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On Android 8+, it's based on a secret generated for each profile and made into an app-specific value based on app signing key. Apps can implement their own ANDROID_ID via app-specific external storage directory unless scoped storage is being used which clears that on uninstall.
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The malicious part is that it persists across uninstall. Couldn't the app-specific value just be randomly generated on install rather than derived, with no way for the app to tell you faked it that way?
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It's a bit more complicated than that due to apps with the same signature able to act as a multi-part app. So for example, if you install ExampleKeyboard and ExampleKeyboardTheme signed with the same signature, those have the same ANDROID_ID. We probably don't want to break this.
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