Track Common Adversary Tasks Performed Using AppleSeed

Presented by: Ashwin (Microsoft Azure MVP)

AppleSeed is a backdoor that has been used by Kimsuky to target South Korean government, academic, and commercial targets since at least 2021.

Source:

MITRE ATT&CK® Matrix for Enterprise


Now, let's see the details around the series of events associated with this software in chronological order, and how we can work to mitigate or detect these threats.

Phishing

Initial Access

Spearphishing Attachment

AppleSeed has been distributed to victims through malicious e-mail attachments.

Adversaries may send spearphishing emails with a malicious attachment in an attempt to gain access to victim systems. Spearphishing attachment is a specific variant of spearphishing. Spearphishing attachment is different from other forms of spearphishing in that it employs the use of malware attached to an email. All forms of spearphishing are electronically delivered social engineering targeted at a specific individual, company, or industry. In this scenario, adversaries attach a file to the spearphishing email and usually rely upon User Execution to gain execution. Spearphishing may also involve social engineering techniques, such as posing as a trusted source.

There are many options for the attachment such as Microsoft Office documents, executables, PDFs, or archived files. Upon opening the attachment (and potentially clicking past protections), the adversary's payload exploits a vulnerability or directly executes on the user's system. The text of the spearphishing email usually tries to give a plausible reason why the file should be opened, and may explain how to bypass system protections in order to do so. The email may also contain instructions on how to decrypt an attachment, such as a zip file password, in order to evade email boundary defenses. Adversaries frequently manipulate file extensions and icons in order to make attached executables appear to be document files, or files exploiting one application appear to be a file for a different one.

Antivirus/Antimalware

Anti-virus can also automatically quarantine suspicious files.

Network Intrusion Prevention

Network intrusion prevention systems and systems designed to scan and remove malicious email attachments can be used to block activity.

Restrict Web-Based Content

Block unknown or unused attachments by default that should not be transmitted over email as a best practice to prevent some vectors, such as .scr, .exe, .pif, .cpl, etc. Some email scanning devices can open and analyze compressed and encrypted formats, such as zip and rar that may be used to conceal malicious attachments.

Software Configuration

Use anti-spoofing and email authentication mechanisms to filter messages based on validity checks of the sender domain (using SPF) and integrity of messages (using DKIM). Enabling these mechanisms within an organization (through policies such as DMARC) may enable recipients (intra-org and cross domain) to perform similar message filtering and validation.

User Training

Users can be trained to identify social engineering techniques and spearphishing emails.

Monitoring the following activities in your Organization can help you detect this technique.

Application Log: Application Log Content

Logging, messaging, and other artifacts provided by third-party services (ex: metrics, errors, and/or alerts from mail/web applications)

Monitor for third-party application logging, messaging, and/or other artifacts that may send spearphishing emails with a malicious attachment in an attempt to gain access to victim systems. Filtering based on DKIM+SPF or header analysis can help detect when the email sender is spoofed. Anti-virus can potentially detect malicious documents and attachments as they're scanned to be stored on the email server or on the user's computer. Monitor for suspicious descendant process spawning from Microsoft Office and other productivity software.

File: File Creation

Initial construction of a new file (ex: Sysmon EID 11)

Monitor for newly constructed files from a spearphishing emails with a malicious attachment in an attempt to gain access to victim systems.

Network Traffic: Network Traffic Content

Logged network traffic data showing both protocol header and body values (ex: PCAP)

Monitor and analyze SSL/TLS traffic patterns and packet inspection associated to protocol(s) that do not follow the expected protocol standards and traffic flows (e.g extraneous packets that do not belong to established flows, gratuitous or anomalous traffic patterns, anomalous syntax, or structure). Consider correlation with process monitoring and command line to detect anomalous processes execution and command line arguments associated to traffic patterns (e.g. monitor anomalies in use of files that do not normally initiate connections for respective protocol(s)). Filtering based on DKIM+SPF or header analysis can help detect when the email sender is spoofed.

Network Traffic: Network Traffic Flow

Summarized network packet data, with metrics, such as protocol headers and volume (ex: Netflow or Zeek http.log)

Monitor network data for uncommon data flows. Processes utilizing the network that do not normally have network communication or have never been seen before are suspicious.

Command and Scripting Interpreter

Execution

PowerShell

AppleSeed has the ability to execute its payload via PowerShell.

Adversaries may abuse PowerShell commands and scripts for execution. PowerShell is a powerful interactive command-line interface and scripting environment included in the Windows operating system. Adversaries can use PowerShell to perform a number of actions, including discovery of information and execution of code. Examples include the Start-Process cmdlet which can be used to run an executable and the Invoke-Command cmdlet which runs a command locally or on a remote computer (though administrator permissions are required to use PowerShell to connect to remote systems).

PowerShell may also be used to download and run executables from the Internet, which can be executed from disk or in memory without touching disk.

A number of PowerShell-based offensive testing tools are available, including Empire, PowerSploit, PoshC2, and PSAttack.

PowerShell commands/scripts can also be executed without directly invoking the powershell.exe binary through interfaces to PowerShell's underlying System.Management.Automation assembly DLL exposed through the .NET framework and Windows Common Language Interface (CLI).

Antivirus/Antimalware

Anti-virus can be used to automatically quarantine suspicious files.

Code Signing

Set PowerShell execution policy to execute only signed scripts.

Disable or Remove Feature or Program

It may be possible to remove PowerShell from systems when not needed, but a review should be performed to assess the impact to an environment, since it could be in use for many legitimate purposes and administrative functions.

Disable/restrict the WinRM Service to help prevent uses of PowerShell for remote execution.

Execution Prevention

Use application control where appropriate.

Privileged Account Management

When PowerShell is necessary, restrict PowerShell execution policy to administrators. Be aware that there are methods of bypassing the PowerShell execution policy, depending on environment configuration.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

If proper execution policy is set, adversaries will likely be able to define their own execution policy if they obtain administrator or system access, either through the Registry or at the command line. This change in policy on a system may be a way to detect malicious use of PowerShell. If PowerShell is not used in an environment, then simply looking for PowerShell execution may detect malicious activity. It is also beneficial to turn on PowerShell logging to gain increased fidelity in what occurs during execution (which is applied to .NET invocations).  PowerShell 5.0 introduced enhanced logging capabilities, and some of those features have since been added to PowerShell 4.0. Earlier versions of PowerShell do not have many logging features. An organization can gather PowerShell execution details in a data analytic platform to supplement it with other data.

Module: Module Load

Attaching a module into the memory of a process/program, typically to access shared resources/features provided by the module (ex: Sysmon EID 7)

Monitor for loading and/or execution of artifacts associated with PowerShell specific assemblies, such as System.Management.Automation.dll (especially to unusual process names/locations).

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor for newly executed processes that may abuse PowerShell commands and scripts for execution.

Process: Process Metadata

Contextual data about a running process, which may include information such as environment variables, image name, user/owner, etc.

Consider monitoring for Windows event ID (EID) 400, which shows the version of PowerShell executing in the EngineVersion field (which may also be relevant to detecting a potential Downgrade Attack) as well as if PowerShell is running locally or remotely in the HostName field. Furthermore, EID 400 may indicate the start time and EID 403 indicates the end time of a PowerShell session.

Script: Script Execution

Launching a list of commands through a script file (ex: Windows EID 4104)

Monitor for any attempts to enable scripts running on a system would be considered suspicious. If scripts are not commonly used on a system, but enabled, scripts running out of cycle from patching or other administrator functions are suspicious. Scripts should be captured from the file system when possible to determine their actions and intent.

Command and Scripting Interpreter

Execution

JavaScript

AppleSeed has the ability to use JavaScript to execute PowerShell.

Adversaries may abuse various implementations of JavaScript for execution. JavaScript (JS) is a platform-independent scripting language (compiled just-in-time at runtime) commonly associated with scripts in webpages, though JS can be executed in runtime environments outside the browser.

JScript is the Microsoft implementation of the same scripting standard. JScript is interpreted via the Windows Script engine and thus integrated with many components of Windows such as the Component Object Model and Internet Explorer HTML Application (HTA) pages.

JavaScript for Automation (JXA) is a macOS scripting language based on JavaScript, included as part of Apple’s Open Scripting Architecture (OSA), that was introduced in OSX 10.10. Apple’s OSA provides scripting capabilities to control applications, interface with the operating system, and bridge access into the rest of Apple’s internal APIs. As of OSX 10.10, OSA only supports two languages, JXA and AppleScript. Scripts can be executed via the command line utility osascript, they can be compiled into applications or script files via osacompile, and they can be compiled and executed in memory of other programs by leveraging the OSAKit Framework.

Adversaries may abuse various implementations of JavaScript to execute various behaviors. Common uses include hosting malicious scripts on websites as part of a Drive-by Compromise or downloading and executing these script files as secondary payloads. Since these payloads are text-based, it is also very common for adversaries to obfuscate their content as part of Obfuscated Files or Information.

Behavior Prevention on Endpoint

On Windows 10, enable Attack Surface Reduction (ASR) rules to prevent JavaScript scripts from executing potentially malicious downloaded content.

Disable or Remove Feature or Program

Turn off or restrict access to unneeded scripting components.

Execution Prevention

Denylist scripting where appropriate.

