Digital Clinic

The Architecture of Privacy-First Marketing Data: Warehousing & Normalization


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In this episode of The Digital Clinic, we explore the architecture behind HIPAA-compliant data warehouses with Michelle Jennette, BI Specialist at Wheelhouse DMG, as she walks us through the normalization processes and pipeline structures that enable privacy-first marketing analytics.
Michelle shares the insights we've gained building data infrastructure for healthcare and other regulated industries—what works, what doesn't, and why managing platform APIs in-house creates more problems than it solves.
From extraction tools and transformation layers to UUID implementation and quality assurance protocols, this episode provides a clear roadmap for unifying multi-platform marketing data, moving beyond manual reporting, and creating a reliable foundation that protects patient privacy while powering smarter optimization. Whether you're navigating attribution discrepancies, granularity mismatches, or custom conversion tracking, Michelle's guidance helps turn data complexity into clarity and performance.
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Digital ClinicBy Wheelhouse DMG