-ins, extending the unit file hierarchy for the service manager. Systemd generators can be used to execute arbitrary code at boot time, which can be leveraged by attackers to maintain persistence on a Linux system.

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8

Suspicious Network Connection via systemd

Detects suspicious network events executed by systemd, potentially indicating persistence through a systemd backdoor. Systemd is a system and service manager for Linux operating systems, used to initialize and manage system processes. Attackers can backdoor systemd for persistence by creating or modifying systemd unit files to execute malicious scripts or commands, or by replacing legitimate systemd binaries with compromised ones, ensuring that their malicious code is automatically executed at system startup or during certain system events.

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10

Systemd Timer Created

Detects the creation of a systemd timer within any of the default systemd timer directories. Systemd timers can be used by an attacker to gain persistence, by scheduling the execution of a command or script. Similarly to cron/at, systemd timers can be set up to execute on boot time, or on a specific point in time, which allows attackers to regain access in case the connection to the infected asset was lost.

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20

Systemd Service Created

This rule detects the creation or renaming of a new Systemd file in all of the common Systemd service locations for both root and regular users. Systemd service files are configuration files in Linux systems used to define and manage system services. Malicious actors can leverage systemd service files to achieve persistence by creating or modifying services to execute malicious commands or payloads during system startup or at a predefined interval by adding a systemd timer. This allows them to maintain unauthorized access, execute additional malicious activities, or evade detection.

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20

Systemd Service Started by Unusual Parent Process

Systemctl is a process used in Linux systems to manage systemd processes through service configuration files. Malicious actors can leverage systemd services to achieve persistence by creating or modifying service files to execute malicious commands or payloads during system startup. This allows them to maintain unauthorized access, execute additional malicious activities, or evade detection.

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8

Systemd Shell Execution During Boot

This rule detects the execution of shell commands by systemd during the boot process on Linux systems. Systemd is a system and service manager for Linux operating systems. Attackers may execute shell commands during the boot process to maintain persistence on the system. This may be a sign of malicious systemd services, initramfs or GRUB bootloader manipulation, or other persistence mechanisms.

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6

Tainted Kernel Module Load

This rule monitors the syslog log file for messages related to instances of a tainted kernel module load. Rootkits often leverage kernel modules as their main defense evasion technique. Detecting tainted kernel module loads is crucial for ensuring system security and integrity, as malicious or unauthorized modules can compromise the kernel and lead to system vulnerabilities or unauthorized access.

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9

Tainted Out-Of-Tree Kernel Module Load

This rule monitors the syslog log file for messages related to instances of a out-of-tree kernel module load, indicating the taining of the kernel. Rootkits often leverage kernel modules as their main defense evasion technique. Detecting tainted kernel module loads is crucial for ensuring system security and integrity, as malicious or unauthorized modules can compromise the kernel and lead to system vulnerabilities or unauthorized access.

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7

Systemd-udevd Rule File Creation

Monitors for the creation of rule files that are used by systemd-udevd to manage device nodes and handle kernel device events in the Linux operating system. Systemd-udevd can be exploited for persistence by adversaries by creating malicious udev rules that trigger on specific events, executing arbitrary commands or payloads whenever a certain device is plugged in or recognized by the system.

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13

Initramfs Unpacking via unmkinitramfs

This rule detects the unpacking of an initramfs image using the "unmkinitramfs" command on Linux systems. The "unmkinitramfs" command is used to extract the contents of an initramfs image, which is used to boot the system. Attackers may use "unmkinitramfs" to unpack an initramfs image and modify its contents to include malicious code or backdoors, allowing them to maintain persistence on the system.

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6

Unusual Exim4 Child Process

This rule detects the execution of unusual commands via a descendant process of exim4. Attackers may use descendant processes of exim4 to evade detection and establish persistence or execute post-exploitation commands on a target system.

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4

Authentication via Unusual PAM Grantor

This rule detects successful authentications via PAM grantors that are not commonly used. This could indicate an attacker is attempting to escalate privileges or maintain persistence on the system by modifying the default PAM configuration.

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6

Unusual SSHD Child Process

This rule detects the creation of an unusual SSHD child process through the usage of the "new_terms" rule type. Attackers may abuse SSH to maintain persistence on a compromised system, or to establish a backdoor for remote access, potentially resulting in an unusual SSHD child process being created.

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7

Linux User Account Credential Modification

This rule detects Linux user account credential modification events where the echo command is used to directly echo a password into the passwd or shadow utilities. This technique is used by malware to automate the process of user account credential modification on Linux systems post-infection.

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5

User or Group Creation/Modification

This rule leverages the "auditd_manager" integration to detect user or group creation or modification events on Linux systems. Threat actors may attempt to create or modify users or groups to establish persistence on the system.

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8

Unusual Process Spawned from Web Server Parent

This rule detects unusual processes spawned from a web server parent process by identifying low frequency counts of process spawning activity. Unusual process spawning activity may indicate an attacker attempting to establish persistence, execute malicious commands, or establish command and control channels on the host system. ESQL rules have limited fields available in its alert documents. Make sure to review the original documents to aid in the investigation of this alert.

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11

Unusual Command Execution from Web Server Parent

This rule detects potential command execution from a web server parent process on a Linux host. Adversaries may attempt to execute commands from a web server parent process to blend in with normal web server activity and evade detection. This behavior is commonly observed in web shell attacks where adversaries exploit web server vulnerabilities to execute arbitrary commands on the host. The detection rule identifies unusual command execution from web server parent processes, which may indicate a compromised host or an ongoing attack. ESQL rules have limited fields available in its alert documents. Make sure to review the original documents to aid in the investigation of this alert.

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11

Uncommon Destination Port Connection by Web Server

This rule identifies unusual destination port network activity originating from a web server process. The rule is designed to detect potential web shell activity or unauthorized communication from a web server process to external systems.

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5

Unusual Web Server Command Execution

This rule leverages the "new_terms" rule type to detect unusual command executions originating from web server processes on Linux systems. Attackers may exploit web servers to maintain persistence on a compromised system, often resulting in atypical command executions. As command execution from web server parent processes is common, the "new_terms" rule type approach helps to identify deviations from normal behavior.

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3

Network Connections Initiated Through XDG Autostart Entry

Detects network connections initiated through Cross-Desktop Group (XDG) autostart entries for GNOME and XFCE-based Linux distributions. XDG Autostart entries can be used to execute arbitrary commands or scripts when a user logs in. This rule helps to identify potential malicious activity where an attacker may have modified XDG autostart scripts to establish persistence on the system.

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9

Yum Package Manager Plugin File Creation

Detects file creation events in the plugin directories for the Yum package manager. In Linux, Yum (Yellowdog Updater, Modified) is a command-line utility used for handling packages on (by default) Fedora-based systems, providing functions for installing, updating, upgrading, and removing software along with managing package repositories. Attackers can backdoor Yum to gain persistence by injecting malicious code into plugins that Yum runs, thereby ensuring continued unauthorized access or control each time Yum is used for package management.

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10

Potential Unauthorized Access via Wildcard Injection Detected

This rule monitors for the execution of the "chown" and "chmod" commands with command line flags that could indicate a wildcard injection attack. Linux wildcard injection is a type of security vulnerability where attackers manipulate commands or input containing wildcards (e.g., *, ?, []) to execute unintended operations or access sensitive data by tricking the system into interpreting the wildcard characters in unexpected ways.

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111

Potential Privilege Escalation via Container Misconfiguration

This rule monitors for the execution of processes that interact with Linux containers through an interactive shell without root permissions. Utilities such as runc and ctr are universal command-line utilities leveraged to interact with containers via root permissions. On systems where the access to these utilities are misconfigured, attackers might be able to create and run a container that mounts the root folder or spawn a privileged container vulnerable to a container escape attack, which might allow them to escalate privileges and gain further access onto the host file system.

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11

Potential CVE-2025-32463 Nsswitch File Creation

Detects suspicious creation of the nsswitch.conf file, outside of the regular /etc/nsswitch.conf path, consistent with attempts to exploit CVE-2025-32463 (the "sudo chroot" privilege escalation), where an attacker tricks sudo into using attacker-controlled NSS files or libraries to gain root.

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3

Potential CVE-2025-32463 Sudo Chroot Execution Attempt

Detects suspicious use of sudo’s --chroot / -R option consistent with attempts to exploit CVE-2025-32463 (the "sudo chroot" privilege escalation), where an attacker tricks sudo into using attacker-controlled NSS files or libraries to gain root.

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3

Potential CVE-2025-41244 vmtoolsd LPE Exploitation Attempt

This rule looks for processes that behave like an attacker trying to exploit a known vulnerability in VMware tools (CVE-2025-41244). The vulnerable behavior involves the VMware tools service or its discovery scripts executing other programs to probe their version strings. An attacker can place a malicious program in a writable location (for example /tmp) and have the tools execute it with elevated privileges, resulting in local privilege escalation. The rule flags launches where vmtoolsd or the service discovery scripts start other child processes.

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3

Potential Privilege Escalation via Linux DAC permissions

Identifies potential privilege escalation exploitation of DAC (Discretionary access control) file permissions. The rule identifies exploitation of DAC checks on sensitive file paths via suspicious processes whose capabilities include CAP_DAC_OVERRIDE (where a process can bypass all read write and execution checks) or CAP_DAC_READ_SEARCH (where a process can read any file or perform any executable permission on the directories).

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8

File System Debugger Launched Inside a Container

This rule detects the use of the built-in Linux DebugFS utility from inside a container. DebugFS is a special file system debugging utility which supports reading and writing directly from a hard drive device. When launched inside a privileged container, a container deployed with all the capabilities of the host machine, an attacker can access sensitive host level files which could be used for further privilege escalation and container escapes to the host machine.

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3

Docker Release File Creation

This rule detects the creation of files named release_agent or notify_on_release, which are commonly associated with the abuse of Linux cgroup release mechanisms. In Docker or containerized environments, this behavior may indicate an attempt to exploit privilege escalation vulnerabilities such as CVE-2022-0492, where attackers use the release_agent feature to execute code on the host from within a container.

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4

Potential Privilege Escalation via Enlightenment

Identifies an attempt to exploit a local privilege escalation CVE-2022-37706 via a flaw in Linux window manager package Enlightenment. enlightenment_sys in Enlightenment before 0.25.4 allows local users to gain privileges because it is setuid root, and the system library function mishandles pathnames that begin with a /dev/.. substring.

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7

Privilege Escalation via GDB CAP_SYS_PTRACE

Identifies instances where GDB (granted the CAP_SYS_PTRACE capability) is executed, after which the user’s access is elevated to UID/GID 0 (root). In Linux, the CAP_SYS_PTRACE capability grants a process the ability to use the ptrace system call, which is typically used for debugging and allows the process to trace and control other processes. Attackers may leverage this capability to hook and inject into a process that is running with root permissions in order to escalate their privileges to root.

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7

Root Network Connection via GDB CAP_SYS_PTRACE

Identifies instances where GDB (granted the CAP_SYS_PTRACE capability) is executed, after which an outbound network connection is initiated by UID/GID 0 (root). In Linux, the CAP_SYS_PTRACE capability grants a process the ability to use the ptrace system call, which is typically used for debugging and allows the process to trace and control other processes. Attackers may leverage this capability to hook and inject into a process that is running with root permissions in order to execute shell code and gain a reverse shell with root privileges.

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7

Suspicious Kworker UID Elevation

Monitors for the elevation of regular user permissions to root permissions through the kworker process. kworker, or kernel worker, processes are part of the kernel’s workqueue mechanism. They are responsible for executing work that has been scheduled to be done in kernel space, which might include tasks like handling interrupts, background activities, and other kernel-related tasks. Attackers may attempt to evade detection by masquerading as a kernel worker process, and hijack the execution flow by hooking certain functions/syscalls through a rootkit in order to provide easy access to root via a special modified command.

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7

Modification of Dynamic Linker Preload Shared Object

Identifies modification of the dynamic linker preload shared object (ld.so.preload). Adversaries may execute malicious payloads by hijacking the dynamic linker used to load libraries.

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215

Suspicious Symbolic Link Created

Identifies the creation of a symbolic link to a suspicious file or location. A symbolic link is a reference to a file or directory that acts as a pointer or shortcut, allowing users to access the target file or directory from a different location in the file system. An attacker can potentially leverage symbolic links for privilege escalation by tricking a privileged process into following the symbolic link to a sensitive file, giving the attacker access to data or capabilities they would not normally have.

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11

Kernel Load or Unload via Kexec Detected

This detection rule identifies the usage of kexec, helping to uncover unauthorized kernel replacements and potential compromise of the system’s integrity. Kexec is a Linux feature that enables the loading and execution of a different kernel without going through the typical boot process. Malicious actors can abuse kexec to bypass security measures, escalate privileges, establish persistence or hide their activities by loading a malicious kernel, enabling them to tamper with the system’s trusted state, allowing e.g. a VM Escape.

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113

Potential Privilege Escalation via CVE-2023-4911

This rule detects potential privilege escalation attempts through Looney Tunables (CVE-2023-4911). Looney Tunables is a buffer overflow vulnerability in GNU C Library’s dynamic loader’s processing of the GLIBC_TUNABLES environment variable.

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9

Potential Privilege Escalation via OverlayFS

Identifies an attempt to exploit a local privilege escalation (CVE-2023-2640 and CVE-2023-32629) via a flaw in Ubuntu’s modifications to OverlayFS. These flaws allow the creation of specialized executables, which, upon execution, grant the ability to escalate privileges to root on the affected machine.

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10

Potential Privilege Escalation via PKEXEC

Identifies an attempt to exploit a local privilege escalation in polkit pkexec (CVE-2021-4034) via unsecure environment variable injection. Successful exploitation allows an unprivileged user to escalate to the root user.

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213

Privilege Escalation via SUID/SGID

Identifies instances where a process is executed with user/group ID 0 (root), and a real user/group ID that is not 0. This is indicative of a process that has been granted SUID/SGID permissions, allowing it to run with elevated privileges. Attackers may leverage a misconfiguration for exploitation in order to escalate their privileges to root, or establish a backdoor for persistence.