Restrict Web-Based Content

Script blocking extensions can help prevent the execution of JavaScript and HTA files that may commonly be used during the exploitation process. For malicious code served up through ads, adblockers can help prevent that code from executing in the first place.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Scripting execution is likely to perform actions with various effects on a system that may generate events, depending on the types of monitoring used. Monitor processes and command-line arguments for execution and subsequent behavior. Actions may be related to network and system information Discovery, Collection, or other programmable post-compromise behaviors and could be used as indicators of detection leading back to the source. Monitor for execution of JXA through osascript and usage of OSAScript API that may be related to other suspicious behavior occurring on the system.

Module: Module Load

Attaching a module into the memory of a process/program, typically to access shared resources/features provided by the module (ex: Sysmon EID 7)

Monitor for the loading of modules associated with scripting languages (ex: JScript.dll).

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor for events associated with scripting execution, such as process activity, usage of the Windows Script Host (typically cscript.exe or wscript.exe), file activity involving scripts

Script: Script Execution

Launching a list of commands through a script file (ex: Windows EID 4104)

Monitor for any attempts to enable scripts running on a system would be considered suspicious. If scripts are not commonly used on a system, but enabled, scripts running out of cycle from patching or other administrator functions are suspicious. Scripts should be captured from the file system when possible to determine their actions and intent.

Native API

Execution

AppleSeed has the ability to use multiple dynamically resolved API calls.

Adversaries may interact with the native OS application programming interface (API) to execute behaviors. Native APIs provide a controlled means of calling low-level OS services within the kernel, such as those involving hardware/devices, memory, and processes. These native APIs are leveraged by the OS during system boot (when other system components are not yet initialized) as well as carrying out tasks and requests during routine operations.

Native API functions (such as NtCreateProcess) may be directed invoked via system calls / syscalls, but these features are also often exposed to user-mode applications via interfaces and libraries. For example, functions such as the Windows API CreateProcess() or GNU fork() will allow programs and scripts to start other processes. This may allow API callers to execute a binary, run a CLI command, load modules, etc. as thousands of similar API functions exist for various system operations.

Higher level software frameworks, such as Microsoft .NET and macOS Cocoa, are also available to interact with native APIs. These frameworks typically provide language wrappers/abstractions to API functionalities and are designed for ease-of-use/portability of code.

Adversaries may abuse these OS API functions as a means of executing behaviors. Similar to Command and Scripting Interpreter, the native API and its hierarchy of interfaces provide mechanisms to interact with and utilize various components of a victimized system. While invoking API functions, adversaries may also attempt to bypass defensive tools (ex: unhooking monitored functions via Disable or Modify Tools).

Behavior Prevention on Endpoint

On Windows 10, enable Attack Surface Reduction (ASR) rules to prevent Office VBA macros from calling Win32 APIs. 

Execution Prevention

Identify and block potentially malicious software executed that may be executed through this technique by using application control  tools, like Windows Defender Application Control, AppLocker, or Software Restriction Policies  where appropriate.

Monitoring the following activities in your Organization can help you detect this technique.

Module: Module Load

Attaching a module into the memory of a process/program, typically to access shared resources/features provided by the module (ex: Sysmon EID 7)

Monitor DLL/PE file events, specifically creation of these binary files as well as the loading of DLLs into processes. Utilization of the Windows APIs may involve processes loading/accessing system DLLs associated with providing called functions (ex: ntdll.dll, kernel32.dll, advapi32.dll, user32.dll, and gdi32.dll). Monitoring for DLL loads, especially to abnormal/unusual or potentially malicious processes, may indicate abuse of the Windows API. Though noisy, this data can be combined with other indicators to identify adversary activity.

Process: OS API Execution

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitoring API calls may generate a significant amount of data and may not be useful for defense unless collected under specific circumstances, since benign use of API functions are common and may be difficult to distinguish from malicious behavior. Correlation of other events with behavior surrounding API function calls using API monitoring will provide additional context to an event that may assist in determining if it is due to malicious behavior. Correlation of activity by process lineage by process ID may be sufficient.

User Execution

Execution

Malicious File

AppleSeed can achieve execution through users running malicious file attachments distributed via email.

An adversary may rely upon a user opening a malicious file in order to gain execution. Users may be subjected to social engineering to get them to open a file that will lead to code execution. This user action will typically be observed as follow-on behavior from Spearphishing Attachment. Adversaries may use several types of files that require a user to execute them, including .doc, .pdf, .xls, .rtf, .scr, .exe, .lnk, .pif, and .cpl.

Adversaries may employ various forms of Masquerading and Obfuscated Files or Information to increase the likelihood that a user will open and successfully execute a malicious file. These methods may include using a familiar naming convention and/or password protecting the file and supplying instructions to a user on how to open it.

While Malicious File frequently occurs shortly after Initial Access it may occur at other phases of an intrusion, such as when an adversary places a file in a shared directory or on a user's desktop hoping that a user will click on it. This activity may also be seen shortly after Internal Spearphishing.

Behavior Prevention on Endpoint

On Windows 10, various Attack Surface Reduction (ASR) rules can be enabled to prevent the execution of potentially malicious executable files (such as those that have been downloaded and executed by Office applications/scripting interpreters/email clients or that do not meet specific prevalence, age, or trusted list criteria). Note: cloud-delivered protection must be enabled for certain rules. 

Execution Prevention

Application control may be able to prevent the running of executables masquerading as other files.

User Training

Use user training as a way to bring awareness to common phishing and spearphishing techniques and how to raise suspicion for potentially malicious events.

Monitoring the following activities in your Organization can help you detect this technique.

File: File Creation

Initial construction of a new file (ex: Sysmon EID 11)

Monitor for newly constructed files that are downloaded and executed on the user's computer. Endpoint sensing or network sensing can potentially detect malicious events once the file is opened (such as a Microsoft Word document or PDF reaching out to the internet or spawning powershell.exe).

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor for newly constructed processes and/or command-lines for applications that may be used by an adversary to gain initial access that require user interaction. This includes compression applications, such as those for zip files, that can be used to Deobfuscate/Decode Files or Information in payloads.

Boot or Logon Autostart Execution

Persistence

Registry Run Keys / Startup Folder

AppleSeed has the ability to create the Registry key name EstsoftAutoUpdate at HKLU\Software\Microsoft/Windows\CurrentVersion\RunOnce to establish persistence.

Adversaries may achieve persistence by adding a program to a startup folder or referencing it with a Registry run key. Adding an entry to the "run keys" in the Registry or startup folder will cause the program referenced to be executed when a user logs in. These programs will be executed under the context of the user and will have the account's associated permissions level.

Placing a program within a startup folder will also cause that program to execute when a user logs in. There is a startup folder location for individual user accounts as well as a system-wide startup folder that will be checked regardless of which user account logs in. The startup folder path for the current user is C:\Users\[Username]\AppData\Roaming\Microsoft\Windows\Start Menu\Programs\Startup. The startup folder path for all users is C:\ProgramData\Microsoft\Windows\Start Menu\Programs\StartUp.

The following run keys are created by default on Windows systems:

  • HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\Run
  • HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\RunOnce
  • HKEY_LOCAL_MACHINE\Software\Microsoft\Windows\CurrentVersion\Run
  • HKEY_LOCAL_MACHINE\Software\Microsoft\Windows\CurrentVersion\RunOnce

Run keys may exist under multiple hives. The HKEY_LOCAL_MACHINE\Software\Microsoft\Windows\CurrentVersion\RunOnceEx is also available but is not created by default on Windows Vista and newer. Registry run key entries can reference programs directly or list them as a dependency. For example, it is possible to load a DLL at logon using a "Depend" key with RunOnceEx: reg add HKLM\SOFTWARE\Microsoft\Windows\CurrentVersion\RunOnceEx\0001\Depend /v 1 /d "C:\temp\evil[.]dll" 

The following Registry keys can be used to set startup folder items for persistence:

  • HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\Explorer\User Shell Folders
  • HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\Explorer\Shell Folders
  • HKEY_LOCAL_MACHINE\SOFTWARE\Microsoft\Windows\CurrentVersion\Explorer\Shell Folders
  • HKEY_LOCAL_MACHINE\SOFTWARE\Microsoft\Windows\CurrentVersion\Explorer\User Shell Folders

The following Registry keys can control automatic startup of services during boot:

  • HKEY_LOCAL_MACHINE\Software\Microsoft\Windows\CurrentVersion\RunServicesOnce
  • HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\RunServicesOnceHKEY_LOCAL_MACHINE\Software\Microsoft\Windows\CurrentVersion\RunServices
  • HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\RunServices

Using policy settings to specify startup programs creates corresponding values in either of two Registry keys:

  • HKEY_LOCAL_MACHINE\Software\Microsoft\Windows\CurrentVersion\Policies\Explorer\Run
  • HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\Policies\Explorer\Run

The Winlogon key controls actions that occur when a user logs on to a computer running Windows 7. Most of these actions are under the control of the operating system, but you can also add custom actions here. The HKEY_LOCAL_MACHINE\Software\Microsoft\Windows NT\CurrentVersion\Winlogon\Userinit and HKEY_LOCAL_MACHINE\Software\Microsoft\Windows NT\CurrentVersion\Winlogon\Shell subkeys can automatically launch programs.

Programs listed in the load value of the registry key HKEY_CURRENT_USER\Software\Microsoft\Windows NT\CurrentVersion\Windows run when any user logs on.

