How to Detect Malware Injection in Android Apps Using AI

Last updated July 3, 2025 by Appdome

This Knowledge Base article describes how to use Appdome’s AI/ML in your CI/CD pipeline to continuously deliver plugins that Detect Malware Injection in Android apps.

What is Malware Injection?

Malware injection is an advanced mobile attack technique where malicious code is stealthily embedded into otherwise legitimate apps, allowing attackers to hijack app behavior without disrupting normal functionality. On Android, this technique often exploits dynamic code loading and process memory manipulation, enabling threat actors to inject payloads at runtime. Once injected, the malware can execute actions such as credential theft, surveillance, unauthorized transactions, or data exfiltration, all while hiding behind the trust of the original app. Attackers may use frameworks like Frida or custom loaders to bypass static detection and persist across updates. These threats are particularly dangerous because they mimic authorized app behavior and evade traditional malware scanners. Defending against malware injection is critical to protecting sensitive data, user privacy, and app integrity, and it’s especially important in regulated industries like finance and healthcare where runtime compromise can violate PCI-DSS, HIPAA, and other compliance mandates.

How Appdome Protects Android Apps Against Malware Injection

Appdome’s dynamic Detect Malware Injection plugin for Android apps monitors runtime behavior to detect malicious code loading, unauthorized method calls, and tampering with memory space. The plugin verifies application integrity in real time, blocking injected payloads that attempt to hijack logic or extract sensitive data. By analyzing suspicious runtime activity and enforcing secure runtime policies, Appdome prevents the execution of embedded malware without degrading performance. Developers can use Appdome’s Threat-Events™ to capture real-time data on malware injection attempts and craft tailored in-app responses when threats are detected.

Prerequisites for Using Appdome's Detect Malware Injection Plugins:

To use Appdome’s mobile app security build system to Detect Malware Injection , you’ll need:

How to Implement Detect Malware Injection in Android Apps Using Appdome

On Appdome, follow these 3 simple steps to create self-defending Android Apps that Detect Malware Injection without an SDK or gateway:

  1. Designate the Mobile App to be protected.

    1. Upload an app via the Appdome Mobile Defense platform GUI or via Appdome’s DEV-API or CI/CD Plugins.

    2. Android Formats: .apk or .aab
    3. Detect Malware Injection is compatible with: Java, JS, C++, C#, Kotlin, Flutter, React Native, Unity, Xamarin, Cordova and other Android apps.
  2. Select the defense: Detect Malware Injection.

      1. Create and name the Fusion Set (security template) that will contain the Detect Malware Injection feature as shown below:
        fusion set that contains Detect Malware Injection

        Figure 1: Fusion Set that will contain the Detect Malware Injection feature

      2. Follow the steps in Sections 2.2-2.2.2 of this article to add the Detect Malware Injection feature to your Fusion Set via the Appdome Console.

      3. When you select the Detect Malware Injection you'll notice that the Fusion Set you created in step 2.1 now bears the icon of the protection category that contains Detect Malware Injection.

        Fusion Set applied Detect Malware Injection

        Figure 2: Fusion Set that displays the newly added Detect Malware Injection protection
        Note: Annotating the Fusion Set to identify the protection(s) selected is optional only (not mandatory).

      4. Open the Fusion Set Detail Summary by clicking the “...” symbol on the far-right corner of the Fusion Set. Copy the Fusion Set ID from the Fusion Set Detail Summary (as shown below): fusion Set Detail Summary image

        Figure 3: Fusion Set Detail Summary

      5. Follow the instructions below to use the Fusion Set ID inside any standard mobile DevOps or CI/CD toolkit like Bitrise, Jenkins, Travis, Team City, Circle CI or other system:
        1. Refer to the Appdome API Reference Guide for API building instructions.
        2. Look for sample APIs in Appdome’s GitHub Repository.
    1. Add the Detect Malware Injection feature to your security template.

      1. Navigate to Build > Anti Malware tab > Android Hacking Tool section in the Appdome Console.
      2. Toggle On > Detect Malware Injection.

        (a) Choose to monitor this attack vector by checking the Threat Events checkbox associated with Detect Malware Injection as shown below.

        (b) To receive mobile Threat Monitoring, check the ThreatScope™ box as shown below. For more details, see our knowledge base article on ThreatScope™ Mobile XTM.
        Detect Malware Injection option

        Figure 4: Selecting Detect Malware Injection

        Note: The Appdome Platform displays the Mobile Operation Systems supported by each defense in real-time. For more details, see our OS Support Policy KB.

      3. Select the Threat-Event™ in-app mobile Threat Defense and Intelligence policy for Detect Malware Injection:
        1. Threat-Events™ OFF > In-App Defense

          If the Threat-Events™ setting is not selected. Appdome will detect and defend user and app by enforcing Detect Malware Injection.

        2. Threat-Events™ ON > In-App Detection

          When this setting is used, Appdome detects injected malware and passes Appdome’s Threat-Event™ attack intelligence to the app’s business logic for processing, enforcement, and user notification. For more information on consuming and using Appdome Threat-Events™ in the app, see section Using Threat-Events™ for Detect Malware Injection Intelligence and Control in Mobile Apps.

        3. Threat-Events™ ON > In-App Defense

          When this setting is used, Appdome detects and defends against Malware Injection (same as Appdome Enforce) and passes Appdome’s Threat-Event™ attack intelligence to the app’s business logic for processing. For more information on consuming and using Appdome Threat-Events™ in the app, see section Using Threat-Events™ for Detect Malware Injection Intelligence and Control in Mobile Apps.