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111

Potential Privilege Escalation via SUID/SGID Proxy Execution

Detects potential privilege escalation via SUID/SGID proxy execution on Linux systems. Attackers may exploit binaries with the SUID/SGID bit set to execute commands with elevated privileges. This rule identifies instances where a process is executed with root privileges (user ID 0 or group ID 0) while the real user or group ID is non-root, indicating potential misuse of SUID/SGID binaries.

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3

Potential Shell via Wildcard Injection Detected

This rule monitors for the execution of a set of linux binaries, that are potentially vulnerable to wildcard injection, with suspicious command line flags followed by a shell spawn event. Linux wildcard injection is a type of security vulnerability where attackers manipulate commands or input containing wildcards (e.g., *, ?, []) to execute unintended operations or access sensitive data by tricking the system into interpreting the wildcard characters in unexpected ways.

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113

Potential Suspicious DebugFS Root Device Access

This rule monitors for the usage of the built-in Linux DebugFS utility to access a disk device without root permissions. Linux users that are part of the "disk" group have sufficient privileges to access all data inside of the machine through DebugFS. Attackers may leverage DebugFS in conjunction with "disk" permissions to read sensitive files owned by root, such as the shadow file, root ssh private keys or other sensitive files that may allow them to further escalate privileges.

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11

Potential snap-confine Privilege Escalation via CVE-2026-3888

This rule detects non-root file creation within "/tmp/.snap" or its host backing path "/tmp/snap-private-tmp/*/tmp/.snap", which may indicate exploitation attempts related to CVE-2026-3888. In vulnerable Ubuntu systems, the snap-confine utility normally creates the "/tmp/.snap" directory as root when initializing a snap sandbox. The vulnerability arises when systemd-tmpfiles deletes this directory after it becomes stale, allowing an unprivileged user to recreate it and populate attacker-controlled files. During subsequent snap sandbox initialization, snap-confine may bind-mount or trust these attacker-controlled paths, enabling manipulation of libraries or configuration files that can lead to local privilege escalation to root. Because legitimate creation of ".snap" directories should only be performed by root, non-root file activity in these locations is highly suspicious. This detection helps identify early stages of the exploit before privilege escalation is completed.

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2

Potential Sudo Privilege Escalation via CVE-2019-14287

This rule monitors for the execution of a suspicious sudo command that is leveraged in CVE-2019-14287 to escalate privileges to root. Sudo does not verify the presence of the designated user ID and proceeds to execute using a user ID that can be chosen arbitrarily. By using the sudo privileges, the command "sudo -u#-1" translates to an ID of 0, representing the root user. This exploit may work for sudo versions prior to v1.28.

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110

Potential Sudo Hijacking

Identifies the creation of a sudo binary located at /usr/bin/sudo. Attackers may hijack the default sudo binary and replace it with a custom binary or script that can read the user’s password in clear text to escalate privileges or enable persistence onto the system every time the sudo binary is executed.

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112

Potential Sudo Token Manipulation via Process Injection

This rule detects potential sudo token manipulation attacks through process injection by monitoring the use of a debugger (gdb) process followed by a successful uid change event during the execution of the sudo process. A sudo token manipulation attack is performed by injecting into a process that has a valid sudo token, which can then be used by attackers to activate their own sudo token. This attack requires ptrace to be enabled in conjunction with the existence of a living process that has a valid sudo token with the same uid as the current user.

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112

Potential Privilege Escalation via Python cap_setuid

This detection rule monitors for the execution of a system command with setuid or setgid capabilities via Python, followed by a uid or gid change to the root user. This sequence of events may indicate successful privilege escalation. Setuid (Set User ID) and setgid (Set Group ID) are Unix-like OS features that enable processes to run with elevated privileges, based on the file owner or group. Threat actors can exploit these attributes to escalate privileges to the privileges that are set on the binary that is being executed.

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9

Privilege Escalation via CAP_CHOWN/CAP_FOWNER Capabilities

Identifies instances where a processes (granted CAP_CHOWN and/or CAP_FOWNER capabilities) is executed, after which the ownership of a suspicious file or binary is changed. In Linux, the CAP_CHOWN capability allows a process to change the owner of a file, while CAP_FOWNER permits it to bypass permission checks on operations that require file ownership (like reading, writing, and executing). Attackers may abuse these capabilities to obtain unauthorized access to files.

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8

Suspicious Passwd File Event Action

Monitors for the generation of a passwd password entry via openssl, followed by a file write activity on the "/etc/passwd" file. The "/etc/passwd" file in Linux stores user account information, including usernames, user IDs, group IDs, home directories, and default shell paths. Attackers may exploit a misconfiguration in the "/etc/passwd" file permissions or other privileges to add a new entry to the "/etc/passwd" file with root permissions, and leverage this new user account to login as root.

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8

Privilege Escalation via CAP_SETUID/SETGID Capabilities

Identifies instances where a process (granted CAP_SETUID and/or CAP_SETGID capabilities) is executed, after which the user’s access is elevated to UID/GID 0 (root). In Linux, the CAP_SETUID and CAP_SETGID capabilities allow a process to change its UID and GID, respectively, providing control over user and group identity management. Attackers may leverage a misconfiguration for exploitation in order to escalate their privileges to root.

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10

Potential Privilege Escalation via Recently Compiled Executable

This rule monitors a sequence involving a program compilation event followed by its execution and a subsequent alteration of UID permissions to root privileges. This behavior can potentially indicate the execution of a kernel or software privilege escalation exploit.

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10

UID Elevation from Previously Unknown Executable

Monitors for the elevation of regular user permissions to root permissions through a previously unknown executable. Attackers may attempt to evade detection by hijacking the execution flow and hooking certain functions/syscalls through a rootkit in order to provide easy access to root via a special modified command.

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9

Namespace Manipulation Using Unshare

Identifies suspicious usage of unshare to manipulate system namespaces. Unshare can be utilized to escalate privileges or escape container security boundaries. Threat actors have utilized this binary to allow themselves to escape to the host and access other resources or escalate privileges.

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115

Potential Privilege Escalation through Writable Docker Socket

This rule monitors for the usage of Docker runtime sockets to escalate privileges on Linux systems. Docker sockets by default are only be writable by the root user and docker group. Attackers that have permissions to write to these sockets may be able to create and run a container that allows them to escalate privileges and gain further access onto the host file system.

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11

Discovery Command Output Written to Suspicious File

Detects when a discovery command is executed followed by the immediate modification of a suspicious file via the same process. Many types of malware execute discovery commands, save the output to a file, and then exfiltrate that file via their C2 channel.

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2

Sensitive File Access followed by Compression

Detects when a sensitive file is accessed followed by the immediate creation of a compressed file in a suspicious location. This activity can indicate an attempt to collect sensitive local data and stage it for exfiltration.

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2

Suspicious AWS S3 Connection via Script Interpreter

Detects when a script interpreter (osascript, Node.js, Python) with minimal arguments makes an outbound connection to AWS S3 or CloudFront domains. Threat actors have used S3 buckets for both command and control and data exfiltration. Script interpreters connecting to cloud storage should be investigated for potential malicious activity.

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3

Google Calendar C2 via Script Interpreter

Detects a two-stage Google Calendar C2 pattern where a scripting runtime (Node.js, Python, osascript) first connects to calendar.app.google to retrieve a hidden C2 address, then initiates a secondary connection to the decoded C2 host. This sequence is characteristic of packages using Unicode steganography in Google Calendar events to stage dynamic command-and-control endpoints.

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2

Network Connection to OAST Domain via Script Interpreter

Detects when a package service such as npm, gems, or a script interpreter makes an outbound network connection to an OAST (Out-of-band Application Security Testing) domain. Threat actors have been using OAST domains to exfiltrate sensitive data from compromised systems via malicious packages.

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2

Perl Outbound Network Connection

Detects when Perl makes an outbound network connection to a non-private IP address. Perl is a scripting language that comes pre-installed on macOS and offers extensive capabilities for adversaries. Its use for network connections on macOS systems is uncommon and potentially suspicious.

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2

Potential Etherhiding C2 via Blockchain Connection

Detects when a scripting interpreter makes an outbound network connection to an Ethereum blockchain endpoint for command and control purposes. Adversaries may leverage Ethereum blockchain infrastructure as a covert C2 channel to receive commands and exfiltrate data, as observed in campaigns like SleepyDuck malware.

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2

Script Interpreter Connection to Non-Standard Port

Detects the execution of a script interpreter followed by an outbound network connection to a raw IP address on a non-standard port. Many initial access scripts and malware implants connect directly to C2 or payload servers using non-standard ports to avoid detection.

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2

Suspicious Curl from macOS Application

Detects the use of curl by a macOS application binary to connect to a raw IP URI and download a second stage payload. Threat actors often utilize a benign looking or legitimate application as a first stage dropper. Curl is commonly used as it doesn’t enforce Gatekeeper checks.

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2

Suspicious Curl to Google App Script Endpoint

Detects the use of curl to a Google Script endpoint for the purpose of downloading a second stage payload or tool. Threat actors utilize exposed Google Script endpoints to host payloads as Google URLs are generally whitelisted and bypass security controls.

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2

Suspicious Outbound Network Connection via Unsigned Binary

Detects the execution of an unsigned or untrusted binary followed by an outbound network connection to a raw IP address on a non-standard port. Many malicious payloads will connect directly to C2 or a payload server using non-standard ports.

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2

Unusual Network Connection to Suspicious Web Service

This rule monitors for the unusual occurrence of outbound network connections to suspicious webservice domains.

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6

Dumping Account Hashes via Built-In Commands

Identifies the execution of macOS built-in commands used to dump user account hashes. Adversaries may attempt to dump credentials to obtain account login information in the form of a hash. These hashes can be cracked or leveraged for lateral movement.

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111

Suspicious pbpaste High Volume Activity

Identifies a high volume of pbpaste executions, which may indicate a bash loop continuously collecting clipboard contents, potentially allowing an attacker to harvest user credentials or other sensitive information.

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5

Kerberos Cached Credentials Dumping

Identifies the use of the Kerberos credential cache (kcc) utility to dump locally cached Kerberos tickets. Adversaries may attempt to dump credential material in the form of tickets that can be leveraged for lateral movement.

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111

Keychain Password Retrieval via Command Line

Adversaries may collect keychain storage data from a system to in order to acquire credentials. Keychains are the built-in way for macOS to keep track of users' passwords and credentials for many services and features, including Wi-Fi and website passwords, secure notes, certificates, and Kerberos.

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114

WebProxy Settings Modification

Identifies the use of the built-in networksetup command to configure webproxy settings. This may indicate an attempt to hijack web browser traffic for credential access via traffic sniffing or redirection.

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211

Potential macOS SSH Brute Force Detected

Identifies a high number (20) of macOS SSH KeyGen process executions from the same host. An adversary may attempt a brute force attack to obtain unauthorized access to user accounts.

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112

Prompt for Credentials with Osascript

Identifies the use of osascript to execute scripts via standard input that may prompt a user with a rogue dialog for credentials.

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215

First Time Python Accessed Sensitive Credential Files

Detects the first time a Python process accesses sensitive credential files on a given host. This behavior may indicate post-exploitation credential theft via a malicious Python script, compromised dependency, or malicious model file deserialization. Legitimate Python processes do not typically access credential files such as SSH keys, AWS credentials, browser cookies, Kerberos tickets, or keychain databases, so a first occurrence is a strong indicator of compromise.

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2

Suspicious Web Browser Sensitive File Access

Identifies the access or file open of web browser sensitive files by an untrusted/unsigned process or osascript. Adversaries may acquire credentials from web browsers by reading files specific to the target browser.

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214

SystemKey Access via Command Line

Keychains are the built-in way for macOS to keep track of users' passwords and credentials for many services and features, including Wi-Fi and website passwords, secure notes, certificates, and Kerberos. Adversaries may collect the keychain storage data from a system to acquire credentials.

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211

SoftwareUpdate Preferences Modification

Identifies changes to the SoftwareUpdate preferences using the built-in defaults command. Adversaries may abuse this in an attempt to disable security updates.

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111

Quarantine Attrib Removed by Unsigned or Untrusted Process

Detects deletion of the quarantine attribute by an unusual process (xattr). In macOS, when applications or programs are downloaded from the internet, there is a quarantine flag set on the file. This attribute is read by Apple’s Gatekeeper defense program at execution time. An adversary may disable this attribute to evade defenses.

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115

Attempt to Disable Gatekeeper

Detects attempts to disable Gatekeeper on macOS. Gatekeeper is a security feature that’s designed to ensure that only trusted software is run. Adversaries may attempt to disable Gatekeeper before executing malicious code.

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111

Dylib Injection via Process Environment Variables

Detects the use of process environment variables (DYLD_INSERT_LIBRARIES or LD_PRELOAD) to inject a shared library into a binary at or prior to execution. A threat actor may use this technique to load a malicious shared library for persistence, privilege escalation, and defense evasion. This activity is uncommon and typically indicates malicious behavior.

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2

Gatekeeper Override and Execution

Detects when macOS Gatekeeper is overridden followed by execution of the same binary from a suspicious location. This behavior indicates an attempt to bypass Apple’s security controls and execute potentially malicious software downloaded from the internet.

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2

Modification of Environment Variable via Unsigned or Untrusted Parent

Identifies modifications to an environment variable using the built-in launchctl command. Adversaries may execute their own malicious payloads by hijacking certain environment variables to load arbitrary libraries or bypass certain restrictions.

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211

Potential Privacy Control Bypass via TCCDB Modification

Identifies the use of sqlite3 to directly modify the Transparency, Consent, and Control (TCC) SQLite database. This may indicate an attempt to bypass macOS privacy controls, including access to sensitive resources like the system camera, microphone, address book, and calendar.

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113

Potential Privacy Control Bypass via Localhost Secure Copy

Identifies use of the Secure Copy Protocol (SCP) to copy files locally by abusing the auto addition of the Secure Shell Daemon (sshd) to the authorized application list for Full Disk Access. This may indicate attempts to bypass macOS privacy controls to access sensitive files.