By default, the multistring BootExecute value of the registry key HKEY_LOCAL_MACHINE\System\CurrentControlSet\Control\Session Manager is set to autocheck autochk *. This value causes Windows, at startup, to check the file-system integrity of the hard disks if the system has been shut down abnormally. Adversaries can add other programs or processes to this registry value which will automatically launch at boot.

Adversaries can use these configuration locations to execute malware, such as remote access tools, to maintain persistence through system reboots. Adversaries may also use Masquerading to make the Registry entries look as if they are associated with legitimate programs.

This type of attack technique cannot be easily mitigated with preventive controls since it is based on the abuse of system features.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments that may achieve persistence by adding a program to a startup folder or referencing it with a Registry run key.

File: File Modification

Changes made to a file, or its access permissions and attributes, typically to alter the contents of the targeted file (ex: Windows EID 4670 or Sysmon EID 2)

Monitor the start folder for additions or changes. Tools such as Sysinternals Autoruns may also be used to detect system changes that could be attempts at persistence, including the startup folders.

Windows Registry: Windows Registry Key Creation

Initial construction of a new Registry Key (ex: Windows EID 4656 or Sysmon EID 12)

Monitor for newly created windows registry keys that may achieve persistence by adding a program to a startup folder or referencing it with a Registry run key.

Windows Registry: Windows Registry Key Modification

Changes made to a Registry Key and/or Key value (ex: Windows EID 4657 or Sysmon EID 13|14)

Monitor Registry for changes to run keys that do not correlate with known software, patch cycles, etc. Tools such as Sysinternals Autoruns may also be used to detect system changes that could be attempts at persistence, including listing the run keys' Registry locations.

Access Token Manipulation

Privilege Escalation

AppleSeed can gain system level privilege by passing SeDebugPrivilege to the AdjustTokenPrivilege API.

Adversaries may modify access tokens to operate under a different user or system security context to perform actions and bypass access controls. Windows uses access tokens to determine the ownership of a running process. A user can manipulate access tokens to make a running process appear as though it is the child of a different process or belongs to someone other than the user that started the process. When this occurs, the process also takes on the security context associated with the new token.

An adversary can use built-in Windows API functions to copy access tokens from existing processes; this is known as token stealing. These token can then be applied to an existing process (i.e. Token Impersonation/Theft) or used to spawn a new process (i.e. Create Process with Token). An adversary must already be in a privileged user context (i.e. administrator) to steal a token. However, adversaries commonly use token stealing to elevate their security context from the administrator level to the SYSTEM level. An adversary can then use a token to authenticate to a remote system as the account for that token if the account has appropriate permissions on the remote system.

Any standard user can use the runas command, and the Windows API functions, to create impersonation tokens; it does not require access to an administrator account. There are also other mechanisms, such as Active Directory fields, that can be used to modify access tokens.

Privileged Account Management

Limit permissions so that users and user groups cannot create tokens. This setting should be defined for the local system account only. GPO: Computer Configuration > [Policies] > Windows Settings > Security Settings > Local Policies > User Rights Assignment: Create a token object.  Also define who can create a process level token to only the local and network service through GPO: Computer Configuration > [Policies] > Windows Settings > Security Settings > Local Policies > User Rights Assignment: Replace a process level token.

Administrators should log in as a standard user but run their tools with administrator privileges using the built-in access token manipulation command runas.

User Account Management

An adversary must already have administrator level access on the local system to make full use of this technique; be sure to restrict users and accounts to the least privileges they require.

Monitoring the following activities in your Organization can help you detect this technique.

Active Directory: Active Directory Object Modification

Changes made to an active directory object (ex: Windows EID 5163 or 5136)

Monitor for changes made to AD settings that may modify access tokens to operate under a different user or system security context to perform actions and bypass access controls.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments for token manipulation by auditing command-line activity. Specifically, analysts should look for use of the runas command. Detailed command-line logging is not enabled by default in Windows.

Process: OS API Execution

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitor for API calls, loaded by a payload, for token manipulation only through careful analysis of user network activity, examination of running processes, and correlation with other endpoint and network behavior. There are many Windows API calls a payload can take advantage of to manipulate access tokens (e.g., LogonUser, DuplicateTokenEx, and ImpersonateLoggedOnUser). Please see the referenced Windows API pages for more information.

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor for executed processes that may modify access tokens to operate under a different user or system security context to perform actions and bypass access controls.

Process: Process Metadata

Contextual data about a running process, which may include information such as environment variables, image name, user/owner, etc.

Query systems for process and thread token information and look for inconsistencies such as user owns processes impersonating the local SYSTEM account. Look for inconsistencies between the various fields that store PPID information, such as the EventHeader ProcessId from data collected via Event Tracing for Windows (ETW), Creator Process ID/Name from Windows event logs, and the ProcessID and ParentProcessID (which are also produced from ETW and other utilities such as Task Manager and Process Explorer). The ETW provided EventHeader ProcessId identifies the actual parent process.

User Account: User Account Metadata

Contextual data about an account, which may include a username, user ID, environmental data, etc.

Monitor for contextual data about an account, which may include a username, user ID, environmental data, etc. that may modify access tokens to operate under a different user or system security context to perform actions and bypass access controls.

Boot or Logon Autostart Execution

Privilege Escalation

Registry Run Keys / Startup Folder

AppleSeed has the ability to create the Registry key name EstsoftAutoUpdate at HKLU\Software\Microsoft/Windows\CurrentVersion\RunOnce to establish persistence.

Adversaries may achieve persistence by adding a program to a startup folder or referencing it with a Registry run key. Adding an entry to the "run keys" in the Registry or startup folder will cause the program referenced to be executed when a user logs in. These programs will be executed under the context of the user and will have the account's associated permissions level.

Placing a program within a startup folder will also cause that program to execute when a user logs in. There is a startup folder location for individual user accounts as well as a system-wide startup folder that will be checked regardless of which user account logs in. The startup folder path for the current user is C:\Users\[Username]\AppData\Roaming\Microsoft\Windows\Start Menu\Programs\Startup. The startup folder path for all users is C:\ProgramData\Microsoft\Windows\Start Menu\Programs\StartUp.

The following run keys are created by default on Windows systems:

  • HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\Run
  • HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\RunOnce
  • HKEY_LOCAL_MACHINE\Software\Microsoft\Windows\CurrentVersion\Run
  • HKEY_LOCAL_MACHINE\Software\Microsoft\Windows\CurrentVersion\RunOnce

Run keys may exist under multiple hives. The HKEY_LOCAL_MACHINE\Software\Microsoft\Windows\CurrentVersion\RunOnceEx is also available but is not created by default on Windows Vista and newer. Registry run key entries can reference programs directly or list them as a dependency. For example, it is possible to load a DLL at logon using a "Depend" key with RunOnceEx: reg add HKLM\SOFTWARE\Microsoft\Windows\CurrentVersion\RunOnceEx\0001\Depend /v 1 /d "C:\temp\evil[.]dll" 

The following Registry keys can be used to set startup folder items for persistence:

  • HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\Explorer\User Shell Folders
  • HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\Explorer\Shell Folders
  • HKEY_LOCAL_MACHINE\SOFTWARE\Microsoft\Windows\CurrentVersion\Explorer\Shell Folders
  • HKEY_LOCAL_MACHINE\SOFTWARE\Microsoft\Windows\CurrentVersion\Explorer\User Shell Folders

The following Registry keys can control automatic startup of services during boot:

  • HKEY_LOCAL_MACHINE\Software\Microsoft\Windows\CurrentVersion\RunServicesOnce
  • HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\RunServicesOnceHKEY_LOCAL_MACHINE\Software\Microsoft\Windows\CurrentVersion\RunServices
  • HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\RunServices

Using policy settings to specify startup programs creates corresponding values in either of two Registry keys:

  • HKEY_LOCAL_MACHINE\Software\Microsoft\Windows\CurrentVersion\Policies\Explorer\Run
  • HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\Policies\Explorer\Run

The Winlogon key controls actions that occur when a user logs on to a computer running Windows 7. Most of these actions are under the control of the operating system, but you can also add custom actions here. The HKEY_LOCAL_MACHINE\Software\Microsoft\Windows NT\CurrentVersion\Winlogon\Userinit and HKEY_LOCAL_MACHINE\Software\Microsoft\Windows NT\CurrentVersion\Winlogon\Shell subkeys can automatically launch programs.

Programs listed in the load value of the registry key HKEY_CURRENT_USER\Software\Microsoft\Windows NT\CurrentVersion\Windows run when any user logs on.

By default, the multistring BootExecute value of the registry key HKEY_LOCAL_MACHINE\System\CurrentControlSet\Control\Session Manager is set to autocheck autochk *. This value causes Windows, at startup, to check the file-system integrity of the hard disks if the system has been shut down abnormally. Adversaries can add other programs or processes to this registry value which will automatically launch at boot.

Adversaries can use these configuration locations to execute malware, such as remote access tools, to maintain persistence through system reboots. Adversaries may also use Masquerading to make the Registry entries look as if they are associated with legitimate programs.

This type of attack technique cannot be easily mitigated with preventive controls since it is based on the abuse of system features.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments that may achieve persistence by adding a program to a startup folder or referencing it with a Registry run key.

