Why campaigns break at scale — and how to fix it before they do

A campaign that returns 4X ROAS at ₹1L a month often can't hold that number at ₹10L. Audience depth runs out, creative fatigues faster, and budget pacing algorithms behave differently at scale.

Before scaling spend, we scale the inputs that spend depends on — audience segments, creative volume, and landing page variants — so the system has room to absorb the increase.

Scaling is an infrastructure problem disguised as a budget decision. Fix the infrastructure first.