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114

Modification of Safari Settings via Defaults Command

Identifies changes to the Safari configuration using the built-in defaults command. Adversaries may attempt to enable or disable certain Safari settings, such as enabling JavaScript from Apple Events to ease in the hijacking of the users browser.

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112

Potential Microsoft Office Sandbox Evasion

Identifies the creation of a suspicious zip file prepended with special characters. Sandboxed Microsoft Office applications on macOS are allowed to write files that start with special characters, which can be combined with an AutoStart location to achieve sandbox evasion.

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111

Suspicious TCC Access Granted for User Folders

Detects when TCC access is granted for multiple user folders like Desktop, Downloads and Documents in quick succession. Many information stealers require TCC permissions to access these locations and will prompt users to grant access for data exfiltration.

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3

TCC Bypass via Mounted APFS Snapshot Access

Identifies the use of the mount_apfs command to mount the entire file system through Apple File System (APFS) snapshots as read-only and with the noowners flag set. This action enables the adversary to access almost any file in the file system, including all user data and files protected by Apple’s privacy framework (TCC).

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111

Full Disk Access Permission Check

Detects suspicious access to the /Library/Preferences/com.apple.TimeMachine.plist file, indicating a potential attempt to verify or exploit Full Disk Access (FDA) permissions. This file is often checked by malware to confirm FDA privileges, which allow unrestricted access to sensitive user data.

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2

Suspicious SIP Check by macOS Application

Detects the unusual use of csrutil by a macOS application to check System Integrity Protection (SIP) status. While not malicious in itself, this activity is highly indicative of malware verifying it is not running in a virtual machine or protected environment prior to executing its payload.

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2

System and Network Configuration Check

Detects when the SystemConfiguration preferences plist file is accessed by an unusual or suspicious process. This may indicate an attempt to gain situational awareness on a target system by reading network configuration details.

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2

Enumeration of Users or Groups via Built-in Commands

Identifies the execution of macOS built-in commands related to account or group enumeration. Adversaries may use account and group information to orient themselves before deciding how to act.

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213

Execution via Electron Child Process Node.js Module

Identifies attempts to execute a child process from within the context of an Electron application using the child_process Node.js module. Adversaries may abuse this technique to inherit permissions from parent processes.

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111

Suspicious Browser Child Process

Identifies the execution of a suspicious browser child process. Adversaries may gain access to a system through a user visiting a website over the normal course of browsing. With this technique, the user’s web browser is typically targeted for exploitation.

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113

Suspicious Installer Package Spawns Network Event

Detects the execution of a MacOS installer package with an abnormal child process (e.g bash) followed immediately by a network connection via a suspicious process (e.g curl). Threat actors will build and distribute malicious MacOS installer packages, which have a .pkg extension, many times imitating valid software in order to persuade and infect their victims often using the package files (e.g pre/post install scripts etc.) to download additional tools or malicious software. If this rule fires it should indicate the installation of a malicious or suspicious package.

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113

First Time Python Spawned a Shell on Host

Detects the first time a Python process spawns a shell on a given host. Malicious Python scripts, compromised dependencies, or model file deserialization can result in shell spawns that would not occur during normal workflows. Since legitimate Python processes rarely shell out to interactive shells, a first occurrence of this behavior on a host is a strong signal of potential compromise.

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2

Suspicious Automator Workflows Execution

Identifies the execution of the Automator Workflows process followed by a network connection from it’s XPC service. Adversaries may drop a custom workflow template that hosts malicious JavaScript for Automation (JXA) code as an alternative to using osascript.

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112

Apple Script Execution followed by Network Connection

Detects execution via the Apple script interpreter (osascript) followed by a network connection from the same process within a short time period. Adversaries may use malicious scripts for execution and command and control.

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113

Shell Execution via Apple Scripting

Identifies the execution of the shell process (sh) via scripting (JXA or AppleScript). Adversaries may use the doShellScript functionality in JXA or do shell script in AppleScript to execute system commands.

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113

Unusual Library Load via Python

Detects when a Python process loads an unusual library from within the user’s home directory where the file is not a standard .so or .dylib file. This technique has been observed in APT campaigns by the Lazarus Group and Slow Pisces to load malicious payloads.

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2

Suspicious macOS MS Office Child Process

Identifies suspicious child processes of frequently targeted Microsoft Office applications (Word, PowerPoint, and Excel). These child processes are often launched during exploitation of Office applications or by documents with malicious macros.

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212

Potential Kerberos Attack via Bifrost

Identifies use of Bifrost, a known macOS Kerberos pentesting tool, which can be used to dump cached Kerberos tickets or attempt unauthorized authentication techniques such as pass-the-ticket/hash and kerberoasting.

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112

Remote SSH Login Enabled via systemsetup Command

Detects use of the systemsetup command to enable remote SSH Login.

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111

Suspicious Curl to Jamf Endpoint

Detects curl requests to JAMF Pro endpoints from suspicious processes like unsigned binaries or scripting interpreters. This indicates potential abuse of stolen JAMF credentials for lateral movement in enterprise macOS environments.

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2

Virtual Private Network Connection Attempt

Identifies the execution of macOS built-in commands to connect to an existing Virtual Private Network (VPN). Adversaries may use VPN connections to laterally move and control remote systems on a network.

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113

Potential Hidden Local User Account Creation

Identifies attempts to create a local account that will be hidden from the macOS logon window. This may indicate an attempt to evade user attention while maintaining persistence using a separate local account.

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111

Suspicious Apple Mail Rule Plist Modification

Detects suspicious creation or modification of the Apple Mail SyncedRules plist file by a non-Mail application. An adversary could establish persistence by creating or modifying an Apple Mail rule to point to a script file on disk, which will execute when an email matching the trigger is received.

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2

Launch Service Creation and Immediate Loading

An adversary can establish persistence by installing a new launch agent that executes at login by using launchd or launchctl to load a plist into the appropriate directories.

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112

Creation of Hidden Login Item via Apple Script

Identifies the execution of osascript to create a hidden login item. This may indicate an attempt to persist a malicious program while concealing its presence.

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114

Authorization Plugin Modification

Authorization plugins are used to extend the authorization services API and implement mechanisms that are not natively supported by the OS, such as multi-factor authentication with third party software. Adversaries may abuse this feature to persist and/or collect clear text credentials as they traverse the registered plugins during user logon.

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112

Suspicious CronTab Creation or Modification

Identifies attempts to create or modify a crontab via a process that is not crontab (i.e python, osascript, etc.). This activity should not be highly prevalent and could indicate the use of cron as a persistence mechanism by a threat actor.

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112

Curl Execution via Shell Profile

Detects when curl is executed via a shell profile upon login. This indicates a curl command was added to the user’s shell profile (like .zshrc or .bashrc) and is executed automatically at login, which could be used for persistence and payload delivery.

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2

Suspicious Hidden Child Process of Launchd

Identifies the execution of a launchd child process with a hidden file. An adversary can establish persistence by installing a new logon item, launch agent, or daemon that executes upon login.

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111

Persistence via DirectoryService Plugin Modification

Identifies the creation or modification of a DirectoryService PlugIns (dsplug) file. The DirectoryService daemon launches on each system boot and automatically reloads after crash. It scans and executes bundles that are located in the DirectoryServices PlugIns folder and can be abused by adversaries to maintain persistence.

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111

Persistence via Docker Shortcut Modification

An adversary can establish persistence by modifying an existing macOS dock property list in order to execute a malicious application instead of the intended one when invoked.

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112

Emond Rules Creation or Modification

Identifies the creation or modification of the Event Monitor Daemon (emond) rules. Adversaries may abuse this service by writing a rule to execute commands when a defined event occurs, such as system start up or user authentication.

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113

Suspicious Emond Child Process

Identifies the execution of a suspicious child process of the Event Monitor Daemon (emond). Adversaries may abuse this service by writing a rule to execute commands when a defined event occurs, such as system start up or user authentication.

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113

Attempt to Enable the Root Account

Identifies attempts to enable the root account using the dsenableroot command. This command may be abused by adversaries for persistence, as the root account is disabled by default.

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111

Creation of Hidden Launch Agent or Daemon

Identifies the creation of a hidden launch agent or daemon. An adversary may establish persistence by installing a new launch agent or daemon which executes at login.

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113

Persistence via Folder Action Script

Detects modification of a Folder Action script. A Folder Action script is executed when the folder to which it is attached has items added or removed, or when its window is opened, closed, moved, or resized. Adversaries may abuse this feature to establish persistence by utilizing a malicious script.

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113

Persistence via Login or Logout Hook

Identifies use of the Defaults command to install a login or logoff hook in MacOS. An adversary may abuse this capability to establish persistence in an environment by inserting code to be executed at login or logout.

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112

Potential Persistence via Login Hook

Identifies the creation or modification of the login window property list (plist). Adversaries may modify plist files to run a program during system boot or user login for persistence.

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112

Manual Loading of a Suspicious Chromium Extension

Detects the manual loading of a Chromium-based browser extension via command line arguments. This activity is suspicious and could indicate a threat actor loading a malicious extension to persist or collect browsing secrets such as cookies and authentication tokens.

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2

First Time Python Created a LaunchAgent or LaunchDaemon

Detects the first time a Python process creates or modifies a LaunchAgent or LaunchDaemon plist file on a given host. Malicious Python scripts, compromised dependencies, or model file deserialization can establish persistence on macOS by writing plist files to LaunchAgent or LaunchDaemon directories. Legitimate Python processes do not typically create persistence mechanisms, so a first occurrence is a strong indicator of compromise.

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2

Screensaver Plist File Modified by Unexpected Process

Identifies when a screensaver plist file is modified by an unexpected process. An adversary can maintain persistence on a macOS endpoint by creating a malicious screensaver (.saver) file and configuring the screensaver plist file to execute code each time the screensaver is activated.

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113

Suspicious File Creation via Pkg Install Script

Detects when an installer package executes a pre or post install script that immediately copies a file to suspicious locations on the filesystem. This activity is not common and usually indicates a malicious package attempting to install persistence or establish a working directory for malware.

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2

Potential Persistence via Atom Init Script Modification

Identifies modifications to the Atom desktop text editor Init File. Adversaries may add malicious JavaScript code to the init.coffee file that will be executed upon the Atom application opening.

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111

Apple Scripting Execution with Administrator Privileges

Identifies execution of the Apple script interpreter (osascript) without a password prompt and with administrator privileges.

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213

Execution with Explicit Credentials via Scripting

Identifies execution of the security_authtrampoline process via a scripting interpreter. This occurs when programs use AuthorizationExecute-WithPrivileges from the Security.framework to run another program with root privileges. It should not be run by itself, as this is a sign of execution with explicit logon credentials.

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111

Potential Admin Group Account Addition

Identifies attempts to add an account to the admin group via the command line. This could be an indication of privilege escalation activity.

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211

User Added to the Admin Group

Identifies users being added to the admin group. This could be an indication of privilege escalation activity.

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5

DNS Tunneling

A machine learning job detected unusually large numbers of DNS queries for a single top-level DNS domain, which is often used for DNS tunneling. DNS tunneling can be used for command-and-control, persistence, or data exfiltration activity. For example, dnscat tends to generate many DNS questions for a top-level domain as it uses the DNS protocol to tunnel data.

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108

Unusual DNS Activity

A machine learning job detected a rare and unusual DNS query that indicate network activity with unusual DNS domains. This can be due to initial access, persistence, command-and-control, or exfiltration activity. For example, when a user clicks on a link in a phishing email or opens a malicious document, a request may be sent to download and run a payload from an uncommon domain. When malware is already running, it may send requests to an uncommon DNS domain the malware uses for command-and-control communication.

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108

Unusual Web Request

A machine learning job detected a rare and unusual URL that indicates unusual web browsing activity. This can be due to initial access, persistence, command-and-control, or exfiltration activity. For example, in a strategic web compromise or watering hole attack, when a trusted website is compromised to target a particular sector or organization, targeted users may receive emails with uncommon URLs for trusted websites. These URLs can be used to download and run a payload. When malware is already running, it may send requests to uncommon URLs on trusted websites the malware uses for command-and-control communication. When rare URLs are observed being requested for a local web server by a remote source, these can be due to web scanning, enumeration or attack traffic, or they can be due to bots and web scrapers which are part of common Internet background traffic.

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108

Spike in Failed Logon Events

A machine learning job found an unusually large spike in authentication failure events. This can be due to password spraying, user enumeration or brute force activity and may be a precursor to account takeover or credentialed access.

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108

Spike in Logon Events

A machine learning job found an unusually large spike in successful authentication events. This can be due to password spraying, user enumeration or brute force activity.

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108

Spike in Successful Logon Events from a Source IP

A machine learning job found an unusually large spike in successful authentication events from a particular source IP address. This can be due to password spraying, user enumeration or brute force activity.

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108

Unusual Windows Process Calling the Metadata Service

Looks for anomalous access to the metadata service by an unusual process. The metadata service may be targeted in order to harvest credentials or user data scripts containing secrets.

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210

Suspicious Powershell Script

A machine learning job detected a PowerShell script with unusual data characteristics, such as obfuscation, that may be a characteristic of malicious PowerShell script text blocks.

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211

Unusual Source IP for a User to Logon from

A machine learning job detected a user logging in from an IP address that is unusual for the user. This can be due to credentialed access via a compromised account when the user and the threat actor are in different locations. An unusual source IP address for a username could also be due to lateral movement when a compromised account is used to pivot between hosts.

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108

Unusual Windows Remote User

A machine learning job detected an unusual remote desktop protocol (RDP) username, which can indicate account takeover or credentialed persistence using compromised accounts. RDP attacks, such as BlueKeep, also tend to use unusual usernames.

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210

Spike in host-based traffic

A machine learning job has detected a sudden spike in host based traffic. This can be due to a range of security issues, such as a compromised system, DDoS attacks, malware infections, privilege escalation, or data exfiltration.

