Performance MarketingCAPI IntegrationA/B TestingCRO
Project Overview
With Meta ad lead acquisition costs (CPL) reaching $150+, severely impacting profitability, we set out to maximize ad efficiency and secure "high-quality leads" that convert into actual consultations. Beyond simply swapping creatives, we optimized the entire funnel through conversion path A/B testing and technical tracking reinforcement.
The Challenge
- Excessive Lead Costs: CPL at $150+ per lead, making revenue conversion efficiency extremely low relative to ad spend
- High Lead Absence Rate: 46% of acquired leads were unreachable, wasting sales team resources with only 20.7% consultation success rate
- Data Loss Issues: Low-barrier instant forms attracted fake leads, while browser cookie restrictions caused data loss, making performance measurement unreliable
Strategy / Solution
- Conversion Path A/B Testing & Landing Page Optimization: Enhanced Meta instant form tracking, built custom landing pages, and tested 40+ video/image creatives to find the optimal combination driving high-intent engagement.
- Technical Tracking Enhancement (CAPI & Webhook): Integrated server-side API (CAPI) to prevent data loss and developed webhooks for real-time CRM data synchronization.
- Sales Data Feedback Loop: Analyzed consultation success and absence rates to refine campaigns toward audiences with genuine consultation potential, not just clicks.
"A marketing engineer's role doesn't end at lowering ad costs — it extends to ensuring data integrity through technology and connecting it to real sales performance."
Execution
- Tech Stack: Meta Pixel/CAPI, GTM, HTML/CSS/JS, PHP, Webhook
- Key Activities: Meta Business verification and app creation, lead form refinement, landing page speed optimization and funnel tracking code implementation
Results
| Metric | Before | After | Change |
|---|---|---|---|
| Cost Per Acquisition (CPA) | $150+ | $8~$27 | 82~95% Reduction |
| Lead Absence Rate | 46.0% | 14.8% | -31.2%p |
| Consultation Success Rate | 20.7% | 22.2% | +1.5%p |
| Active Ad Creatives | - | 40+ | Content Diversification |
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