      4. Configure the User Experience Options for Detect Malware Injection:
        With Threat-Events™ OFF, Appdome provides several user experience options for mobile brands and developers.
        1. App Compromise Notification: Customize the pop-up or toast Appdome uses to notify the user when a threat is present while using the protected mobile app.
        2. Short message Option. This is available for mobile devices that allow a banner notification for security events.
        3. Localized Message Option. Allows Appdome users to support global languages in security notifications.

          Localized Message

          Figure 5: Default User Experience Options for Appdome’s Malware Injection

        4. Detect Malware Injection Threat Code™. Appdome uses AI/ML to generate a unique code each time Detect Malware Injection is triggered by an active threat on the mobile device. Use the code in Appdome Threat Resolution Center™ to help end users identify, find and resolve active threats on the personal mobile devices.
    2. Initiate the build command either by clicking Build My App at the bottom of the Build Workflow (shown in Figure 4) or via your CI/CD as described in Section 2.1.4.
    Congratulations!  The Detect Malware Injection protection is now added to the mobile app
  3. Certify the Detect Malware Injection feature in Android Apps

    After building Detect Malware Injection, Appdome generates a Certified Secure™ certificate to guarantee that the Detect Malware Injection protection has been added and is protecting the app. To verify that the Detect Malware Injection protection has been added to the mobile app, locate the protection in the Certified Secure™ certificate as shown below: Detect Malware Injection shown in Certificate secure

    Figure 6: Certified Secure™ certificate

    Each Certified Secure™ certificate provides DevOps and DevSecOps organizations the entire workflow summary, audit trail of each build, and proof of protection that Detect Malware Injection has been added to each Android app. Certified Secure provides instant and in-line DevSecOps compliance certification that Detect Malware Injection and other mobile app security features are in each build of the mobile app.

Using Threat-Events™ for Malware Injection Intelligence and Control in Android Apps

Appdome Threat-Events™ provides consumable in-app mobile app attack intelligence and defense control when Malware Injection is detected. To consume and use Threat-Events™ for Malware Injection in Android Apps, use registerReceiver in the Application OnCreate, and the code samples for Threat-Events™ for Malware Injection shown below.

The specifications and options for Threat-Events™ for Malware Injection are:

Threat-Event™ Elements Detect Malware Injection Method Detail
Appdome Feature Name Detect Malware Injection
Threat-Event Mode
OFF, IN-APP DEFENSE Appdome detects, defends and notifies user (standard OS dialog) using customizable messaging.
ON, IN-APP DETECTION Appdome detects the attack or threat and passes the event in a standard format to the app for processing (app chooses how and when to enforce).
ON, IN-APP DEFENSE Uses Appdome Enforce mode for any attack or threat and passes the event in a standard format to the app for processing (gather intel on attacks and threats without losing any protection).
Certified Secure™ Threat Event Check
Visible in ThreatScope™
Developer Parameters for Detecting Malware Injection Threat-Event™
Threat-Event NAME MalwareInjectionDetected
Threat-Event DATA reasonData
Threat-Event CODE reasonCode
Threat-Event REF 7215
Threat-Event SCORE
currentThreatEventScore Current Threat-Event score
threatEventsScore Total Threat-events score
Threat-Event Context Keys
message Message displayed for the user on event
externalID The external ID of the event which can be listened via Threat Events
osVersion OS version of the current device
deviceModel Current device model
deviceManufacturer The manufacturer of the current device
fusedAppToken The task ID of the Appdome fusion of the currently running app
kernelInfo Info about the kernel: system name, node name, release, version and machine.
carrierPlmn PLMN of the device. Only available for Android devices.
deviceID Current device ID
reasonCode Reason code of the occurred event
deviceBrand Brand of the device
deviceBoard Board of the device
buildUser Build user
buildHost Build host
sdkVersion Sdk version
threatCode The last six characters of the threat code specify the OS, allowing the Threat Resolution Center to address the attack on the affected device.

With Threat-Events™ enabled (turned ON), Android developers can get detailed attack intelligence and granular defense control in Android applications and create amazing user experiences for all mobile end users when Malware Injection is detected.


The following is a code sample for native Android apps, which uses all values in the specification above for Detect Malware Injection:


Important! Replace all placeholder instances of <Context Key> with the specific name of your threat event context key across all language examples. This is crucial to ensure your code functions correctly with the intended event data. For example, The <Context Key> could be the message, externalID, OS Version, reason code, etc.



Using Appdome, there are no development or coding prerequisites to build secured Android Apps by using Detect Malware Injection. There is no SDK and no library to code or implement in the app and no gateway to deploy in your network. All protections are built into each app and the resulting app is self-defending and self-protecting.

Releasing and Publishing Mobile Apps with Detect Malware Injection

After successfully securing your app by using Appdome, there are several available options to complete your project, depending on your app lifecycle or workflow. These include:

Related Articles:

How to Detect Frida Injection Attacks in Android & iOS Apps

How to Detect Malware Permissions in Android Apps

How to Block Trojan Spyware in Android Apps

How Do I Learn More?

If you have any questions, please send them our way at support.appdome.com or via the chat window on the Appdome platform.

Thank you!

Thanks for visiting Appdome! Our mission is to secure every app on the planet by making mobile app security easy. We hope we’re living up to the mission with your project.

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