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5

Spike in Firewall Denies

A machine learning job detected an unusually large spike in network traffic that was denied by network access control lists (ACLs) or firewall rules. Such a burst of denied traffic is usually caused by either 1) a mis-configured application or firewall or 2) suspicious or malicious activity. Unsuccessful attempts at network transit, in order to connect to command-and-control (C2), or engage in data exfiltration, may produce a burst of failed connections. This could also be due to unusually large amounts of reconnaissance or enumeration traffic. Denial-of-service attacks or traffic floods may also produce such a surge in traffic.

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109

Unusual Linux Network Port Activity

Identifies unusual destination port activity that can indicate command-and-control, persistence mechanism, or data exfiltration activity. Rarely used destination port activity is generally unusual in Linux fleets, and can indicate unauthorized access or threat actor activity.

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109

Decline in host-based traffic

A machine learning job has detected a sudden drop in host based traffic. This can be due to a range of security issues, such as a compromised system, a failed service, or a network misconfiguration.

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5

Unusual Network Destination Domain Name

A machine learning job detected an unusual network destination domain name. This can be due to initial access, persistence, command-and-control, or exfiltration activity. For example, when a user clicks on a link in a phishing email or opens a malicious document, a request may be sent to download and run a payload from an uncommon web server name. When malware is already running, it may send requests to an uncommon DNS domain the malware uses for command-and-control communication.

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109

Network Traffic to Rare Destination Country

A machine learning job detected a rare destination country name in the network logs. This can be due to initial access, persistence, command-and-control, or exfiltration activity. For example, when a user clicks on a link in a phishing email or opens a malicious document, a request may be sent to download and run a payload from a server in a country which does not normally appear in network traffic or business work-flows. Malware instances and persistence mechanisms may communicate with command-and-control (C2) infrastructure in their country of origin, which may be an unusual destination country for the source network.

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109

Spike in Network Traffic To a Country

A machine learning job detected an unusually large spike in network activity to one destination country in the network logs. This could be due to unusually large amounts of reconnaissance or enumeration traffic. Data exfiltration activity may also produce such a surge in traffic to a destination country that does not normally appear in network traffic or business workflows. Malware instances and persistence mechanisms may communicate with command-and-control (C2) infrastructure in their country of origin, which may be an unusual destination country for the source network.

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110

Unusual Windows Network Activity

Identifies Windows processes that do not usually use the network but have unexpected network activity, which can indicate command-and-control, lateral movement, persistence, or data exfiltration activity. A process with unusual network activity can denote process exploitation or injection, where the process is used to run persistence mechanisms that allow a malicious actor remote access or control of the host, data exfiltration, and execution of unauthorized network applications.

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211

Unusual Process For a Windows Host

Identifies rare processes that do not usually run on individual hosts, which can indicate execution of unauthorized services, malware, or persistence mechanisms. Processes are considered rare when they only run occasionally as compared with other processes running on the host.

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216

Anomalous Windows Process Creation

Identifies unusual parent-child process relationships that can indicate malware execution or persistence mechanisms. Malicious scripts often call on other applications and processes as part of their exploit payload. For example, when a malicious Office document runs scripts as part of an exploit payload, Excel or Word may start a script interpreter process, which, in turn, runs a script that downloads and executes malware. Another common scenario is Outlook running an unusual process when malware is downloaded in an email. Monitoring and identifying anomalous process relationships is a method of detecting new and emerging malware that is not yet recognized by anti-virus scanners.

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212

Unusual Windows Service

A machine learning job detected an unusual Windows service, This can indicate execution of unauthorized services, malware, or persistence mechanisms. In corporate Windows environments, hosts do not generally run many rare or unique services. This job helps detect malware and persistence mechanisms that have been installed and run as a service.

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210

Unusual Windows User Privilege Elevation Activity

A machine learning job detected an unusual user context switch, using the runas command or similar techniques, which can indicate account takeover or privilege escalation using compromised accounts. Privilege elevation using tools like runas are more commonly used by domain and network administrators than by regular Windows users.

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210

Anomalous Linux Compiler Activity

Looks for compiler activity by a user context which does not normally run compilers. This can be the result of ad-hoc software changes or unauthorized software deployment. This can also be due to local privilege elevation via locally run exploits or malware activity.

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108

FortiGate Configuration File Downloaded

This rule detects the download of a FortiGate device configuration file. Configuration exports contain sensitive data including administrator password hashes, LDAP bind credentials, VPN pre-shared keys, routing tables, and firewall policies. Threat actors exploiting CVE-2026-24858 have been observed exporting the full device configuration immediately after gaining access to harvest credentials and map the internal network.

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2

Accepted Default Telnet Port Connection

This rule detects network events that may indicate the use of Telnet traffic. Telnet is commonly used by system administrators to remotely control older or embedded systems using the command line shell. It should almost never be directly exposed to the Internet, as it is frequently targeted and exploited by threat actors as an initial access or backdoor vector. As a plain-text protocol, it may also expose usernames and passwords to anyone capable of observing the traffic.

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112

Cobalt Strike Command and Control Beacon

Cobalt Strike is a threat emulation platform commonly modified and used by adversaries to conduct network attack and exploitation campaigns. This rule detects a network activity algorithm leveraged by Cobalt Strike implant beacons for command and control.

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107

Default Cobalt Strike Team Server Certificate

This rule detects the use of the default Cobalt Strike Team Server TLS certificate. Cobalt Strike is software for Adversary Simulations and Red Team Operations which are security assessments that replicate the tactics and techniques of an advanced adversary in a network. Modifications to the Packetbeat configuration can be made to include MD5 and SHA256 hashing algorithms (the default is SHA1). See the References section for additional information on module configuration.

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109

Possible FIN7 DGA Command and Control Behavior

This rule detects a known command and control pattern in network events. The FIN7 threat group is known to use this command and control technique, while maintaining persistence in their target’s network.

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108

Halfbaked Command and Control Beacon

Halfbaked is a malware family used to establish persistence in a contested network. This rule detects a network activity algorithm leveraged by Halfbaked implant beacons for command and control.

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106

IPSEC NAT Traversal Port Activity

This rule detects events that could be describing IPSEC NAT Traversal traffic. IPSEC is a VPN technology that allows one system to talk to another using encrypted tunnels. NAT Traversal enables these tunnels to communicate over the Internet where one of the sides is behind a NAT router gateway. This may be common on your network, but this technique is also used by threat actors to avoid detection.

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109

SMTP on Port 26/TCP

This rule detects events that may indicate use of SMTP on TCP port 26. This port is commonly used by several popular mail transfer agents to deconflict with the default SMTP port 25. This port has also been used by a malware family called BadPatch for command and control of Windows systems.

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109

RDP (Remote Desktop Protocol) from the Internet

This rule detects network events that may indicate the use of RDP traffic from the Internet. RDP is commonly used by system administrators to remotely control a system for maintenance or to use shared resources. It should almost never be directly exposed to the Internet, as it is frequently targeted and exploited by threat actors as an initial access or backdoor vector.

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108

VNC (Virtual Network Computing) from the Internet

This rule detects network events that may indicate the use of VNC traffic from the Internet. VNC is commonly used by system administrators to remotely control a system for maintenance or to use shared resources. It should almost never be directly exposed to the Internet, as it is frequently targeted and exploited by threat actors as an initial access or backdoor vector.

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110

VNC (Virtual Network Computing) to the Internet

This rule detects network events that may indicate the use of VNC traffic to the Internet. VNC is commonly used by system administrators to remotely control a system for maintenance or to use shared resources. It should almost never be directly exposed to the Internet, as it is frequently targeted and exploited by threat actors as an initial access or backdoor vector.

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110

Potential Network Sweep Detected

This rule identifies a potential network sweep. A network sweep is a method used by attackers to scan a target network, identifying active hosts, open ports, and available services to gather information on vulnerabilities and weaknesses. This reconnaissance helps them plan subsequent attacks and exploit potential entry points for unauthorized access, data theft, or other malicious activities. This rule defines a threshold-based approach to detect multiple connection attempts from a single host to numerous destination hosts over commonly used network services.

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15

FortiGate FortiCloud SSO Login from Unusual Source

This rule detects the first successful FortiCloud SSO login from a previously unseen source IP address to a FortiGate device within the last 5 days. FortiCloud SSO logins from new source IPs may indicate exploitation of SAML-based authentication bypass vulnerabilities such as CVE-2026-24858, where crafted SAML assertions allow unauthorized access to FortiGate devices registered to other accounts. Environments that regularly use FortiCloud SSO will only alert on new source IPs not seen in the lookback window.

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3

RPC (Remote Procedure Call) from the Internet

This rule detects network events that may indicate the use of RPC traffic from the Internet. RPC is commonly used by system administrators to remotely control a system for maintenance or to use shared resources. It should almost never be directly exposed to the Internet, as it is frequently targeted and exploited by threat actors as an initial access or backdoor vector.

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109

RPC (Remote Procedure Call) to the Internet

This rule detects network events that may indicate the use of RPC traffic to the Internet. RPC is commonly used by system administrators to remotely control a system for maintenance or to use shared resources. It should almost never be directly exposed to the Internet, as it is frequently targeted and exploited by threat actors as an initial access or backdoor vector.

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108

SMB (Windows File Sharing) Activity to the Internet

This rule detects network events that may indicate the use of Windows file sharing (also called SMB or CIFS) traffic to the Internet. SMB is commonly used within networks to share files, printers, and other system resources amongst trusted systems. It should almost never be directly exposed to the Internet, as it is frequently targeted and exploited by threat actors as an initial access or backdoor vector or for data exfiltration.

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109

Inbound Connection to an Unsecure Elasticsearch Node

Identifies Elasticsearch nodes that do not have Transport Layer Security (TLS), and/or lack authentication, and are accepting inbound network connections over the default Elasticsearch port.

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106

Abnormally Large DNS Response

Specially crafted DNS requests can manipulate a known overflow vulnerability in some Windows DNS servers, resulting in Remote Code Execution (RCE) or a Denial of Service (DoS) from crashing the service.

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108

FortiGate SSO Login Followed by Administrator Account Creation

This rule detects a FortiCloud SSO login followed by administrator account creation on the same FortiGate device within 15 minutes. This sequence is a high-confidence indicator of the FG-IR-26-060 attack pattern, where threat actors authenticate via SAML-based SSO bypass and immediately create local administrator accounts for persistence.

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2

Exploit - Detected - Elastic Endgame

Elastic Endgame detected an Exploit. Click the Elastic Endgame icon in the event.module column or the link in the rule.reference column for additional information.

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106

Exploit - Prevented - Elastic Endgame

Elastic Endgame prevented an Exploit. Click the Elastic Endgame icon in the event.module column or the link in the rule.reference column for additional information.

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106

Permission Theft - Detected - Elastic Endgame

Elastic Endgame detected Permission Theft. Click the Elastic Endgame icon in the event.module column or the link in the rule.reference column for additional information.

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106

Permission Theft - Prevented - Elastic Endgame

Elastic Endgame prevented Permission Theft. Click the Elastic Endgame icon in the event.module column or the link in the rule.reference column for additional information.

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106

Exporting Exchange Mailbox via PowerShell

Identifies the use of the Exchange PowerShell cmdlet, New-MailBoxExportRequest, to export the contents of a primary mailbox or archive to a .pst file. Adversaries may target user email to collect sensitive information.

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421

Exchange Mailbox Export via PowerShell

Detects PowerShell script block content that creates Exchange mailbox export requests via New-MailboxExportRequest, commonly writing PST files. Adversaries can abuse export requests to collect and stage email content for exfiltration.

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215

PowerShell Suspicious Script with Audio Capture Capabilities

Detects PowerShell script block content that invokes microphone capture routines or WinMM audio APIs. Adversaries may use audio recording to surveil users or capture sensitive conversations for theft or extortion.

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217

PowerShell Keylogging Script

Detects PowerShell script block content that references Win32 keylogging primitives such as key state polling or low-level input hooks. Adversaries use keylogging to capture credentials and other sensitive user input.

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219

PowerShell Suspicious Script with Screenshot Capabilities

Detects PowerShell script block content that uses CopyFromScreen with .NET bitmap classes to capture screenshots. Attackers use screen capture to collect on-screen information and credentials.

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214

Potential File Transfer via Certreq

Identifies Certreq making an HTTP Post request. Adversaries could abuse Certreq to download files or upload data to a remote URL.

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215

Connection to Commonly Abused Web Services

Adversaries may implement command and control (C2) communications that use common web services to hide their activity. This attack technique is typically targeted at an organization and uses web services common to the victim network, which allows the adversary to blend into legitimate traffic activity. These popular services are typically targeted since they have most likely been used before compromise, which helps malicious traffic blend in.

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129

Network Activity to a Suspicious Top Level Domain

Identifies DNS queries to commonly abused Top Level Domains by common LOLBINs or executables running from world writable directories or unsigned binaries. This behavior matches on common malware C2 abusing less formal domain names.

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4

Potential File Download via a Headless Browser

Identifies headless browser execution from a suspicious parent process with arguments consistent with scripted retrieval. Adversaries use browsers because they are trusted, signed binaries that proxy and application-control policies allow through, bypassing restrictions on direct download tools.

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208

Potential Command and Control via Internet Explorer

Identifies instances of Internet Explorer (iexplore.exe) being started via the Component Object Model (COM) making unusual network connections. Adversaries could abuse Internet Explorer via COM to avoid suspicious processes making network connections and bypass host-based firewall restrictions.

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110

Newly Observed ScreenConnect Host Server

Detects when the ScreenConnect client (ConnectWise Control) connects to a newly observed host server that is not the official ScreenConnect cloud. ScreenConnect is a common RMM/remote access tool abused for C2 and persistence. Self-hosted or non-standard relay servers may indicate abuse or compromise. The rule aggregates by server host (parsed from the client command line), requires first-time observation within the rule window, and limits to a single host to reduce noise.

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3

Outlook Home Page Registry Modification

Identifies modifications in registry keys associated with abuse of the Outlook Home Page functionality for command and control or persistence.

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208

Port Forwarding Rule Addition

Identifies the creation of a new port forwarding rule. An adversary may abuse this technique to bypass network segmentation restrictions.

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417

Potential Remote Desktop Tunneling Detected

Identifies potential use of an SSH utility to establish RDP over an SSH Tunnel. This can be used by attackers to enable routing of network packets that would otherwise not reach their intended destination.

