How to Detect Phishing Malware Attacks in Android Apps Using AI

Last updated June 12, 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 Phishing Malware in Android apps.

What is a Phishing Malware Attack?

A phishing malware attack occurs when a malicious app displays fake UI elements, such as login prompts or input fields, on top of a legitimate app’s interface. These overlays intercept user input without forwarding it to the real app, capturing sensitive data such as credentials, PINs, and transaction details. Unlike transparent overlays, which still allow interaction with the underlying app, phishing malware uses consuming overlays to hijack all touch and keyboard events. This technique bypasses traditional overlay detection methods and poses an increasing risk, especially as AI-powered malware becomes more adept at replicating legitimate app interfaces. These attacks are difficult to prevent because they don’t alter the target app’s behavior and often leave no in-app traces. They also challenge regulatory compliance standards such as PSD2, FFIEC, and PCI DSS, which require real-time protection of user credentials and financial data.

How Appdome Protects Android Apps Against Phishing Malware Attacks

Appdome’s dynamic Detect Phishing Attack plugin for Android detects and blocks malicious overlays that appear when external keyboards are opened. This plugin identifies non-system overlays in real time and prevents them from capturing input events. By dynamically reacting to the threat at runtime, the plugin neutralizes phishing malware attempts without requiring any changes to the app.

Prerequisites for Using Appdome's Detect Phishing Malware Plugins:

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

How to Implement Detect Phishing Malware in Android Apps Using Appdome

On Appdome, follow these 3 simple steps to create self-defending Android Apps that Detect Phishing Malware 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 Phishing Malware is compatible with: Java, JS, C++, C#, Kotlin, Flutter, React Native, Unity, Xamarin, Cordova and other Android apps.
  2. Select the defense: Detect Phishing Malware.

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

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

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

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

        Fusion Set applied Detect Phishing Malware

        Figure 2: Fusion Set that displays the newly added Detect Phishing Malware 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 Phishing Malware feature to your security template.

      1. Navigate to Build > Anti ATO tab > Social Engineering Prevention section in the Appdome Console.
      2. Toggle On > Detect Phishing Malware.
        Detect Phishing Malware option

        Figure 4: Selecting Detect Phishing Malware

        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. Configure the User Experience Options for Detect Phishing Malware:
        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 Phishing Malware

        4. Detect Phishing Malware Threat Code™. Appdome uses AI/ML to generate a unique code each time Detect Phishing Malware 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 Phishing Malware protection is now added to the mobile app
  3. Certify the Detect Phishing Malware feature in Android Apps

    After building Detect Phishing Malware, Appdome generates a Certified Secure™ certificate to guarantee that the Detect Phishing Malware protection has been added and is protecting the app. To verify that the Detect Phishing Malware protection has been added to the mobile app, locate the protection in the Certified Secure™ certificate as shown below: Detect Phishing Malware 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 Phishing Malware has been added to each Android app. Certified Secure provides instant and in-line DevSecOps compliance certification that Detect Phishing Malware and other mobile app security features are in each build of the mobile app.

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

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

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

Threat-Event™ Elements Detect Phishing Malware Method Detail
Appdome Feature Name Detect Phishing Malware
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 x
Visible in ThreatScope™ x
Developer Parameters for Detecting Phishing Malware Threat-Event™
Threat-Event NAME
Threat-Event DATA reasonData
Threat-Event CODE reasonCode
Threat-Event REF
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 Phishing Malware is detected.


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


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 Phishing Malware. 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 Phishing Malware

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 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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