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Zhongwei Li
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---
name: campaign-architecture
description: Use when structuring paid media campaigns/ad sets to balance testing,
delivery, and optimization constraints.
---
# Campaign Architecture Patterns Skill
## When to Use
- Designing new campaigns across multiple platforms.
- Reorganizing accounts bloated with overlapping audiences or learning-phase resets.
- Planning test cells to isolate variables (audience, creative, bidding).
## Framework
1. **Objective Alignment** match campaign objective to business KPIs + conversion events.
2. **Hierarchical Testing** campaign = goal, ad set = audience/bid, ad = creative variant.
3. **Budget Strategy** CBO vs ABO, pacing guardrails, flighting.
4. **Signal Quality** ensure each ad set receives enough conversions/week.
5. **Lifecycle Coverage** separate prospecting, retargeting, and customer expansion streams.
## Templates
- Naming convention guide (Channel_CampaignGoal_Audience_TestID).
- Funnel coverage matrix (stage vs channel vs messaging).
- Test design brief (variable, hypothesis, metric, sample size, duration).
## Tips
- Limit active tests to preserve learning phase stability.
- Centralize exclusions (existing customers, employees, low-LTV segments).
- Archive underperforming structures monthly to maintain account health.
---