NS Marketing OS
Designed and built an internal Marketing OS connecting strategy, content production, and performance data into one measurable pipeline—from message and audience to each placement, sale, and ROI.



What I built
- Strategy: monthly master plans, campaigns, budgets, sales and CAC targets, messages, audiences, and channels.
- Content pipeline: idea → script → creator → task → published creative, with entities linked automatically.
- Blogger and UGC creator database covering platform, audience, price, formats, rights, and actual CAC/ROAS.
- The performance layer connects production cost and ad spend with reach, clicks, leads, sales, and revenue, calculating CPM, CTR, CPL, CAC, ROAS, MER, and ROI.
- AI layer with a daily digest, contextual insights for campaigns, creatives, and creators, plus chat over aggregated business metrics.
Outcome
A functional full-stack system with PostgreSQL, roles, and VPS deployment. The analysis found equal return from two videos despite a 16× difference in production cost.
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