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Measure Attribution Without Device ID in Apptrove

This guide explains how Apptrove attributes app installs and events when device identifiers (IDFA/GAID) are unavailable, using privacy-compliant alternative methods.

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Overview

In a privacy-focused environment where device IDs may be inaccessible, Apptrove employs multiple fallback techniques to maintain accurate attribution.

Attribution Methods Without Device IDs

1. Probabilistic Attribution

Uses statistical modeling and device attributes to match installs to ad engagements:

  • IP address matching within attribution windows

  • Device fingerprinting based on OS version, device type, language, and user-agent

  • Behavioral pattern and timing correlations

2. Install Referrer (Android Only)

Leverages app store referrer APIs for deterministic attribution:

  • Google Play Install Referrer captures click-to-install data

  • Xiaomi GetApps and Samsung Galaxy Store referrers for their respective stores

  • Huawei AppGallery referrer support

3. Deep Linking

Enables attribution without device IDs through link metadata:

  • Direct deep links with embedded campaign data

  • Deferred deep links capturing attribution intent pre-install

  • Contextual deep links carrying source and creative information


When Each Method Applies

  • Probabilistic Attribution: When users opt out of ID tracking or on iOS with limited ID access

  • Install Referrer: For Android installs via supported app stores

  • Deep Linking: For retargeting, cross-promotion, email, SMS, and social campaigns


Accuracy and Limitations

  • Probabilistic methods are less precise than device ID matching but ensure privacy compliance

  • Install referrer delivers accuracy comparable to device IDs on Android

  • Deep linking provides deterministic attribution for existing users

  • Attribution windows vary: short windows for IP-based, up to 90 days for install referrers, and standard windows for deep links


Privacy and Compliance

  • No cross-vendor persistent tracking

  • IP addresses used responsibly for geo-resolution and modeling

  • Fully compliant with GDPR, CCPA, and platform privacy guidelines

  • Integrates with Apple’s SKAdNetwork for aggregated, privacy-first iOS attribution


Implementation in Apptrove

Apptrove’s SDK automatically applies an attribution hierarchy:

  1. Device ID matching (if available)

  2. Install referrer (Android) or SKAdNetwork (iOS)

  3. Probabilistic attribution

  4. Deep linking

Configuration options include customizable attribution windows, layered fraud protection, and real-time campaign optimization metrics.


Best Practices

  • Design campaigns to support multiple attribution methods

  • Use deep links for seamless retargeting attribution

  • Employ UTM tags and consistent campaign parameters

  • Monitor method distribution to refine measurement strategies


We are delighted to have assembled a world-class team of experienced professionals who are ready to take care of your queries and answer any questions you may have.
Feel free to reach out to us at any time by emailing us at support@apptrove.com or by using the in-platform chat feature. We'd love to hear from you!

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