File: File Modification

Changes made to a file, or its access permissions and attributes, typically to alter the contents of the targeted file (ex: Windows EID 4670 or Sysmon EID 2)

Monitor the start folder for additions or changes. Tools such as Sysinternals Autoruns may also be used to detect system changes that could be attempts at persistence, including the startup folders.

Windows Registry: Windows Registry Key Creation

Initial construction of a new Registry Key (ex: Windows EID 4656 or Sysmon EID 12)

Monitor for newly created windows registry keys that may achieve persistence by adding a program to a startup folder or referencing it with a Registry run key.

Windows Registry: Windows Registry Key Modification

Changes made to a Registry Key and/or Key value (ex: Windows EID 4657 or Sysmon EID 13|14)

Monitor Registry for changes to run keys that do not correlate with known software, patch cycles, etc. Tools such as Sysinternals Autoruns may also be used to detect system changes that could be attempts at persistence, including listing the run keys' Registry locations.

Obfuscated Files or Information

Defense Evasion

AppleSeed has the ability to Base64 encode its payload and custom encrypt API calls.

Adversaries may attempt to make an executable or file difficult to discover or analyze by encrypting, encoding, or otherwise obfuscating its contents on the system or in transit. This is common behavior that can be used across different platforms and the network to evade defenses.

Payloads may be compressed, archived, or encrypted in order to avoid detection. These payloads may be used during Initial Access or later to mitigate detection. Sometimes a user's action may be required to open and Deobfuscate/Decode Files or Information for User Execution. The user may also be required to input a password to open a password protected compressed/encrypted file that was provided by the adversary.  Adversaries may also used compressed or archived scripts, such as JavaScript.

Portions of files can also be encoded to hide the plain-text strings that would otherwise help defenders with discovery.  Payloads may also be split into separate, seemingly benign files that only reveal malicious functionality when reassembled. 

Adversaries may also obfuscate commands executed from payloads or directly via a Command and Scripting Interpreter. Environment variables, aliases, characters, and other platform/language specific semantics can be used to evade signature based detections and application control mechanisms.

Antivirus/Antimalware

Consider utilizing the Antimalware Scan Interface (AMSI) on Windows 10 to analyze commands after being processed/interpreted. 

Behavior Prevention on Endpoint

On Windows 10, enable Attack Surface Reduction (ASR) rules to prevent execution of potentially obfuscated scripts.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments containing indicators of obfuscation and known suspicious syntax such as uninterpreted escape characters like '''^''' and '''"'''. Deobfuscation tools can be used to detect these indicators in files/payloads.

File: File Creation

Initial construction of a new file (ex: Sysmon EID 11)

Detection of file obfuscation is difficult unless artifacts are left behind by the obfuscation process that are uniquely detectable with a signature. If detection of the obfuscation itself is not possible, it may be possible to detect the malicious activity that caused the obfuscated file (for example, the method that was used to write, read, or modify the file on the file system).

File: File Metadata

Contextual data about a file, which may include information such as name, the content (ex: signature, headers, or data/media), user/ower, permissions, etc.

Monitor for contextual data about a file, which may include information such as name, the content (ex: signature, headers, or data/media), user/ower, permissions, etc.

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor for newly executed processes that may attempt to make an executable or file difficult to discover or analyze by encrypting, encoding, or otherwise obfuscating its contents on the system or in transit.

Obfuscated Files or Information

Defense Evasion

Software Packing

AppleSeed has used UPX packers for its payload DLL.

Adversaries may perform software packing or virtual machine software protection to conceal their code. Software packing is a method of compressing or encrypting an executable. Packing an executable changes the file signature in an attempt to avoid signature-based detection. Most decompression techniques decompress the executable code in memory. Virtual machine software protection translates an executable's original code into a special format that only a special virtual machine can run. A virtual machine is then called to run this code.

Utilities used to perform software packing are called packers. Example packers are MPRESS and UPX. A more comprehensive list of known packers is available, but adversaries may create their own packing techniques that do not leave the same artifacts as well-known packers to evade defenses.

Antivirus/Antimalware

Employ heuristic-based malware detection. Ensure updated virus definitions and create custom signatures for observed malware.

Monitoring the following activities in your Organization can help you detect this technique.

File: File Metadata

Contextual data about a file, which may include information such as name, the content (ex: signature, headers, or data/media), user/ower, permissions, etc.

Use file scanning to look for known software packers or artifacts of packing techniques. Packing is not a definitive indicator of malicious activity, because legitimate software may use packing techniques to reduce binary size or to protect proprietary code.

Masquerading

Defense Evasion

AppleSeed can disguise JavaScript files as PDFs.

Adversaries may attempt to manipulate features of their artifacts to make them appear legitimate or benign to users and/or security tools. Masquerading occurs when the name or location of an object, legitimate or malicious, is manipulated or abused for the sake of evading defenses and observation. This may include manipulating file metadata, tricking users into misidentifying the file type, and giving legitimate task or service names.

Renaming abusable system utilities to evade security monitoring is also a form of Masquerading.

Code Signing

Require signed binaries.

Execution Prevention

Use tools that restrict program execution via application control by attributes other than file name for common operating system utilities that are needed.

Restrict File and Directory Permissions

Use file system access controls to protect folders such as C:\Windows\System32.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments that may attempt to manipulate features of their artifacts to make them appear legitimate or benign to users and/or security tools.

File: File Metadata

Contextual data about a file, which may include information such as name, the content (ex: signature, headers, or data/media), user/ower, permissions, etc.

Collect file hashes; file names that do not match their expected hash are suspect. Perform file monitoring; files with known names but in unusual locations are suspect. Look for indications of common characters that may indicate an attempt to trick users into misidentifying the file type, such as a space as the last character of a file name or the right-to-left override characters"\u202E", "[U+202E]", and "%E2%80%AE".

File: File Modification

Changes made to a file, or its access permissions and attributes, typically to alter the contents of the targeted file (ex: Windows EID 4670 or Sysmon EID 2)

Monitor for changes made to files outside of an update or patch that may attempt to manipulate features of their artifacts to make them appear legitimate or benign to users and/or security tools.

Image: Image Metadata

Contextual data about a virtual machine image such as name, resource group, state, or type

Collecting disk and resource filenames for binaries, comparing that the InternalName, OriginalFilename, and/or ProductName match what is expected, could provide useful leads but may not always be indicative of malicious activity.

Process: Process Metadata

Contextual data about a running process, which may include information such as environment variables, image name, user/owner, etc.

Monitor for file names that are mismatched between the file name on disk and that of the binary's PE metadata, this is a likely indicator that a binary was renamed after it was compiled.

Scheduled Job: Scheduled Job Metadata

Contextual data about a scheduled job, which may include information such as name, timing, command(s), etc.

Monitor for contextual data about a scheduled job, which may include information such as name, timing, command(s), etc.

Scheduled Job: Scheduled Job Modification

Changes made to a scheduled job, such as modifications to the execution launch (ex: Windows EID 4702 or /var/log cron logs)

Monitor for changes made to scheduled jobs that may attempt to manipulate features of their artifacts to make them appear legitimate or benign to users and/or security tools.

Service: Service Creation

Initial construction of a new service/daemon (ex: Windows EID 4697 or /var/log daemon logs)

Monitor for newly constructed services/daemons that may attempt to manipulate features of their artifacts to make them appear legitimate or benign to users and/or security tools.

Service: Service Metadata

Contextual data about a service/daemon, which may include information such as name, service executable, start type, etc.

Monitor for contextual data about a service/daemon, which may include information such as name, service executable, start type, etc.

Masquerading

Defense Evasion

Match Legitimate Name or Location

AppleSeed has the ability to rename its payload to ESTCommon.dll to masquerade as a DLL belonging to ESTsecurity.

Adversaries may match or approximate the name or location of legitimate files or resources when naming/placing them. This is done for the sake of evading defenses and observation. This may be done by placing an executable in a commonly trusted directory (ex: under System32) or giving it the name of a legitimate, trusted program (ex: svchost.exe). In containerized environments, this may also be done by creating a resource in a namespace that matches the naming convention of a container pod or cluster. Alternatively, a file or container image name given may be a close approximation to legitimate programs/images or something innocuous.

Adversaries may also use the same icon of the file they are trying to mimic.

Code Signing

Require signed binaries and images.

Execution Prevention

Use tools that restrict program execution via application control by attributes other than file name for common operating system utilities that are needed.

Restrict File and Directory Permissions

Use file system access controls to protect folders such as C:\Windows\System32.

Monitoring the following activities in your Organization can help you detect this technique.

File: File Metadata

Contextual data about a file, which may include information such as name, the content (ex: signature, headers, or data/media), user/ower, permissions, etc.

Collect file hashes; file names that do not match their expected hash are suspect. Perform file monitoring; files with known names but in unusual locations are suspect. Likewise, files that are modified outside of an update or patch are suspect.

Image: Image Metadata

Contextual data about a virtual machine image such as name, resource group, state, or type

In containerized environments, use image IDs and layer hashes to compare images instead of relying only on their names. Monitor for the unexpected creation of new resources within your cluster in Kubernetes, especially those created by atypical users.

Process: Process Metadata

Contextual data about a running process, which may include information such as environment variables, image name, user/owner, etc.

Collecting and comparing disk and resource filenames for binaries by looking to see if the InternalName, OriginalFilename, and/or ProductName match what is expected could provide useful leads, but may not always be indicative of malicious activity.

