Use last-click for operational speed, but validate spend with geo holdouts or audience split tests that measure true lift. MMM helps guide budget mix when signals are sparse. Calibrate models together quarterly, agree on tie-breakers, and publish a one-page playbook so teams avoid endless debates and keep scaling responsibly.
Install fraud filters, click de-duplication, and post-install validation to block bot-driven spikes that inflate CAC or distort churn. For app stores, reconcile pre-installs and deferred deep links carefully. Share your fraud patterns with peers; collective vigilance prevents expensive surprises and preserves confidence in reported performance and investment decisions.
Plan for consent-first journeys, server-side tracking, and modeled conversions as identifiers fade. Fintech must protect financial data rigorously; media should respect reader trust and regional regulations. Build dashboards that expose variance from signal loss, and invite your legal partners to comment early, accelerating approvals and reducing last-minute campaign disruptions.
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