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420

Potential REMCOS Trojan Execution

Identifies known file and registry traces of the REMCOS Remote Access Trojan, including log files, persistence values, and cleanup artifacts. Adversaries use Remcos to maintain persistent remote access to compromised hosts.

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2

Remote File Download via Script Interpreter

Identifies built-in Windows script interpreters (cscript.exe or wscript.exe) being used to download an executable file from a remote destination.

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215

Remote Management Access Launch After MSI Install

Detects an MSI installer execution followed by the execution of commonly abused Remote Management Software like ScreenConnect. This behavior may indicate abuse where an attacker triggers an MSI install then connects via a guest link with a known session key.

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2

NetSupport Manager Execution from an Unusual Path

Identifies execution of the NetSupport remote access software from non-default paths. Adversaries may abuse NetSupport Manager to control a victim machine.

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2

Suspicious ScreenConnect Client Child Process

Identifies suspicious processes being spawned by the ScreenConnect client processes. This activity may indicate execution abusing unauthorized access to the ScreenConnect remote access software.

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313

Deprecated - SUNBURST Command and Control Activity

The malware known as SUNBURST targets the SolarWind’s Orion business software for command and control. This rule detects post-exploitation command and control activity of the SUNBURST backdoor.

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112

Potential File Transfer via Curl for Windows

Identifies Curl for Windows making an HTTP request. Adversaries could abuse Curl to download files or upload data to a remote URL.

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6

Potential Protocol Tunneling via Cloudflared

Identifies the use of Cloudflare Tunnel (cloudflared) to expose a local service or create an outbound tunnel. Adversaries may abuse quick tunnels (e.g. tunnel --url http://127.0.0.1:80) or named tunnels to proxy C2 traffic or exfiltrate data through Cloudflare’s edge while evading direct connection blocking.

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2

Potential Protocol Tunneling via Yuze

Identifies execution of Yuze, a lightweight open-source tunneling tool used for intranet penetration. Yuze supports forward and reverse SOCKS5 proxy tunneling and is typically executed via rundll32 loading yuze.dll with the RunYuze export. Threat actors may use it to proxy C2 or pivot traffic.

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2

Suspicious Shell Execution via Velociraptor

Detects shell executions (cmd, PowerShell, rundll32) spawned by Velociraptor. Threat actors have been observed installing Velociraptor to execute shell commands on compromised systems, blending in with legitimate system processes.

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2

Browser Process Spawned from an Unusual Parent

Identifies instances where an unusual process spawns a chrome browser child process. This behavior could be related to malware stealing browser information.

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2

Potential Active Directory Replication Account Backdoor

Identifies the modification of the nTSecurityDescriptor attribute in a domain object with rights related to DCSync to a user/computer account. Attackers can use this backdoor to re-obtain access to hashes of any user/computer.

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110

Kerberos Pre-authentication Disabled for User

Identifies the modification of an account’s Kerberos pre-authentication options. An adversary with GenericWrite/GenericAll rights over the account can maliciously modify these settings to perform offline password cracking attacks such as AS-REP roasting.

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218

Creation of a DNS-Named Record

Active Directory Integrated DNS (ADIDNS) is one of the core components of AD DS, leveraging AD’s access control and replication to maintain domain consistency. It stores DNS zones as AD objects, a feature that, while robust, introduces some security issues because of the default permission (Any authenticated users) to create DNS-named records. Attackers can perform Dynamic Spoofing attacks, where they monitor LLMNR/NBT-NS requests and create DNS-named records to target systems that are requested from multiple systems. They can also create specific records to target specific services, such as wpad, for spoofing attacks.

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108

Potential Kerberos Relay Attack against a Computer Account

Detects potential relay attacks by identifying coercion attempts followed by authentication events using a target server’s computer account, originating from a different host. This may indicate that an attacker has captured and relayed the server’s computer account hash to execute code on behalf of the compromised system.

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2

Creation or Modification of Domain Backup DPAPI private key

Identifies the creation or modification of Domain Backup private keys. Adversaries may extract the Data Protection API (DPAPI) domain backup key from a Domain Controller (DC) to be able to decrypt any domain user master key file.

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416

Microsoft IIS Connection Strings Decryption

Identifies use of aspnet_regiis to decrypt Microsoft IIS connection strings. An attacker with Microsoft IIS web server access via a webshell or alike can decrypt and dump any hardcoded connection strings, such as the MSSQL service account password using aspnet_regiis command.

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317

Untrusted DLL Loaded by Azure AD Sync Service

Identifies the load of a DLL without a valid code signature by the Azure AD Sync process, which may indicate an attempt to persist or collect sensitive credentials passing through the Azure AD synchronization server.

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106

Kerberos Traffic from Unusual Process

Identifies network connections to the standard Kerberos port from an unusual process. On Windows, the only process that normally performs Kerberos traffic from a domain joined host is lsass.exe.

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214

Potential Kerberos Coercion via DNS-Based SPN Spoofing

Identifies the creation of a DNS record containing a base64-encoded blob matching the pattern "UWhRCA…​BAAAA". This pattern corresponds to a marshaled CREDENTIAL_TARGET_INFORMATION structure, commonly used in Kerberos coercion attacks. It is associated with tools and techniques that exploit SPN spoofing via DNS. Adversaries may abuse this to coerce victim systems into authenticating to attacker-controlled hosts while requesting Kerberos tickets for legitimate services (often the victim’s own identity). This enables reflective Kerberos relay attacks, potentially resulting in privileged access such as NT AUTHORITY\SYSTEM, without relying on NTLM fallback.

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3

Potential Kerberos SPN Spoofing via Suspicious DNS Query

Identifies queries to a DNS record containing a base64-encoded blob matching the pattern "UWhRCA…​BAAAA". This pattern corresponds to a marshaled CREDENTIAL_TARGET_INFORMATION structure, commonly used in Kerberos coercion attacks. It is associated with tools and techniques that exploit SPN spoofing via DNS. Adversaries may abuse this to coerce victim systems into authenticating to attacker-controlled hosts while requesting Kerberos tickets for legitimate services (often the victim’s own identity), enabling attacks such as NTLM reflection.

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2

Access to a Sensitive LDAP Attribute

Identify access to sensitive Active Directory object attributes that contains credentials and decryption keys such as unixUserPassword, ms-PKI-AccountCredentials and msPKI-CredentialRoamingTokens.

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118

Suspicious Module Loaded by LSASS

Identifies LSASS loading an unsigned or untrusted DLL. Windows Security Support Provider (SSP) DLLs are loaded into LSSAS process at system start. Once loaded into the LSA, SSP DLLs have access to encrypted and plaintext passwords that are stored in Windows, such as any logged-on user’s Domain password or smart card PINs.

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13

Potential Machine Account Relay Attack via SMB

Identifies potential relay attacks against a machine account by identifying network share access events coming from a remote source.ip but using the target server computer account. This may indicate a successful SMB relay attack.

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3

Mimikatz Memssp Log File Detected

Identifies the password log file from the default Mimikatz memssp module.

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416

Potential Invoke-Mimikatz PowerShell Script

Mimikatz is a credential dumper capable of obtaining plaintext Windows account logins and passwords, along with many other features that make it useful for testing the security of networks. This rule detects PowerShell script content associated with Invoke-Mimikatz or Mimikatz.

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215

Modification of WDigest Security Provider

Identifies attempts to modify the WDigest security provider in the registry to force the user’s password to be stored in clear text in memory. This behavior can be indicative of an adversary attempting to weaken the security configuration of an endpoint. Once the UseLogonCredential value is modified, the adversary may attempt to dump clear text passwords from memory.

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215

Windows Registry File Creation in SMB Share

Identifies the creation or modification of a medium-size registry hive file on a Server Message Block (SMB) share, which may indicate an exfiltration attempt of a previously dumped Security Account Manager (SAM) registry hive for credential extraction on an attacker-controlled system.

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113

Network Logon Provider Registry Modification

Identifies the modification of the network logon provider registry. Adversaries may register a rogue network logon provider module for persistence and/or credential access via intercepting the authentication credentials in clear text during user logon.

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217

PowerShell Invoke-NinjaCopy script

Detects PowerShell script block content containing Invoke-NinjaCopy or related Stealth* functions used for direct volume file access. Attackers use NinjaCopy to read locked system files such as NTDS.dit or registry hives for credential dumping.

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112

PowerShell Kerberos Ticket Dump

Detects PowerShell script block content that references LSA Kerberos ticket retrieval APIs and Kerb* message types. Attackers dump Kerberos tickets from memory to reuse credentials and move laterally.

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112

Potential PowerShell Pass-the-Hash/Relay Script

Detects PowerShell scripts associated with NTLM relay or pass-the-hash tooling and SMB/NTLM negotiation artifacts. Attackers use relay and PtH techniques to authenticate without passwords and pivot to other systems.

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109

PowerShell Script with Veeam Credential Access Capabilities

Identifies PowerShell script block content that queries Veeam credential tables or uses ProtectedStorage to decrypt stored secrets. Attackers abuse Veeam credentials to access backup infrastructure and enable ransomware operations.

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108

Rare Connection to WebDAV Target

Identifies rare connection attempts to a Web Distributed Authoring and Versioning (WebDAV) resource. Attackers may inject WebDAV paths in files or features opened by a victim user to leak their NTLM credentials via forced authentication.

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7

Sensitive Registry Hive Access via RegBack

Identifies attempts to access sensitive registry hives which contain credentials from the registry backup folder.

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6

Potential Local NTLM Relay via HTTP

Identifies attempt to coerce a local NTLM authentication via HTTP using the Windows Printer Spooler service as a target. An adversary may use this primitive in combination with other techniques to elevate privileges on a compromised system.

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316

Potential Shadow Credentials added to AD Object

Identify the modification of the msDS-KeyCredentialLink attribute in an Active Directory Computer or User Object. Attackers can abuse control over the object and create a key pair, append to raw public key in the attribute, and obtain persistent and stealthy access to the target user or computer object.

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218

User account exposed to Kerberoasting

Detects when a user account has the servicePrincipalName attribute modified. Attackers can abuse write privileges over a user to configure Service Principle Names (SPNs) so that they can perform Kerberoasting. Administrators can also configure this for legitimate purposes, exposing the account to Kerberoasting.

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220

Potential Credential Access via Renamed COM+ Services DLL

Identifies suspicious renamed COMSVCS.DLL Image Load, which exports the MiniDump function that can be used to dump a process memory. This may indicate an attempt to dump LSASS memory while bypassing command-line based detection in preparation for credential access.

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212

Suspicious Remote Registry Access via SeBackupPrivilege

Identifies remote access to the registry using an account with Backup Operators group membership. This may indicate an attempt to exfiltrate credentials by dumping the Security Account Manager (SAM) registry hive in preparation for credential access and privileges elevation.

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217

Symbolic Link to Shadow Copy Created

Identifies the creation of symbolic links to a shadow copy. Symbolic links can be used to access files in the shadow copy, including sensitive files such as ntds.dit, System Boot Key and browser offline credentials.

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317

Potential Veeam Credential Access Command

Identifies commands that can access and decrypt Veeam credentials stored in MSSQL databases. Attackers can use Veeam Credentials to target backups as part of destructive operations such as Ransomware attacks.

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208

Unusual Web Config File Access

Detects unusual access to the web.config file, which contains sensitive credential information such as database connection strings, machineKey validation/decryption keys, and SAML/OAuth token settings. Attackers can use the information extracted to forge malicious __VIEWSTATE requests for persistent RCE on the web server or pivot to the SQL server using exposed connection strings.

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3

Wireless Credential Dumping using Netsh Command

Identifies attempts to dump Wireless saved access keys in clear text using the Windows built-in utility Netsh.

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215

Potential Antimalware Scan Interface Bypass via PowerShell

Detects PowerShell scripts that references Antimalware Scan Interface (AMSI) bypass classes, methods, or known bypass strings. Attackers attempt AMSI bypass to disable scanning and run malicious PowerShell content undetected.

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117

Clearing Windows Event Logs

Identifies attempts to clear or disable Windows event log stores using Windows wevetutil command. This is often done by attackers in an attempt to evade detection or destroy forensic evidence on a system.

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320

Suspicious Communication App Child Process

Identifies suspicious child processes of communications apps, which can indicate a potential masquerading as the communication app or the exploitation of a vulnerability on the application causing it to execute code.

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13

Creation or Modification of Root Certificate

Identifies the creation or modification of a local trusted root certificate in Windows. The install of a malicious root certificate would allow an attacker the ability to masquerade malicious files as valid signed components from any entity (for example, Microsoft). It could also allow an attacker to decrypt SSL traffic.

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315

Network-Level Authentication (NLA) Disabled

Identifies the attempt to disable Network-Level Authentication (NLA) via registry modification. Network Level Authentication (NLA) is a feature on Windows that provides an extra layer of security for Remote Desktop (RDP) connections, as it requires users to authenticate before allowing a full RDP session. Attackers can disable NLA to enable persistence methods that require access to the Windows sign-in screen without authenticating, such as Accessibility Features persistence methods, like Sticky Keys.

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208

Suspicious .NET Code Compilation

Identifies executions of .NET compilers with suspicious parent processes, which can indicate an attacker’s attempt to compile code after delivery in order to bypass security mechanisms.

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317

Remote Desktop Enabled in Windows Firewall by Netsh

Identifies use of the network shell utility (netsh.exe) to enable inbound Remote Desktop Protocol (RDP) connections in the Windows Firewall.

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316

ImageLoad via Windows Update Auto Update Client

Identifies abuse of the Windows Update Auto Update Client (wuauclt.exe) to load an arbitrary DLL. This behavior is used as a defense evasion technique to blend-in malicious activity with legitimate Windows software.

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319

Microsoft Build Engine Started by an Office Application

An instance of MSBuild, the Microsoft Build Engine, was started by Excel or Word. This is unusual behavior for the Build Engine and could have been caused by an Excel or Word document executing a malicious script payload.

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316

Microsoft Build Engine Started by a Script Process

An instance of MSBuild, the Microsoft Build Engine, was started by a script or the Windows command interpreter. This behavior is unusual and is sometimes used by malicious payloads.