Indicator Removal on Host

Defense Evasion

File Deletion

AppleSeed can delete files from a compromised host after they are exfiltrated.

Adversaries may delete files left behind by the actions of their intrusion activity. Malware, tools, or other non-native files dropped or created on a system by an adversary (ex: Ingress Tool Transfer) may leave traces to indicate to what was done within a network and how. Removal of these files can occur during an intrusion, or as part of a post-intrusion process to minimize the adversary's footprint.

There are tools available from the host operating system to perform cleanup, but adversaries may use other tools as well. Examples of built-in Command and Scripting Interpreter functions include del on Windows and rm or unlink on Linux and macOS.

This type of attack technique cannot be easily mitigated with preventive controls since it is based on the abuse of system features.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments for actions that could be utilized to unlink, rename, or delete files.

File: File Deletion

Removal of a file (ex: Sysmon EID 23, macOS ESF EID ES_EVENT_TYPE_AUTH_UNLINK, or Linux commands auditd unlink, rename, rmdir, unlinked, or renameat rules)

Monitor for unexpected deletion of files from the system

Access Token Manipulation

Defense Evasion

AppleSeed can gain system level privilege by passing SeDebugPrivilege to the AdjustTokenPrivilege API.

Adversaries may modify access tokens to operate under a different user or system security context to perform actions and bypass access controls. Windows uses access tokens to determine the ownership of a running process. A user can manipulate access tokens to make a running process appear as though it is the child of a different process or belongs to someone other than the user that started the process. When this occurs, the process also takes on the security context associated with the new token.

An adversary can use built-in Windows API functions to copy access tokens from existing processes; this is known as token stealing. These token can then be applied to an existing process (i.e. Token Impersonation/Theft) or used to spawn a new process (i.e. Create Process with Token). An adversary must already be in a privileged user context (i.e. administrator) to steal a token. However, adversaries commonly use token stealing to elevate their security context from the administrator level to the SYSTEM level. An adversary can then use a token to authenticate to a remote system as the account for that token if the account has appropriate permissions on the remote system.

Any standard user can use the runas command, and the Windows API functions, to create impersonation tokens; it does not require access to an administrator account. There are also other mechanisms, such as Active Directory fields, that can be used to modify access tokens.

Privileged Account Management

Limit permissions so that users and user groups cannot create tokens. This setting should be defined for the local system account only. GPO: Computer Configuration > [Policies] > Windows Settings > Security Settings > Local Policies > User Rights Assignment: Create a token object.  Also define who can create a process level token to only the local and network service through GPO: Computer Configuration > [Policies] > Windows Settings > Security Settings > Local Policies > User Rights Assignment: Replace a process level token.

Administrators should log in as a standard user but run their tools with administrator privileges using the built-in access token manipulation command runas.

User Account Management

An adversary must already have administrator level access on the local system to make full use of this technique; be sure to restrict users and accounts to the least privileges they require.

Monitoring the following activities in your Organization can help you detect this technique.

Active Directory: Active Directory Object Modification

Changes made to an active directory object (ex: Windows EID 5163 or 5136)

Monitor for changes made to AD settings that may modify access tokens to operate under a different user or system security context to perform actions and bypass access controls.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments for token manipulation by auditing command-line activity. Specifically, analysts should look for use of the runas command. Detailed command-line logging is not enabled by default in Windows.

Process: OS API Execution

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitor for API calls, loaded by a payload, for token manipulation only through careful analysis of user network activity, examination of running processes, and correlation with other endpoint and network behavior. There are many Windows API calls a payload can take advantage of to manipulate access tokens (e.g., LogonUser, DuplicateTokenEx, and ImpersonateLoggedOnUser). Please see the referenced Windows API pages for more information.

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor for executed processes that may modify access tokens to operate under a different user or system security context to perform actions and bypass access controls.

Process: Process Metadata

Contextual data about a running process, which may include information such as environment variables, image name, user/owner, etc.

Query systems for process and thread token information and look for inconsistencies such as user owns processes impersonating the local SYSTEM account. Look for inconsistencies between the various fields that store PPID information, such as the EventHeader ProcessId from data collected via Event Tracing for Windows (ETW), Creator Process ID/Name from Windows event logs, and the ProcessID and ParentProcessID (which are also produced from ETW and other utilities such as Task Manager and Process Explorer). The ETW provided EventHeader ProcessId identifies the actual parent process.

User Account: User Account Metadata

Contextual data about an account, which may include a username, user ID, environmental data, etc.

Monitor for contextual data about an account, which may include a username, user ID, environmental data, etc. that may modify access tokens to operate under a different user or system security context to perform actions and bypass access controls.

Deobfuscate/Decode Files or Information

Defense Evasion

AppleSeed can decode its payload prior to execution.

Adversaries may use Obfuscated Files or Information to hide artifacts of an intrusion from analysis. They may require separate mechanisms to decode or deobfuscate that information depending on how they intend to use it. Methods for doing that include built-in functionality of malware or by using utilities present on the system.

One such example is use of certutil to decode a remote access tool portable executable file that has been hidden inside a certificate file.  Another example is using the Windows copy /b command to reassemble binary fragments into a malicious payload. 

Sometimes a user's action may be required to open it for deobfuscation or decryption as part of User Execution. The user may also be required to input a password to open a password protected compressed/encrypted file that was provided by the adversary.

This type of attack technique cannot be easily mitigated with preventive controls since it is based on the abuse of system features.

Monitoring the following activities in your Organization can help you detect this technique.

File: File Modification

Changes made to a file, or its access permissions and attributes, typically to alter the contents of the targeted file (ex: Windows EID 4670 or Sysmon EID 2)

Monitor for changes made to files for unexpected modifications that attempt to hide artifacts.

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor for newly executed processes that attempt to hide artifacts of an intrusion, such as common archive file applications and extensions (ex: Zip and RAR archive tools), and correlate with other suspicious behavior to reduce false positives from normal user and administrator behavior.

Script: Script Execution

Launching a list of commands through a script file (ex: Windows EID 4104)

Monitor for any attempts to enable scripts running on a system would be considered suspicious. If scripts are not commonly used on a system, but enabled, scripts running out of cycle from patching or other administrator functions are suspicious. Scripts should be captured from the file system when possible to determine their actions and intent.

System Binary Proxy Execution

Defense Evasion

Regsvr32

AppleSeed can call regsvr32.exe for execution.

Adversaries may abuse Regsvr32.exe to proxy execution of malicious code. Regsvr32.exe is a command-line program used to register and unregister object linking and embedding controls, including dynamic link libraries (DLLs), on Windows systems. The Regsvr32.exe binary may also be signed by Microsoft. 

Malicious usage of Regsvr32.exe may avoid triggering security tools that may not monitor execution of, and modules loaded by, the regsvr32.exe process because of allowlists or false positives from Windows using regsvr32.exe for normal operations. Regsvr32.exe can also be used to specifically bypass application control using functionality to load COM scriptlets to execute DLLs under user permissions. Since Regsvr32.exe is network and proxy aware, the scripts can be loaded by passing a uniform resource locator (URL) to file on an external Web server as an argument during invocation. This method makes no changes to the Registry as the COM object is not actually registered, only executed.  This variation of the technique is often referred to as a "Squiblydoo" and has been used in campaigns targeting governments. 

Regsvr32.exe can also be leveraged to register a COM Object used to establish persistence via Component Object Model Hijacking.

Exploit Protection

Microsoft's Enhanced Mitigation Experience Toolkit (EMET) Attack Surface Reduction (ASR) feature can be used to block regsvr32.exe from being used to bypass application control.  Identify and block potentially malicious software executed through regsvr32 functionality by using application control  tools, like Windows Defender Application Control, AppLocker,  or Software Restriction Policies  where appropriate.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Command arguments used before and after the regsvr32.exe invocation may also be useful in determining the origin and purpose of the script or DLL being loaded.

Module: Module Load

Attaching a module into the memory of a process/program, typically to access shared resources/features provided by the module (ex: Sysmon EID 7)

Monitor DLL/PE file events, specifically creation of these binary files as well as the loading of DLLs into processes. Look for DLLs that are not recognized or not normally loaded into a process.

Network Traffic: Network Connection Creation

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitor for newly constructed network connections that are sent or received by untrusted hosts.

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Use process monitoring to monitor the execution and arguments of regsvr32.exe. Compare recent invocations of regsvr32.exe with prior history of known good arguments and loaded files to determine anomalous and potentially adversarial activity.

Input Capture

Credential Access

Keylogging


AppleSeed can use GetKeyState and GetKeyboardState to capture keystrokes on the victim’s machine.

Adversaries may log user keystrokes to intercept credentials as the user types them. Keylogging is likely to be used to acquire credentials for new access opportunities when OS Credential Dumping efforts are not effective, and may require an adversary to intercept keystrokes on a system for a substantial period of time before credentials can be successfully captured.

Keylogging is the most prevalent type of input capture, with many different ways of intercepting keystrokes. Some methods include:

  • Hooking API callbacks used for processing keystrokes. Unlike Credential API Hooking, this focuses solely on API functions intended for processing keystroke data.
  • Reading raw keystroke data from the hardware buffer.
  • Windows Registry modifications.
  • Custom drivers.
  • Modify System Image may provide adversaries with hooks into the operating system of network devices to read raw keystrokes for login sessions.

