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Shelton’s Essentials

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Harsh RoyHarsh Roy
Harsh Roy

Measuring Success in Programmatic Display Advertising: Metrics and Analytics

Effective Programmatic Display Advertising Market Research blends qualitative insight with causal measurement. Start with stakeholder interviews—brand, agency, analytics—to define goals and constraints; audit data (first‑party, consent, product feeds) and current buying setups. Map supply paths, SSP partners, and verification coverage to identify waste and MFA exposure. Design test plans that isolate lift: geo-experiments, audience holdouts, and sequential testing; for mobile, align SKAN schemas; for web, prepare for Topics/Protected Audiences. Define KPIs beyond CTR—incremental conversions, CAC/LTV, deduped reach, attention, and carbon per impression—to align with CFO and sustainability objectives.


Quantitatively, run pre‑post and switchback tests to validate SPO and curated PMP performance. Build MMM to integrate offline sales and broader media; complement with granular incrementality to guide daily bidding. Instrument auction diagnostics—win rate, price floors, QPS—and creative analytics for DCO variants. Monitor IVT, viewability, and suitability; use clean rooms to connect impression logs to sales securely. Document assumptions and confidence intervals to avoid over‑fitting and maintain executive trust.


Translate findings into action. Consolidate supply paths, expand first‑party and cohort/context targeting, and standardize on measurement frameworks with governance. Publish playbooks for CTV frequency, retail media off‑site, and seasonal pacing. Establish quarterly value reviews that tie media to revenue, profit, and carbon metrics, ensuring programmatic investments scale responsibly and predictably.

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