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317

Microsoft Build Engine Started by a System Process

An instance of MSBuild, the Microsoft Build Engine, was started by Explorer or the WMI (Windows Management Instrumentation) subsystem. This behavior is unusual and is sometimes used by malicious payloads.

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317

Microsoft Build Engine Started an Unusual Process

An instance of MSBuild, the Microsoft Build Engine, started a PowerShell script or the Visual C# Command Line Compiler. This technique is sometimes used to deploy a malicious payload using the Build Engine.

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320

Suspicious Microsoft Antimalware Service Execution

Identifies suspicious execution of the Microsoft Antimalware Service Executable (MsMpEng.exe) from non-standard paths or renamed instances. This may indicate an attempt to evade defenses through DLL side-loading or by masquerading as the antimalware process.

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217

Deprecated - Encoded Executable Stored in the Registry

Identifies registry write modifications to hide an encoded portable executable. This could be indicative of adversary defense evasion by avoiding the storing of malicious content directly on disk.

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417

Proxy Execution via Console Window Host

Identifies abuse of the Console Window Host (conhost.exe) to execute commands via proxy. This behavior is used as a defense evasion technique to blend-in malicious activity with legitimate Windows software.

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2

Execution via Windows Command Debugging Utility

An adversary can use the Windows command line debugging utility cdb.exe to execute commands or shellcode. This rule looks for those instances and where the cdb.exe binary is outside of the normal WindowsKit installation paths.

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109

Disabling Lsa Protection via Registry Modification

LSA protecton is provided to prevent nonprotected processes from reading memory and injecting code. This feature provides added security for the credentials that LSA stores and manages. Adversaries may modify the RunAsPPL registry and wait or initiate a system restart to enable Lsass credentials access.

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5

Suspicious Endpoint Security Parent Process

A suspicious Endpoint Security parent process was detected. This may indicate a process hollowing or other form of code injection.

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320

Renamed Automation Script Interpreter

Identifies renamed Automation Script Interpreter process. Malware written as an AutoIt/AutoHotKey script tends to rename the main executable to avoid detection.

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217

Microsoft Windows Defender Tampering

Identifies when one or more features on Microsoft Defender are disabled. Adversaries may disable or tamper with Microsoft Defender features to evade detection and conceal malicious behavior.

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318

MsBuild Making Network Connections

Identifies MsBuild.exe making outbound network connections. This may indicate adversarial activity as MsBuild is often leveraged by adversaries to execute code and evade detection.

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215

Suspicious Microsoft HTML Application Child Process

Identifies Mshta.exe spawning a suspicious child process. This may indicate adversarial activity, as Mshta is often leveraged by adversaries to execute malicious scripts and evade detection.

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2

Potential Remote Install via MsiExec

Identifies attempts to install a file from a remote server using MsiExec. Adversaries may abuse Windows Installers for initial access and delivery of malware.

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3

Network Connection via MsXsl

Identifies msxsl.exe making a network connection. This may indicate adversarial activity as msxsl.exe is often leveraged by adversaries to execute malicious scripts and evade detection.

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211

Unusual Network Activity from a Windows System Binary

Identifies network activity from unexpected system applications. This may indicate adversarial activity as these applications are often leveraged by adversaries to execute code and evade detection.

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219

Local Account TokenFilter Policy Disabled

Identifies registry modification to the LocalAccountTokenFilterPolicy policy. If this value exists (which doesn’t by default) and is set to 1, then remote connections from all local members of Administrators are granted full high-integrity tokens during negotiation.

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319

Suspicious .NET Reflection via PowerShell

Detects PowerShell scripts that invoke Reflection.Assembly or Assembly.Load to load .NET assemblies. Attackers use this method to load executables and DLLs without writing to the disk, bypassing security solutions.

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322

PowerShell Suspicious Payload Encoded and Compressed

Identifies PowerShell script block content that combines Base64 decoding with .NET decompression (Deflate/GZip). Attackers use this pattern to deobfuscate and reconstruct payloads in memory to evade defenses.

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319

PowerShell Script with Encryption/Decryption Capabilities

Identifies PowerShell script block content that uses .NET cryptography APIs for file encryption or decryption. Attackers abuse these routines to encrypt data for impact or decrypt staged payloads to evade defenses.

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113

Potential PowerShell Obfuscated Script via High Entropy

Identifies PowerShell script blocks with high entropy and non-uniform character distributions. Attackers may obfuscate PowerShell scripts using encoding, encryption, or compression techniques to evade signature-based detections and hinder manual analysis by security analysts.

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2

Deprecated - Potential PowerShell Obfuscated Script

Identifies scripts that contain patterns and known methods that obfuscate PowerShell code. Attackers can use obfuscation techniques to bypass PowerShell security protections such as Antimalware Scan Interface (AMSI).

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110

Potential PowerShell Obfuscation via Invalid Escape Sequences

Detects PowerShell scripts with repeated invalid backtick escapes between word characters (letters, digits, underscore, or dash), splitting tokens while preserving execution. Attackers use this obfuscation to fragment keywords and evade pattern-based detection and AMSI.

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12

Potential PowerShell Obfuscation via Backtick-Escaped Variable Expansion

Detects PowerShell scripts that uses backtick-escaped characters inside ${} variable expansion (multiple backticks between word characters) to reconstruct strings at runtime. Attackers use variable-expansion obfuscation to split keywords, hide commands, and evade static analysis and AMSI.

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10

Potential PowerShell Obfuscation via Character Array Reconstruction

Detects PowerShell scripts that reconstructs strings from char[] arrays, index lookups, or repeated ([char]NN)+ concatenation/join logic. Attackers use character-array reconstruction to hide commands, URLs, or payloads and evade static analysis and AMSI.

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10

Potential PowerShell Obfuscation via Concatenated Dynamic Command Invocation

Detects PowerShell scripts that builds commands from concatenated string literals inside dynamic invocation constructs like &() or .(). Attackers use concatenated dynamic invocation to obscure execution intent, bypass keyword-based detections, and evade AMSI.

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10

Potential PowerShell Obfuscation via High Numeric Character Proportion

Detects long PowerShell script block content with unusually high numeric character density (high digit-to-length ratio), often produced by byte arrays, character-code reconstruction, or embedded encoded blobs. Attackers use numeric-heavy obfuscation to conceal payloads and rebuild them at runtime to avoid static inspection.

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12

Potential Dynamic IEX Reconstruction via Environment Variables

Detects PowerShell scripts that reconstructs IEX (Invoke-Expression) by indexing environment variable strings (for example, $env:VAR[1,2,3]) or related .name[...] slices and joining characters at runtime. Attackers use environment-variable slicing to hide dynamic execution and evade keyword-based detections and AMSI.

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11

Dynamic IEX Reconstruction via Method String Access

Detects PowerShell scripts that rebuilds IEX by converting method references to strings (for example, ''.IndexOf.ToString()) and extracting multiple indexed characters (for example, [n,n,n]). Attackers use method-string reconstruction to conceal dynamic execution and bypass static detections and AMSI.

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12

PowerShell Obfuscation via Negative Index String Reversal

Detects PowerShell scripts that uses negative index ranges (for example, $var[-1..0]) to reverse strings or arrays and rebuild content at runtime. Attackers use index reversal to reconstruct hidden commands or payloads and evade static analysis and AMSI.

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10

Potential PowerShell Obfuscation via Reverse Keywords

Detects PowerShell scripts containing reversed keyword strings associated with execution or network activity (for example, ekovni, noisserpxe, daolnwod, tcejbo-wen, tcejboimw, etc.). Attackers reverse keywords and reconstruct them at runtime to hide intent and evade static detection and AMSI.

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11

Potential PowerShell Obfuscation via String Concatenation

Detects PowerShell scripts that repeatedly concatenates multiple quoted string literals with + to assemble commands or tokens at runtime. Attackers use string concatenation to fragment keywords or URLs and evade static analysis and AMSI.

update

11

Potential PowerShell Obfuscation via String Reordering

Detects PowerShell scripts that uses format placeholders like "{0}{1}" with the -f operator or ::Format to reorder strings at runtime. Attackers use format-based reconstruction to hide commands or payload strings and evade static analysis and AMSI.

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13

Potential PowerShell Obfuscation via Special Character Overuse

Detects PowerShell scripts dominated by whitespace and special characters with low symbol diversity, a profile often produced by formatting or encoding obfuscation. Attackers use symbol-heavy encoding or formatting (for example, SecureString-style blobs or character-level transforms) to hide payloads and evade static analysis and AMSI.

update

11

Potential Process Injection via PowerShell

Detects PowerShell scripts that combines Win32 APIs for allocation/protection or process access (for example, VirtualAlloc/VirtualProtect/OpenProcess/AdjustTokenPrivileges/LoadLibrary/GetProcAddress) with injection or execution APIs (WriteProcessMemory/CreateRemoteThread/NtCreateThreadEx/QueueUserAPC/ResumeThread). Attackers use these API chains to inject code into remote processes and execute payloads in memory for defense evasion.

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218

Suspicious Microsoft Diagnostics Wizard Execution

Identifies potential abuse of the Microsoft Diagnostics Troubleshooting Wizard (MSDT) to proxy malicious command or binary execution via malicious process arguments.

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216

DNS Global Query Block List Modified or Disabled

Identifies changes to the DNS Global Query Block List (GQBL), a security feature that prevents the resolution of certain DNS names often exploited in attacks like WPAD spoofing. Attackers with certain privileges, such as DNSAdmins, can modify or disable the GQBL, allowing exploitation of hosts running WPAD with default settings for privilege escalation and lateral movement.

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209

Potential RemoteMonologue Attack

Identifies attempt to perform session hijack via COM object registry modification by setting the RunAs value to Interactive User.

update

5

Potential Windows Session Hijacking via CcmExec

This detection rule identifies when SCNotification.exe loads an untrusted DLL, which is a potential indicator of an attacker attempt to hijack/impersonate a Windows user session.

update

5

Script Execution via Microsoft HTML Application

Identifies the execution of scripts via HTML applications using Windows utilities rundll32.exe or mshta.exe. Adversaries may bypass process and/or signature-based defenses by proxying execution of malicious content with signed binaries.

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208

Suspicious CertUtil Commands

Identifies suspicious commands being used with certutil.exe. CertUtil is a native Windows component which is part of Certificate Services. CertUtil is often abused by attackers to live off the land for stealthier command and control or data exfiltration.

update

316

Suspicious Execution from a Mounted Device

Identifies when a script interpreter or signed binary is launched via a non-standard working directory. An attacker may use this technique to evade defenses.

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213

Suspicious Managed Code Hosting Process

Identifies a suspicious managed code hosting process which could indicate code injection or other form of suspicious code execution.

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313

Suspicious Process Creation CallTrace

Identifies when a process is created and immediately accessed from an unknown memory code region and by the same parent process. This may indicate a code injection attempt.

update

311

Suspicious Script Object Execution

Identifies scrobj.dll loaded into unusual Microsoft processes. This usually means a malicious scriptlet is being executed in the target process.

update

213

Suspicious WMIC XSL Script Execution

Identifies WMIC allowlist bypass techniques by alerting on suspicious execution of scripts. When WMIC loads scripting libraries it may be indicative of an allowlist bypass.

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213

Suspicious Zoom Child Process

A suspicious Zoom child process was detected, which may indicate an attempt to run unnoticed. Verify process details such as command line, network connections, file writes and associated file signature details as well.

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421

Unusual Executable File Creation by a System Critical Process

Identifies an unexpected executable file being created or modified by a Windows system critical process, which may indicate activity related to remote code execution or other forms of exploitation.

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316

Unusual Network Connection via DllHost

Identifies unusual instances of dllhost.exe making outbound network connections. This may indicate adversarial Command and Control activity.

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212

Unusual Process Network Connection

Identifies network activity from unexpected system applications. This may indicate adversarial activity as these applications are often leveraged by adversaries to execute code and evade detection.

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212

WDAC Policy File by an Unusual Process

Identifies the creation of a Windows Defender Application Control (WDAC) policy file by an unusual process. Adversaries may use a secially crafted WDAC policy to restrict the execution of security products.

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5

Potential Evasion via Windows Filtering Platform

Identifies multiple Windows Filtering Platform block events and where the process name is related to an endpoint security software. Adversaries may add malicious WFP rules to prevent Endpoint security from sending telemetry.

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110

Signed Proxy Execution via MS Work Folders

Identifies the use of Windows Work Folders to execute a potentially masqueraded control.exe file in the current working directory. Misuse of Windows Work Folders could indicate malicious activity.

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315

Suspicious Execution via Windows Subsystem for Linux

Detects Linux Bash commands from the the Windows Subsystem for Linux. Adversaries may enable and use WSL for Linux to avoid detection.

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211

Execution via Windows Subsystem for Linux

Detects attempts to execute a program on the host from the Windows Subsystem for Linux. Adversaries may enable and use WSL for Linux to avoid detection.

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215

Host File System Changes via Windows Subsystem for Linux

Detects file creation and modification on the host system from the Windows Subsystem for Linux. Adversaries may enable and use WSL to avoid detection.

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113

Attempt to Install Kali Linux via WSL

Detects attempts to install or use Kali Linux via Windows Subsystem for Linux. Adversaries may enable and use WSL for Linux to avoid detection.

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215

Windows Subsystem for Linux Distribution Installed

Detects changes to the registry that indicates the install of a new Windows Subsystem for Linux distribution by name. Adversaries may enable and use WSL for Linux to avoid detection.

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213

Potential Enumeration via Active Directory Web Service

Identifies processes loading Active Directory related modules followed by a network connection to the ADWS dedicated TCP port. Adversaries may abuse the ADWS Windows service that allows Active Directory to be queried via this web service.

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6

Account Discovery Command via SYSTEM Account

Identifies when the SYSTEM account uses an account discovery utility. This could be a sign of discovery activity after an adversary has achieved privilege escalation.

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215

Suspicious Access to LDAP Attributes

Identify read access to a high number of Active Directory object attributes. The knowledge of objects properties can help adversaries find vulnerabilities, elevate privileges or collect sensitive information.