This type of attack technique cannot be easily mitigated with preventive controls since it is based on the abuse of system features.

Monitoring the following activities in your Organization can help you detect this technique.

Driver: Driver Load

Attaching a driver to either user or kernel-mode of a system (ex: Sysmon EID 6)

Monitor for unusual kernel driver installation activity

Process: OS API Execution

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitor for API calls to the SetWindowsHook, GetKeyState, and GetAsyncKeyState. and look for common keylogging API calls. API calls alone are not an indicator of keylogging, but may provide behavioral data that is useful when combined with other information such as new files written to disk and unusual processes.

Windows Registry: Windows Registry Key Modification

Changes made to a Registry Key and/or Key value (ex: Windows EID 4657 or Sysmon EID 13|14)

Monitor for changes made to windows registry keys or values for unexpected modifications

System Network Configuration Discovery

Discovery

AppleSeed can identify the IP of a targeted system.

Adversaries may look for details about the network configuration and settings, such as IP and/or MAC addresses, of systems they access or through information discovery of remote systems. Several operating system administration utilities exist that can be used to gather this information. Examples include Arp, ipconfig/ifconfig, nbtstat, and route.

Adversaries may also leverage a Network Device CLI on network devices to gather information about configurations and settings, such as IP addresses of configured interfaces and static/dynamic routes.

Adversaries may use the information from System Network Configuration Discovery during automated discovery to shape follow-on behaviors, including determining certain access within the target network and what actions to do next.

This type of attack technique cannot be easily mitigated with preventive controls since it is based on the abuse of system features.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments that may look for details about the network configuration and settings, such as IP and/or MAC addresses, of systems they access or through information discovery of remote systems.

Process: OS API Execution

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitor for API calls (such as GetAdaptersInfo() and GetIpNetTable()) that may gather details about the network configuration and settings, such as IP and/or MAC addresses.

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor for executed processes (such as ipconfig/ifconfig and arp) with arguments that may look for details about the network configuration and settings, such as IP and/or MAC addresses.

Script: Script Execution

Launching a list of commands through a script file (ex: Windows EID 4104)

Monitor for any attempts to enable scripts running on a system would be considered suspicious. If scripts are not commonly used on a system, but enabled, scripts running out of cycle from patching or other administrator functions are suspicious. Scripts should be captured from the file system when possible to determine their actions and intent.

Process Discovery

Discovery

AppleSeed can enumerate the current process on a compromised host.

Adversaries may attempt to get information about running processes on a system. Information obtained could be used to gain an understanding of common software/applications running on systems within the network. Adversaries may use the information from Process Discovery during automated discovery to shape follow-on behaviors, including whether or not the adversary fully infects the target and/or attempts specific actions.

In Windows environments, adversaries could obtain details on running processes using the Tasklist utility via cmd or Get-Process via PowerShell. Information about processes can also be extracted from the output of Native API calls such as CreateToolhelp32Snapshot. In Mac and Linux, this is accomplished with the ps command. Adversaries may also opt to enumerate processes via /proc.

This type of attack technique cannot be easily mitigated with preventive controls since it is based on the abuse of system features.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments for actions that may attempt to get information about running processes on a system.

Process: OS API Execution

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitor for API calls may attempt to get information about running processes on a system.

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor for newly executed processes that may attempt to get information about running processes on a system.

System Information Discovery

Discovery

AppleSeed can identify the OS version of a targeted system.

An adversary may attempt to get detailed information about the operating system and hardware, including version, patches, hotfixes, service packs, and architecture. Adversaries may use the information from System Information Discovery during automated discovery to shape follow-on behaviors, including whether or not the adversary fully infects the target and/or attempts specific actions.

Tools such as Systeminfo can be used to gather detailed system information. If running with privileged access, a breakdown of system data can be gathered through the systemsetup configuration tool on macOS. As an example, adversaries with user-level access can execute the df -aH command to obtain currently mounted disks and associated freely available space. Adversaries may also leverage a Network Device CLI on network devices to gather detailed system information. System Information Discovery combined with information gathered from other forms of discovery and reconnaissance can drive payload development and concealment.

Infrastructure as a Service (IaaS) cloud providers such as AWS, GCP, and Azure allow access to instance and virtual machine information via APIs. Successful authenticated API calls can return data such as the operating system platform and status of a particular instance or the model view of a virtual machine.

This type of attack technique cannot be easily mitigated with preventive controls since it is based on the abuse of system features.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments that may attempt to get detailed information about the operating system and hardware, including version, patches, hotfixes, service packs, and architecture.

Process: OS API Execution

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitor for API calls that may attempt to get detailed information about the operating system and hardware, including version, patches, hotfixes, service packs, and architecture. Remote access tools with built-in features may interact directly with the Windows API to gather information. Information may also be acquired through Windows system management tools such as Windows Management Instrumentation and PowerShell. In cloud-based systems, native logging can be used to identify access to certain APIs and dashboards that may contain system information. Depending on how the environment is used, that data alone may not be useful due to benign use during normal operations.

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor newly executed processes that may attempt to get detailed information about the operating system and hardware, including version, patches, hotfixes, service packs, and architecture.

File and Directory Discovery

Discovery

AppleSeed has the ability to search for .txt, .ppt, .hwp, .pdf, and .doc files in specified directories.

Adversaries may enumerate files and directories or may search in specific locations of a host or network share for certain information within a file system. Adversaries may use the information from File and Directory Discovery during automated discovery to shape follow-on behaviors, including whether or not the adversary fully infects the target and/or attempts specific actions.

Many command shell utilities can be used to obtain this information. Examples include dir, tree, ls, find, and locate. Custom tools may also be used to gather file and directory information and interact with the Native API. Adversaries may also leverage a Network Device CLI on network devices to gather file and directory information.

This type of attack technique cannot be easily mitigated with preventive controls since it is based on the abuse of system features.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments that may enumerate files and directories or may search in specific locations of a host or network share for certain information within a file system.

Process: OS API Execution

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitor for API calls that may enumerate files and directories or may search in specific locations of a host or network share for certain information within a file system.

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor newly executed processes that may enumerate files and directories or may search in specific locations of a host or network share for certain information within a file system.

System Time Discovery

Discovery

AppleSeed can pull a timestamp from the victim's machine.

An adversary may gather the system time and/or time zone from a local or remote system. The system time is set and stored by the Windows Time Service within a domain to maintain time synchronization between systems and services in an enterprise network. 

System time information may be gathered in a number of ways, such as with Net on Windows by performing net time \hostname to gather the system time on a remote system. The victim's time zone may also be inferred from the current system time or gathered by using w32tm /tz. 

This information could be useful for performing other techniques, such as executing a file with a Scheduled Task/Job, or to discover locality information based on time zone to assist in victim targeting (i.e. System Location Discovery). Adversaries may also use knowledge of system time as part of a time bomb, or delaying execution until a specified date/time.

This type of attack technique cannot be easily mitigated with preventive controls since it is based on the abuse of system features.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments for actions that may gather the system time and/or time zone from a local or remote system.

Process: OS API Execution

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitor for API calls that may gather the system time and/or time zone from a local or remote system. Remote access tools with built-in features may interact directly with the Windows API to gather information.

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor for newly executed processes that may gather the system time and/or time zone from a local or remote system.

Data from Local System

Collection

AppleSeed can collect data on a compromised host.

Adversaries may search local system sources, such as file systems and configuration files or local databases, to find files of interest and sensitive data prior to Exfiltration.

Adversaries may do this using a Command and Scripting Interpreter, such as cmd as well as a Network Device CLI, which have functionality to interact with the file system to gather information. Adversaries may also use Automated Collection on the local system.

Data Loss Prevention

Data loss prevention can restrict access to sensitive data and detect sensitive data that is unencrypted.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments that may search and collect local system sources, such as file systems or local databases, to find files of interest and sensitive data prior to Exfiltration. Remote access tools with built-in features may interact directly with the Windows API to gather data. Data may also be acquired through Windows system management tools such as Windows Management Instrumentation and PowerShell.

File: File Access

Opening a file, which makes the file contents available to the requestor (ex: Windows EID 4663)

Monitor for unexpected/abnormal access to files that may be malicious collection of local data, such as user files (pdf, .docx, .jpg, etc.) or local databases.

Process: OS API Execution

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitor for API calls that may search local system sources, such as file systems or local databases, to find files of interest and sensitive data prior to Exfiltration.

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor for newly executed processes that may search local system sources, such as file systems or local databases, to find files of interest and sensitive data prior to Exfiltration.

Script: Script Execution

Launching a list of commands through a script file (ex: Windows EID 4104)

Monitor for any attempts to enable scripts running on a system would be considered suspicious. If scripts are not commonly used on a system, but enabled, scripts running out of cycle from patching or other administrator functions are suspicious. Scripts should be captured from the file system when possible to determine their actions and intent. Data may also be acquired through Windows system management tools such as Windows Management Instrumentation and PowerShell.

Data from Removable Media

Collection

AppleSeed can find and collect data from removable media devices.

Adversaries may search connected removable media on computers they have compromised to find files of interest. Sensitive data can be collected from any removable media (optical disk drive, USB memory, etc.) connected to the compromised system prior to Exfiltration. Interactive command shells may be in use, and common functionality within cmd may be used to gather information.

