Context

An ecommerce brand needs profitable demand, not only higher ad spend.

Problem

The common constraint is that campaigns scale before category structure, product proof, tracking, and margin-level reporting are ready.

System

• Category and product-page audit.
• Campaign segmentation by margin, buyer stage, and creative angle.
• Retargeting and landing-page alignment.

Outcome signal

Proof is measured through better campaign segmentation, cleaner tracking, and stronger page-level conversion diagnostics. No fake ROAS number is used.