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109

System Public IP Discovery via DNS Query

Identifies DNS queries to known public IP address lookup web services. Malwares tend to perform this action to assess potential targets.

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3

PowerShell Suspicious Discovery Related Windows API Functions

Detects PowerShell scripts that references native Windows API functions commonly used for discovery of users, groups, shares, sessions, domain trusts, and service security. Attackers use these APIs for situational awareness and targeting prior to lateral movement or collection.

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320

Whoami Process Activity

Identifies suspicious use of whoami.exe which displays user, group, and privileges information for the user who is currently logged on to the local system.

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217

Execution of COM object via Xwizard

Windows Component Object Model (COM) is an inter-process communication (IPC) component of the native Windows application programming interface (API) that enables interaction between software objects or executable code. Xwizard can be used to run a COM object created in registry to evade defensive counter measures.

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318

Suspicious Command Prompt Network Connection

Identifies a network connection by the command prompt (cmd.exe) when it is executed with specific arguments, such as a script or a URL, or when it is spawned by Microsoft Office applications. Adversaries often abuse cmd.exe to download malicious payloads or establish command and control channels from a remote source.

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214

Svchost spawning Cmd

Identifies a suspicious parent child process relationship with cmd.exe descending from svchost.exe

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426

Delayed Execution via Ping

Identifies the execution of commonly abused Windows utilities via a delayed Ping execution. This behavior is often observed during malware installation and is consistent with an attacker attempting to evade detection.

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8

Downloaded URL Files

Identifies .url shortcut files downloaded from outside the local network. These shortcut files are commonly used in phishing campaigns.

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8

Enumeration Command Spawned via WMIPrvSE

Identifies native Windows host and network enumeration commands spawned by the Windows Management Instrumentation Provider Service (WMIPrvSE).

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319

Execution from Unusual Directory - Command Line

Identifies process execution from suspicious default Windows directories. This may be abused by adversaries to hide malware in trusted paths.

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320

Network Connection via Compiled HTML File

Compiled HTML files (.chm) are commonly distributed as part of the Microsoft HTML Help system. Adversaries may conceal malicious code in a CHM file and deliver it to a victim for execution. CHM content is loaded by the HTML Help executable program (hh.exe).

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213

Potential Foxmail Exploitation

Identifies the Foxmail client spawning a child process with argument pointing to the Foxmail temp directory. This may indicate the successful exploitation of a Foxmail vulnerability for initial access and execution via a malicious email.

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207

Unusual Execution via Microsoft Common Console File

Identifies the execution of a child process from a Microsoft Common Console file. Adversaries may embed a malicious command in an MSC file in order to trick victims into executing malicious commands.

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206

WPS Office Exploitation via DLL Hijack

Identifies the load of a remote library by the WPS Office promecefpluginhost.exe executable. This may indicate the successful exploitation of CVE-2024-7262 or CVE-2024-7263 via DLL hijack abusing the ksoqing custom protocol handler.

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105

Execution of File Written or Modified by Microsoft Office

Identifies an executable created by a Microsoft Office application and subsequently executed. These processes are often launched via scripts inside documents or during exploitation of Microsoft Office applications.

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114

Suspicious Execution with NodeJS

Identifies suspicious execution patterns using NodeJS interpeter like process path and arguments.

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2

Potential Notepad Markdown RCE Exploitation

Identifies a process started by Notepad after opening a Markdown file. This may indicate successful exploitation of a Notepad markdown parsing vulnerability (CVE-2026-20841) that can lead to arbitrary code execution.

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3

Potential PowerShell HackTool Script by Function Names

Detects PowerShell scripts containing function names and helpers from common offensive frameworks and tools used for discovery, credential access, injection, persistence, and exfiltration. Attackers often reuse these public functions with minimal changes, leaving recognizable function-name artifacts.

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221

Suspicious Portable Executable Encoded in Powershell Script

Detects PowerShell scripts that includes a base64-encoded portable executable (PE) header, indicating an embedded binary payload. Attackers embed PEs in scripts to load payloads in memory and avoid writing executables to disk.

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217

Command and Scripting Interpreter via Windows Scripts

Identifies PowerShell.exe or Cmd.exe execution spawning from Windows Script Host processes Wscript.exe.

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209

PsExec Network Connection

Identifies use of the SysInternals tool PsExec.exe making a network connection. This could be an indication of lateral movement.

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213

Potential Command Shell via NetCat

Identifies potential attempt to execute via a reverse shell using the netcat utility to execute Windows commands using the default interpreters like Cmd.exe and Powershell.

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2

Outbound Scheduled Task Activity via PowerShell

Identifies the PowerShell process loading the Task Scheduler COM DLL followed by an outbound RPC network connection within a short time period. This may indicate lateral movement or remote discovery via scheduled tasks.

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214

Suspicious Execution from a WebDav Share

Identifies attempt to execute Windows scripts from a remote WebDav Share. Adversaries may abuse this method to evade dropping malicious files to victim file system.

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2

Windows Script Execution from Archive

Identifies attempts to execute Jscript/Vbscript files from an archive file. The use of archives is a common delivery method of malicious scripts.

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2

Execution via local SxS Shared Module

Identifies the creation, change, or deletion of a DLL module within a Windows SxS local folder. Adversaries may abuse shared modules to execute malicious payloads by instructing the Windows module loader to load DLLs from arbitrary local paths.

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313

Suspicious JavaScript Execution via Deno

Detects execution of JavaScript via Deno with suspicious command-line patterns (base64, eval, http, or import in a javascript context). Adversaries may abuse Deno to run malicious JavaScript for execution or staging.

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2

Suspicious Cmd Execution via WMI

Identifies suspicious command execution (cmd) via Windows Management Instrumentation (WMI) on a remote host. This could be indicative of adversary lateral movement.

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320

Suspicious PDF Reader Child Process

Identifies suspicious child processes of PDF reader applications. These child processes are often launched via exploitation of PDF applications or social engineering.

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317

Suspicious Process Execution via Renamed PsExec Executable

Identifies suspicious psexec activity which is executing from the psexec service that has been renamed, possibly to evade detection.

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217

Process Activity via Compiled HTML File

Compiled HTML files (.chm) are commonly distributed as part of the Microsoft HTML Help system. Adversaries may conceal malicious code in a CHM file and deliver it to a victim for execution. CHM content is loaded by the HTML Help executable program (hh.exe).

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317

Microsoft Management Console File from Unusual Path

Identifies attempts to open a Microsoft Management Console File from untrusted paths. Adversaries may use MSC files for initial access and execution.

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314

Suspicious Windows Command Shell Arguments

Identifies the execution of the Windows Command Shell process (cmd.exe) with suspicious argument values. This behavior is often observed during malware installation.

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207

Potential Fake CAPTCHA Phishing Attack

Identifies potential fake CAPTCHA phishing attack based on PowerShell or Cmd argument values. Adversaries employ this technique via compromised websites with browser injects, posing either as fake CAPTCHAs to access the site or as a page loading error requiring a fix to display the page. The victim is instructed to copy and past a malicious command to the Windows Run dialog box.

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2

Potential Execution via FileFix Phishing Attack

Identifies the execution of Windows commands or downloaded files via the browser’s dialog box. Adversaries may use phishing to instruct the victim to copy and paste malicious commands for execution via crafted phsihing web pages.

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2

Suspicious Windows Powershell Arguments

Identifies the execution of PowerShell with suspicious argument values. This behavior is often observed during malware installation leveraging PowerShell.

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212

Potential Data Exfiltration via Rclone

Identifies abuse of rclone (or a renamed copy, e.g. disguised as a security or backup utility) to exfiltrate data to cloud storage or remote endpoints. Rclone is a legitimate file sync tool; threat actors rename it to blend with administrative traffic and use copy/sync with cloud backends (e.g. :s3:) and include filters to exfiltrate specific file types.

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2

Rare SMB Connection to the Internet

This rule detects rare internet network connections via the SMB protocol. SMB is commonly used to leak NTLM credentials via rogue UNC path injection.

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212

Potential Ransomware Behavior - Note Files by System

This rule identifies the creation of multiple files with same name and over SMB by the same user. This behavior may indicate the successful remote execution of a ransomware dropping file notes to different folders.

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215

Suspicious File Renamed via SMB

Identifies an incoming SMB connection followed by a suspicious file rename operation. This may indicate a remote ransomware attack via the SMB protocol.

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7

Potential Ransomware Note File Dropped via SMB

Identifies an incoming SMB connection followed by the creation of a file with a name similar to ransomware note files. This may indicate a remote ransomware attack via the SMB protocol.

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7

High Number of Process and/or Service Terminations

This rule identifies a high number (10) of process terminations (stop, delete, or suspend) from the same host within a short time period.

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217

Volume Shadow Copy Deletion via PowerShell

Identifies the use of the Win32_ShadowCopy class and related cmdlets to achieve shadow copy deletion. This commonly occurs in tandem with ransomware or other destructive attacks.

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317

Suspicious HTML File Creation

Identifies the execution of a browser process to open an HTML file with high entropy and size. Adversaries may smuggle data and files past content filters by hiding malicious payloads inside of seemingly benign HTML files.

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112

Suspicious Execution from INET Cache

Identifies the execution of a process with arguments pointing to the INetCache Folder. Adversaries may deliver malicious content via WININET during initial access.

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211

Potential Remote File Execution via MSIEXEC

Identifies the execution of the built-in Windows Installer, msiexec.exe, to install a remote package. Adversaries may abuse msiexec.exe to launch local or network accessible MSI files.

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7

Suspicious Execution via Microsoft Office Add-Ins

Identifies execution of common Microsoft Office applications to launch an Office Add-In from a suspicious path or with an unusual parent process. This may indicate an attempt to get initial access via a malicious phishing MS Office Add-In.

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209

Suspicious JetBrains TeamCity Child Process

Identifies suspicious processes being spawned by the JetBrain TeamCity process. This activity could be related to JetBrains remote code execution vulnerabilities.

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208

Suspicious SolarWinds Web Help Desk Java Module Load or Child Process

Identifies the SolarWinds Web Help Desk Java process loading an untrusted or remote native module (DLL). This behavior is uncommon for the Web Help Desk server and may indicate successful exploitation of deserialization vulnerabilities (CVE-2025-40536, CVE-2025-40551), which allow attackers to load malicious SQLite extensions and achieve remote code execution.

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2

Remote Desktop File Opened from Suspicious Path

Identifies attempts to open a remote desktop file from suspicious paths. Adversaries may abuse RDP files for initial access.

update

7

Windows Script Executing PowerShell

Identifies a PowerShell process launched by either cscript.exe or wscript.exe. Observing Windows scripting processes executing a PowerShell script, may be indicative of malicious activity.

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315

Windows Script Interpreter Executing Process via WMI

Identifies use of the built-in Windows script interpreters (cscript.exe or wscript.exe) being used to execute a process via Windows Management Instrumentation (WMI). This may be indicative of malicious activity.

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214

Suspicious Execution from VS Code Extension

Detects suspicious process execution launched from a VS Code extension context (parent command line contains .vscode/extensions). Malicious extensions can run on startup and drop or execute payloads (e.g. RATs like ScreenConnect, script interpreters, or download utilities). This covers both script/LOLBin children and recently created executables from non-Program Files paths, as seen in campaigns such as the fake Clawdbot extension that installed ScreenConnect RAT.

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2

Microsoft Exchange Server UM Writing Suspicious Files

Identifies suspicious files being written by the Microsoft Exchange Server Unified Messaging (UM) service. This activity has been observed exploiting CVE-2021-26858.

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312

Microsoft Exchange Worker Spawning Suspicious Processes

Identifies suspicious processes being spawned by the Microsoft Exchange Server worker process (w3wp). This activity may indicate exploitation activity or access to an existing web shell backdoor.

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314

Suspicious MS Office Child Process

Identifies suspicious child processes of frequently targeted Microsoft Office applications (Word, PowerPoint, Excel). These child processes are often launched during exploitation of Office applications or from documents with malicious macros.

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318

Suspicious MS Outlook Child Process

Identifies suspicious child processes of Microsoft Outlook. These child processes are often associated with spear phishing activity.

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420

Windows Server Update Service Spawning Suspicious Processes

Identifies suspicious processes being spawned by the Windows Server Update Service. This activity may indicate exploitation activity or access to an existing web shell backdoor.

update

2

Potential CVE-2025-33053 Exploitation

Identifies a suspicious Diagnostics Utility for Internet Explorer child process. This may indicate the successful exploitation of the vulnerability CVE-2025-33053.

update

2

Suspicious Explorer Child Process

Identifies a suspicious Windows explorer child process. Explorer.exe can be abused to launch malicious scripts or executables from a trusted parent process.

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313

ScreenConnect Server Spawning Suspicious Processes

Identifies suspicious processes being spawned by the ScreenConnect server process (ScreenConnect.Service.exe). This activity may indicate exploitation activity or access to an existing web shell backdoor.

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209

Remote XSL Script Execution via COM

Identifies the execution of a hosted XSL script using the Microsoft.XMLDOM COM interface via Microsoft Office processes. This behavior may indicate adversarial activity to execute malicious JScript or VBScript on the system.

update

7

Service Command Lateral Movement

Identifies use of sc.exe to create, modify, or start services on remote hosts. This could be indicative of adversary lateral movement but will be noisy if commonly done by admins.

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211

Suspicious Kerberos Authentication Ticket Request

Correlates network connections to the standard Kerberos port by an unusual process from the source machine with a Kerberos authentication ticket request from the target domain controller.

update

4

Incoming DCOM Lateral Movement via MSHTA

Identifies the use of Distributed Component Object Model (DCOM) to execute commands from a remote host, which are launched via the HTA Application COM Object. This behavior may indicate an attacker abusing a DCOM application to move laterally while attempting to evade detection.

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211

Incoming DCOM Lateral Movement with MMC

Identifies the use of Distributed Component Object Model (DCOM) to run commands from a remote host, which are launched via the MMC20 Application COM Object. This behavior may indicate an attacker abusing a DCOM application to move laterally.