Some adversaries may also use Automated Collection on removable media.

Data Loss Prevention

Data loss prevention can restrict access to sensitive data and detect sensitive data that is unencrypted.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments for actions that could be taken to collect files from a system's connected removable media. For example, data may be acquired through Windows system management tools such as Windows Management Instrumentation and PowerShell.

File: File Access

Opening a file, which makes the file contents available to the requestor (ex: Windows EID 4663)

Monitor for unexpected/abnormal file accesses to removable media (optical disk drive, USB memory, etc.) connected to the compromised system.

Input Capture

Collection

Keylogging


AppleSeed can use GetKeyState and GetKeyboardState to capture keystrokes on the victim’s machine.

Adversaries may log user keystrokes to intercept credentials as the user types them. Keylogging is likely to be used to acquire credentials for new access opportunities when OS Credential Dumping efforts are not effective, and may require an adversary to intercept keystrokes on a system for a substantial period of time before credentials can be successfully captured.

Keylogging is the most prevalent type of input capture, with many different ways of intercepting keystrokes. Some methods include:

  • Hooking API callbacks used for processing keystrokes. Unlike Credential API Hooking, this focuses solely on API functions intended for processing keystroke data.
  • Reading raw keystroke data from the hardware buffer.
  • Windows Registry modifications.
  • Custom drivers.
  • Modify System Image may provide adversaries with hooks into the operating system of network devices to read raw keystrokes for login sessions.

This type of attack technique cannot be easily mitigated with preventive controls since it is based on the abuse of system features.

Monitoring the following activities in your Organization can help you detect this technique.

Driver: Driver Load

Attaching a driver to either user or kernel-mode of a system (ex: Sysmon EID 6)

Monitor for unusual kernel driver installation activity

Process: OS API Execution

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitor for API calls to the SetWindowsHook, GetKeyState, and GetAsyncKeyState. and look for common keylogging API calls. API calls alone are not an indicator of keylogging, but may provide behavioral data that is useful when combined with other information such as new files written to disk and unusual processes.

Windows Registry: Windows Registry Key Modification

Changes made to a Registry Key and/or Key value (ex: Windows EID 4657 or Sysmon EID 13|14)

Monitor for changes made to windows registry keys or values for unexpected modifications

Data Staged

Collection

Local Data Staging

AppleSeed can stage files in a central location prior to exfiltration.

Adversaries may stage collected data in a central location or directory on the local system prior to Exfiltration. Data may be kept in separate files or combined into one file through techniques such as Archive Collected Data. Interactive command shells may be used, and common functionality within cmd and bash may be used to copy data into a staging location.

Adversaries may also stage collected data in various available formats/locations of a system, including local storage databases/repositories or the Windows Registry.

This type of attack technique cannot be easily mitigated with preventive controls since it is based on the abuse of system features.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments arguments for actions that could be taken to collect and combine files. Remote access tools with built-in features may interact directly with the Windows API to gather and copy to a location. Data may also be acquired and staged through Windows system management tools such as Windows Management Instrumentation and PowerShell.

File: File Access

Opening a file, which makes the file contents available to the requestor (ex: Windows EID 4663)

Monitor processes that appear to be reading files from disparate locations and writing them to the same directory or file may be an indication of data being staged, especially if they are suspected of performing encryption or compression on the files, such as 7zip, RAR, ZIP, or zlib.

File: File Creation

Initial construction of a new file (ex: Sysmon EID 11)

Monitor publicly writeable directories, central locations, and commonly used staging directories (recycle bin, temp folders, etc.) to regularly check for compressed or encrypted data that may be indicative of staging.

Windows Registry: Windows Registry Key Modification

Changes made to a Registry Key and/or Key value (ex: Windows EID 4657 or Sysmon EID 13|14)

Consider monitoring accesses and modifications to local storage repositories (such as the Windows Registry), especially from suspicious processes that could be related to malicious data collection.

Screen Capture

Collection

AppleSeed can take screenshots on a compromised host by calling a series of APIs.

Adversaries may attempt to take screen captures of the desktop to gather information over the course of an operation. Screen capturing functionality may be included as a feature of a remote access tool used in post-compromise operations. Taking a screenshot is also typically possible through native utilities or API calls, such as CopyFromScreen, xwd, or screencapture.

This type of attack technique cannot be easily mitigated with preventive controls since it is based on the abuse of system features.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments that may attempt to take screen captures of the desktop to gather information over the course of an operation.

Process: OS API Execution

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitoring for screen capture behavior will depend on the method used to obtain data from the operating system and write output files. Detection methods could include collecting information from unusual processes using API calls used to obtain image data, and monitoring for image files written to disk, such as CopyFromScreen, xwd, or screencapture. The sensor data may need to be correlated with other events to identify malicious activity, depending on the legitimacy of this behavior within a given network environment.

Automated Collection

Collection

AppleSeed has automatically collected data from USB drives, keystrokes, and screen images before exfiltration.

Once established within a system or network, an adversary may use automated techniques for collecting internal data. Methods for performing this technique could include use of a Command and Scripting Interpreter to search for and copy information fitting set criteria such as file type, location, or name at specific time intervals. In cloud-based environments, adversaries may also use cloud APIs, command line interfaces, or extract, transform, and load (ETL) services to automatically collect data. This functionality could also be built into remote access tools.

This technique may incorporate use of other techniques such as File and Directory Discovery and Lateral Tool Transfer to identify and move files, as well as Cloud Service Dashboard and Cloud Storage Object Discovery to identify resources in cloud environments.

Encrypt Sensitive Information

Encryption and off-system storage of sensitive information may be one way to mitigate collection of files, but may not stop an adversary from acquiring the information if an intrusion persists over a long period of time and the adversary is able to discover and access the data through other means. Strong passwords should be used on certain encrypted documents that use them to prevent offline cracking through Brute Force techniques.

Remote Data Storage

Encryption and off-system storage of sensitive information may be one way to mitigate collection of files, but may not stop an adversary from acquiring the information if an intrusion persists over a long period of time and the adversary is able to discover and access the data through other means.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments for actions that could be taken to collect internal data.

File: File Access

Opening a file, which makes the file contents available to the requestor (ex: Windows EID 4663)

Monitor for unexpected files (i.e. .pdf, .docx, .jpg, etc.) viewed for collecting internal data.

Script: Script Execution

Launching a list of commands through a script file (ex: Windows EID 4104)

Monitor for any attempts to enable scripts running on a system would be considered suspicious. If scripts are not commonly used on a system, but enabled, scripts running out of cycle from patching or other administrator functions are suspicious. Scripts should be captured from the file system when possible to determine their actions and intent.

Archive Collected Data

Collection

AppleSeed has compressed collected data before exfiltration.

An adversary may compress and/or encrypt data that is collected prior to exfiltration. Compressing the data can help to obfuscate the collected data and minimize the amount of data sent over the network. Encryption can be used to hide information that is being exfiltrated from detection or make exfiltration less conspicuous upon inspection by a defender.

Both compression and encryption are done prior to exfiltration, and can be performed using a utility, 3rd party library, or custom method.

Audit

System scans can be performed to identify unauthorized archival utilities.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments for actions that will aid in compression or encrypting data that is collected prior to exfiltration, such as tar.

File: File Creation

Initial construction of a new file (ex: Sysmon EID 11)

Monitor newly constructed files being written with extensions and/or headers associated with compressed or encrypted file types. Detection efforts may focus on follow-on exfiltration activity, where compressed or encrypted files can be detected in transit with a network intrusion detection or data loss prevention system analyzing file headers.

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor for newly constructed processes and/or command-lines that aid in compression or encrypting data that is collected prior to exfiltration, such as 7-Zip, WinRAR, and WinZip.

Script: Script Execution

Launching a list of commands through a script file (ex: Windows EID 4104)

Monitor for any attempts to enable scripts running on a system would be considered suspicious. If scripts are not commonly used on a system, but enabled, scripts running out of cycle from patching or other administrator functions are suspicious. Scripts should be captured from the file system when possible to determine their actions and intent.

Archive Collected Data

Collection

Archive via Utility

AppleSeed can zip and encrypt data collected on a target system.

Adversaries may use utilities to compress and/or encrypt collected data prior to exfiltration. Many utilities include functionalities to compress, encrypt, or otherwise package data into a format that is easier/more secure to transport.

Adversaries may abuse various utilities to compress or encrypt data before exfiltration. Some third party utilities may be preinstalled, such as tar on Linux and macOS or zip on Windows systems. On Windows, diantz or makecab may be used to package collected files into a cabinet (.cab) file. diantz may also be used to download and compress files from remote locations (i.e. Remote Data Staging). Additionally, xcopy on Windows can copy files and directories with a variety of options.

Adversaries may use also third party utilities, such as 7-Zip, WinRAR, and WinZip, to perform similar activities.

Audit

System scans can be performed to identify unauthorized archival utilities.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments for actions that will aid in compression or encrypting data that is collected prior to exfiltration, such as tar.

File: File Creation

Initial construction of a new file (ex: Sysmon EID 11)

Monitor newly constructed files being written with extensions and/or headers associated with compressed or encrypted file types. Detection efforts may focus on follow-on exfiltration activity, where compressed or encrypted files can be detected in transit with a network intrusion detection or data loss prevention system analyzing file headers.

Process: Process Creation

Birth of a new running process (ex: Sysmon EID 1 or Windows EID 4688)

Monitor for newly constructed processes and/or command-lines that aid in compression or encrypting data that is collected prior to exfiltration, such as 7-Zip, WinRAR, and WinZip.

Fallback Channels

Command and Control

AppleSeed can use a second channel for C2 when the primary channel is in upload mode.

Adversaries may use fallback or alternate communication channels if the primary channel is compromised or inaccessible in order to maintain reliable command and control and to avoid data transfer thresholds.

Network Intrusion Prevention

Network intrusion detection and prevention systems that use network signatures to identify traffic for specific adversary malware can be used to mitigate activity at the network level. Signatures are often for unique indicators within protocols and may be based on the specific protocol used by a particular adversary or tool, and will likely be different across various malware families and versions. Adversaries will likely change tool C2 signatures over time or construct protocols in such a way as to avoid detection by common defensive tools.

Monitoring the following activities in your Organization can help you detect this technique.

Network Traffic: Network Connection Creation

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitor for newly constructed network connections that may use fallback or alternate communication channels if the primary channel is compromised or inaccessible in order to maintain reliable command and control and to avoid data transfer thresholds. Processes utilizing the network that do not normally have network communication or have never been seen before may be suspicious.

Network Traffic: Network Traffic Flow

Summarized network packet data, with metrics, such as protocol headers and volume (ex: Netflow or Zeek http.log)

Monitor network data for uncommon data flows, such as unexpected surges or other abnormal inbound/outbound patterns.

Application Layer Protocol

Command and Control

Web Protocols

AppleSeed has the ability to communicate with C2 over HTTP.

Adversaries may communicate using application layer protocols associated with web traffic to avoid detection/network filtering by blending in with existing traffic. Commands to the remote system, and often the results of those commands, will be embedded within the protocol traffic between the client and server.

Protocols such as HTTP and HTTPS that carry web traffic may be very common in environments. HTTP/S packets have many fields and headers in which data can be concealed. An adversary may abuse these protocols to communicate with systems under their control within a victim network while also mimicking normal, expected traffic.

Network Intrusion Prevention

Network intrusion detection and prevention systems that use network signatures to identify traffic for specific adversary malware can be used to mitigate activity at the network level.

Monitoring the following activities in your Organization can help you detect this technique.

Network Traffic: Network Traffic Content

Logged network traffic data showing both protocol header and body values (ex: PCAP)

Monitor and analyze traffic patterns and packet inspection associated to protocol(s), leveraging SSL/TLS inspection for encrypted traffic, that do not follow the expected protocol standards and traffic flows (e.g extraneous packets that do not belong to established flows, gratuitous or anomalous traffic patterns, anomalous syntax, or structure). Consider correlation with process monitoring and command line to detect anomalous processes execution and command line arguments associated to traffic patterns (e.g. monitor anomalies in use of files that do not normally initiate connections for respective protocol(s)).

Network Traffic: Network Traffic Flow

Summarized network packet data, with metrics, such as protocol headers and volume (ex: Netflow or Zeek http.log)

Monitor for web traffic to/from known-bad or suspicious domains and analyze traffic flows that do not follow the expected protocol standards and traffic flows (e.g extraneous packets that do not belong to established flows, or gratuitous or anomalous traffic patterns). Consider correlation with process monitoring and command line to detect anomalous processes execution and command line arguments associated to traffic patterns (e.g. monitor anomalies in use of files that do not normally initiate connections for respective protocol(s)).

Data Transfer Size Limits

Exfiltration

AppleSeed has divided files if the size is 0x1000000 bytes or more.

An adversary may exfiltrate data in fixed size chunks instead of whole files or limit packet sizes below certain thresholds. This approach may be used to avoid triggering network data transfer threshold alerts.

Network Intrusion Prevention

Network intrusion detection and prevention systems that use network signatures to identify traffic for specific adversary command and control infrastructure and malware can be used to mitigate activity at the network level.

Monitoring the following activities in your Organization can help you detect this technique.

Network Traffic: Network Connection Creation

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitor for newly constructed network connections that are sent or received by untrusted hosts or uncommon data flows (e.g. unusual network communications or suspicious communications sending fixed size data packets at regular intervals as well as unusually long connection patterns). Consider analyzing packet contents to detect application layer protocols, leveraging SSL/TLS inspection for encrypted traffic, that do not follow the expected protocol standards and traffic flows (e.g extraneous packets that do not belong to established flows, protocol port mismatch, anomalous syntax, or structure). Consider correlation with process monitoring and command line to detect anomalous processes execution and command line arguments (e.g. monitor anomalies in use of files that do not normally initiate network connections or unusual connections initiated

Network Traffic: Network Traffic Flow

Summarized network packet data, with metrics, such as protocol headers and volume (ex: Netflow or Zeek http.log)

Monitor and analyze traffic flows that do not follow the expected protocol standards and traffic flows (e.g extraneous packets that do not belong to established flows, or gratuitous or anomalous traffic patterns). Consider correlation with process monitoring and command line to detect anomalous processes execution and command line arguments associated to traffic patterns (e.g. monitor anomalies in use of files that do not normally initiate connections for respective protocol(s)).

Exfiltration Over C2 Channel

Exfiltration

AppleSeed can exfiltrate files via the C2 channel.

Adversaries may steal data by exfiltrating it over an existing command and control channel. Stolen data is encoded into the normal communications channel using the same protocol as command and control communications.

Data Loss Prevention

Data loss prevention can detect and block sensitive data being sent over unencrypted protocols.

Network Intrusion Prevention

Network intrusion detection and prevention systems that use network signatures to identify traffic for specific adversary malware can be used to mitigate activity at the network level. Signatures are often for unique indicators within protocols and may be based on the specific obfuscation technique used by a particular adversary or tool, and will likely be different across various malware families and versions. Adversaries will likely change tool command and control signatures over time or construct protocols in such a way to avoid detection by common defensive tools.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments that may steal data by exfiltrating it over an existing command and control channel.

File: File Access

Opening a file, which makes the file contents available to the requestor (ex: Windows EID 4663)

Monitor for suspicious files (i.e. .pdf, .docx, .jpg, etc.) viewed in isolation that may steal data by exfiltrating it over an existing command and control channel.

Network Traffic: Network Connection Creation

Initial construction of a WMI object, such as a filter, consumer, subscription, binding, or provider (ex: Sysmon EIDs 19-21)

Monitor for newly constructed network connections that are sent or received by untrusted hosts.

Network Traffic: Network Traffic Content

Logged network traffic data showing both protocol header and body values (ex: PCAP)

Monitor and analyze traffic patterns and packet inspection associated to protocol(s) that do not follow the expected protocol standards and traffic flows (e.g extraneous packets that do not belong to established flows, gratuitous or anomalous traffic patterns, anomalous syntax, or structure). Consider correlation with process monitoring and command line to detect anomalous processes execution and command line arguments associated to traffic patterns (e.g. monitor anomalies in use of files that do not normally initiate connections for respective protocol(s)).

Network Traffic: Network Traffic Flow

Summarized network packet data, with metrics, such as protocol headers and volume (ex: Netflow or Zeek http.log)

Monitor network data for uncommon data flows. Processes utilizing the network that do not normally have network communication or have never been seen before are suspicious.

Exfiltration Over Web Service

Exfiltration

AppleSeed has exfiltrated files using web services.

Adversaries may use an existing, legitimate external Web service to exfiltrate data rather than their primary command and control channel. Popular Web services acting as an exfiltration mechanism may give a significant amount of cover due to the likelihood that hosts within a network are already communicating with them prior to compromise. Firewall rules may also already exist to permit traffic to these services.

Web service providers also commonly use SSL/TLS encryption, giving adversaries an added level of protection.

Data Loss Prevention

Data loss prevention can be detect and block sensitive data being uploaded to web services via web browsers.

Restrict Web-Based Content

Web proxies can be used to enforce an external network communication policy that prevents use of unauthorized external services.

Monitoring the following activities in your Organization can help you detect this technique.

Command: Command Execution

Invoking a computer program directive to perform a specific task (ex: Windows EID 4688 of cmd.exe showing command-line parameters, ~/.bash_history, or ~/.zsh_history)

Monitor executed commands and arguments that may use an existing, legitimate external Web service to exfiltrate data rather than their primary command and control channel.

File: File Access

Opening a file, which makes the file contents available to the requestor (ex: Windows EID 4663)

Monitor for files being accessed by an existing, legitimate external Web service to exfiltrate data rather than their primary command and control channel.

Network Traffic: Network Traffic Content

Logged network traffic data showing both protocol header and body values (ex: PCAP)

Monitor and analyze traffic patterns and packet inspection associated to protocol(s) that do not follow the expected protocol standards and traffic flows (e.g extraneous packets that do not belong to established flows, gratuitous or anomalous traffic patterns, anomalous syntax, or structure). Consider correlation with process monitoring and command line to detect anomalous processes execution and command line arguments associated to traffic patterns (e.g. monitor anomalies in use of files that do not normally initiate connections for respective protocol(s)).

Network Traffic: Network Traffic Flow

Summarized network packet data, with metrics, such as protocol headers and volume (ex: Netflow or Zeek http.log)

Monitor network data for uncommon data flows. Processes utilizing the network that do not normally have network communication or have never been seen before are suspicious.