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212

Incoming DCOM Lateral Movement with ShellBrowserWindow or ShellWindows

Identifies use of Distributed Component Object Model (DCOM) to run commands from a remote host, which are launched via the ShellBrowserWindow or ShellWindows Application COM Object. This behavior may indicate an attacker abusing a DCOM application to stealthily move laterally.

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211

Potential Remote Desktop Shadowing Activity

Identifies the modification of the Remote Desktop Protocol (RDP) Shadow registry or the execution of processes indicative of an active RDP shadowing session. An adversary may abuse the RDP Shadowing feature to spy on or control other users active RDP sessions.

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314

Execution via TSClient Mountpoint

Identifies execution from the Remote Desktop Protocol (RDP) shared mountpoint tsclient on the target host. This may indicate a lateral movement attempt.

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318

Remote Execution via File Shares

Identifies the execution of a file that was created by the virtual system process. This may indicate lateral movement via network file shares.

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122

WMI Incoming Lateral Movement

Identifies processes executed via Windows Management Instrumentation (WMI) on a remote host. This could be indicative of adversary lateral movement, but could be noisy if administrators use WMI to remotely manage hosts.

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216

Potential SharpRDP Behavior

Identifies potential behavior of SharpRDP, which is a tool that can be used to perform authenticated command execution against a remote target via Remote Desktop Protocol (RDP) for the purposes of lateral movement.

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112

Remote File Copy to a Hidden Share

Identifies a remote file copy attempt to a hidden network share. This may indicate lateral movement or data staging activity.

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318

Remote Windows Service Installed

Identifies a network logon followed by Windows service creation with same LogonId. This could be indicative of lateral movement, but will be noisy if commonly done by administrators."

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113

Remotely Started Services via RPC

Identifies remote execution of Windows services over remote procedure call (RPC). This could be indicative of lateral movement, but will be noisy if commonly done by administrators.

update

217

Unusual Child Process of dns.exe

Identifies an unexpected process spawning from dns.exe, the process responsible for Windows DNS server services, which may indicate activity related to remote code execution or other forms of exploitation.

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318

Unusual File Operation by dns.exe

Identifies an unexpected file being modified by dns.exe, the process responsible for Windows DNS Server services, which may indicate activity related to remote code execution or other forms of exploitation.

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217

Lateral Movement via Startup Folder

Identifies suspicious file creations in the startup folder of a remote system. An adversary could abuse this to move laterally by dropping a malicious script or executable that will be executed after a reboot or user logon.

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313

Potential WSUS Abuse for Lateral Movement

Identifies a potential Windows Server Update Services (WSUS) abuse to execute psexec to enable for lateral movement. WSUS is limited to executing Microsoft signed binaries, which limits the executables that can be used to tools published by Microsoft.

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211

Browser Extension Install

Identifies the install of browser extensions. Malicious browser extensions can be installed via app store downloads masquerading as legitimate extensions, social engineering, or by an adversary that has already compromised a system.

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208

Creation of a Hidden Local User Account

Identifies the creation of a hidden local user account by appending the dollar sign to the account name. This is sometimes done by attackers to increase access to a system and avoid appearing in the results of accounts listing using the net users command.

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315

Persistence via Microsoft Outlook VBA

Detects attempts to establish persistence on an endpoint by installing a rogue Microsoft Outlook VBA Template.

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312

Persistence via a Windows Installer

Identifies when the Windows installer process msiexec.exe creates a new persistence entry via scheduled tasks or startup.

update

6

New ActiveSyncAllowedDeviceID Added via PowerShell

Identifies the use of the Exchange PowerShell cmdlet, Set-CASMailbox, to add a new ActiveSync allowed device. Adversaries may target user email to collect sensitive information.

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316

Uncommon Registry Persistence Change

Detects changes to registry persistence keys that are not commonly used or modified by legitimate programs. This could be an indication of an adversary’s attempt to persist in a stealthy manner.

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216

Startup or Run Key Registry Modification

Identifies run key or startup key registry modifications. In order to survive reboots and other system interrupts, attackers will modify run keys within the registry or leverage startup folder items as a form of persistence.

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119

Execution of Persistent Suspicious Program

Identifies execution of suspicious persistent programs (scripts, rundll32, etc.) by looking at process lineage and command line usage.

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211

AdminSDHolder SDProp Exclusion Added

Identifies a modification on the dsHeuristics attribute on the bit that holds the configuration of groups excluded from the SDProp process. The SDProp compares the permissions on protected objects with those defined on the AdminSDHolder object. If the permissions on any of the protected accounts and groups do not match, the permissions on the protected accounts and groups are reset to match those of the domain’s AdminSDHolder object, meaning that groups excluded will remain unchanged. Attackers can abuse this misconfiguration to maintain long-term access to privileged accounts in these groups.

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218

Unsigned DLL Loaded by Svchost

Identifies an unsigned library created in the last 5 minutes and subsequently loaded by a shared windows service (svchost). Adversaries may use this technique to maintain persistence or run with System privileges.

update

11

Unusual Persistence via Services Registry

Identifies processes modifying the services registry key directly, instead of through the expected Windows APIs. This could be an indication of an adversary attempting to stealthily persist through abnormal service creation or modification of an existing service.

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316

Suspicious Image Load (taskschd.dll) from MS Office

Identifies a suspicious image load (taskschd.dll) from Microsoft Office processes. This behavior may indicate adversarial activity where a scheduled task is configured via Windows Component Object Model (COM). This technique can be used to configure persistence and evade monitoring by avoiding the usage of the traditional Windows binary (schtasks.exe) used to manage scheduled tasks.

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213

Potential Persistence via Mandatory User Profile

Detects the creation or modification of a mandatory user profile hive (NTUSER.MAN) by an unusual process. Adversaries may abuse Windows mandatory profiles by dropping a malicious NTUSER.MAN file containing pre-populated persistence-related registry keys. On the next user logon, Windows loads the registry hive from NTUSER.MAN, causing embedded persistence mechanisms to activate without directly modifying the live registry. This technique can evade traditional registry-based monitoring and indicate a stealthy persistence attempt.

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2

System Shells via Services

Windows services typically run as SYSTEM and can be used as a privilege escalation opportunity. Malware or penetration testers may run a shell as a service to gain SYSTEM permissions.

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420

User Added to Privileged Group in Active Directory

Identifies a user being added to a privileged group in Active Directory. Privileged accounts and groups in Active Directory are those to which powerful rights, privileges, and permissions are granted that allow them to perform nearly any action in Active Directory and on domain-joined systems.

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216

User Account Creation

Identifies attempts to create new users. This is sometimes done by attackers to increase access or establish persistence on a system or domain.

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315

Persistence via Hidden Run Key Detected

Identifies a persistence mechanism that utilizes the NtSetValueKey native API to create a hidden (null terminated) registry key. An adversary may use this method to hide from system utilities such as the Registry Editor (regedit).

update

214

Persistence via Update Orchestrator Service Hijack

Identifies potential hijacking of the Microsoft Update Orchestrator Service to establish persistence with an integrity level of SYSTEM.

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317

Persistence via WMI Standard Registry Provider

Identifies use of the Windows Management Instrumentation StdRegProv (registry provider) to modify commonly abused registry locations for persistence.

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113

Web Shell Detection: Script Process Child of Common Web Processes

Identifies suspicious commands executed via a web server, which may suggest a vulnerability and remote shell access.

update

422

Werfault ReflectDebugger Persistence

Identifies the registration of a Werfault Debugger. Attackers may abuse this mechanism to execute malicious payloads every time the utility is executed with the "-pr" parameter.

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207

Modification of the msPKIAccountCredentials

Identify the modification of the msPKIAccountCredentials attribute in an Active Directory User Object. Attackers can abuse the credentials roaming feature to overwrite an arbitrary file for privilege escalation. ms-PKI-AccountCredentials contains binary large objects (BLOBs) of encrypted credential objects from the credential manager store, private keys, certificates, and certificate requests.

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119

Disabling User Account Control via Registry Modification

User Account Control (UAC) can help mitigate the impact of malware on Windows hosts. With UAC, apps and tasks always run in the security context of a non-administrator account, unless an administrator specifically authorizes administrator-level access to the system. This rule identifies registry value changes to bypass User Access Control (UAC) protection.

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316

dMSA Account Creation by an Unusual User

Detects the creation of a delegated Managed Service Account by an unusual subject account. Attackers can abuse the dMSA account migration feature to elevate privileges abusing weak persmission allowing users child objects rights or msDS-DelegatedManagedServiceAccount rights.

update

4

Unsigned DLL loaded by DNS Service

Identifies unusual DLLs loaded by the DNS Server process, potentially indicating the abuse of the ServerLevelPluginDll functionality. This can lead to privilege escalation and remote code execution with SYSTEM privileges.

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107

First Time Seen Driver Loaded

Identifies the load of a driver with an original file name and signature values that were observed for the first time during the last 30 days. This rule type can help baseline drivers installation within your environment.

update

12

Expired or Revoked Driver Loaded

Identifies an attempt to load a revoked or expired driver. Adversaries may bring outdated drivers with vulnerabilities to gain code execution in kernel mode or abuse revoked certificates to sign their drivers.

update

9

Potential privilege escalation via CVE-2022-38028

Identifies a privilege escalation attempt via exploiting CVE-2022-38028 to hijack the print spooler service execution.

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209

Creation or Modification of a new GPO Scheduled Task or Service

Detects the creation or modification of a new Group Policy based scheduled task or service. These methods are used for legitimate system administration, but can also be abused by an attacker with domain admin permissions to execute a malicious payload remotely on all or a subset of the domain joined machines.

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314

Startup/Logon Script added to Group Policy Object

Detects the modification of Group Policy Objects (GPO) to add a startup/logon script to users or computer objects.

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215

Potential Privilege Escalation via InstallerFileTakeOver

Identifies a potential exploitation of InstallerTakeOver (CVE-2021-41379) default PoC execution. Successful exploitation allows an unprivileged user to escalate privileges to SYSTEM.

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115

Service Creation via Local Kerberos Authentication

Identifies a suspicious local successful logon event where the Logon Package is Kerberos, the remote address is set to localhost, followed by a sevice creation from the same LogonId. This may indicate an attempt to leverage a Kerberos relay attack variant that can be used to elevate privilege locally from a domain joined user to local System privileges.

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213

Privilege Escalation via Named Pipe Impersonation

Identifies a privilege escalation attempt via named pipe impersonation. An adversary may abuse this technique by utilizing a framework such Metasploit’s meterpreter getsystem command.

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317

PowerShell Script with Token Impersonation Capabilities

Detects PowerShell scripts that references token manipulation and impersonation APIs such as CreateProcessWithTokenW, DuplicateToken/ImpersonateLoggedOnUser, or AdjustTokenPrivileges (SeDebugPrivilege). Attackers abuse token impersonation to elevate privileges and bypass access controls.

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119

Suspicious Print Spooler Point and Print DLL

Detects attempts to exploit a privilege escalation vulnerability (CVE-2020-1030) related to the print spooler service. Exploitation involves chaining multiple primitives to load an arbitrary DLL into the print spooler process running as SYSTEM.

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213

Deprecated - Suspicious PrintSpooler Service Executable File Creation

Detects attempts to exploit privilege escalation vulnerabilities related to the Print Spooler service. For more information refer to the following CVE’s - CVE-2020-1048, CVE-2020-1337 and CVE-2020-1300 and verify that the impacted system is patched.

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321

Suspicious Print Spooler File Deletion

Detects deletion of print driver files by an unusual process. This may indicate a clean up attempt post successful privilege escalation via Print Spooler service related vulnerabilities.

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311

Potential Privilege Escalation via Service ImagePath Modification

Identifies registry modifications to default services that could enable privilege escalation to SYSTEM. Attackers with privileges from groups like Server Operators may change the ImagePath of services to executables under their control or to execute commands.

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108

Privilege Escalation via Windir Environment Variable

Identifies a privilege escalation attempt via a rogue Windows directory (Windir) environment variable. This is a known primitive that is often combined with other vulnerabilities to elevate privileges.

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314

Potential Privileged Escalation via SamAccountName Spoofing

Identifies a suspicious computer account name rename event, which may indicate an attempt to exploit CVE-2021-42278 to elevate privileges from a standard domain user to a user with domain admin privileges. CVE-2021-42278 is a security vulnerability that allows potential attackers to impersonate a domain controller via samAccountName attribute spoofing.

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215

Service Control Spawned via Script Interpreter

Identifies Service Control (sc.exe) spawning from script interpreter processes to create, modify, or start services. This can potentially indicate an attempt to elevate privileges or maintain persistence.

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218

Remote Computer Account DnsHostName Update

Identifies the remote update to a computer account’s DnsHostName attribute. If the new value set is a valid domain controller DNS hostname and the subject computer name is not a domain controller, then it’s highly likely a preparation step to exploit CVE-2022-26923 in an attempt to elevate privileges from a standard domain user to domain admin privileges.

update

214

UAC Bypass Attempt via Elevated COM Internet Explorer Add-On Installer

Identifies User Account Control (UAC) bypass attempts by abusing an elevated COM Interface to launch a malicious program. Attackers may attempt to bypass UAC to stealthily execute code with elevated permissions.

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313

UAC Bypass Attempt via Windows Directory Masquerading

Identifies an attempt to bypass User Account Control (UAC) by masquerading as a Microsoft trusted Windows directory. Attackers may bypass UAC to stealthily execute code with elevated permissions.

update

321

UAC Bypass via Windows Firewall Snap-In Hijack

Identifies attempts to bypass User Account Control (UAC) by hijacking the Microsoft Management Console (MMC) Windows Firewall snap-in. Attackers bypass UAC to stealthily execute code with elevated permissions.

update

316

Unusual Parent-Child Relationship

Identifies Windows programs run from unexpected parent processes. This could indicate masquerading or other strange activity on a system.

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320

Privilege Escalation via Rogue Named Pipe Impersonation

Identifies a privilege escalation attempt via rogue named pipe impersonation. An adversary may abuse this technique by masquerading as a known named pipe and manipulating a privileged process to connect to it.

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211