L3 · Paid Course · Level 3 · Difficulty 6–7
The weekly cycle that separates a button-pusher from an operator.
Module
Making the numbers honest before you act on them.
6 lessons ↓
Truth & Attribution
Every platform claims the same sale — added up, they overclaim reality.
Platforms claim ₹4.1L. The store says ₹2.7L. The store is right.
Truth & Attribution
The store knows what actually sold — anchor everything to it.
Platforms claim ₹4.1L. The store says ₹2.7L. The store is right.
Truth & Attribution
Re-attribute real revenue down to the campaign that earned it.
Platforms claim ₹4.1L. The store says ₹2.7L. The store is right.
Truth & Attribution
One ratio explains the whole platform-vs-reality gap to a non-expert.
Truth & Attribution
When you can't see everything, you model the gap honestly.
Fatigue shows in the leading signals before ROAS drops. Refresh before the cliff.
Truth & Attribution
Define what 'normal' looks like so abnormal raises its hand.
Fatigue shows in the leading signals before ROAS drops. Refresh before the cliff.
Module
Turning creative from guesswork into a compounding machine.
6 lessons ↓
Creative Testing as a System
Test the biggest lever first: concept, then angle, then execution.
Test concept → angle → execution. One winner graduates; the rest fund learning.
Creative Testing as a System
Most 'winners' are noise wearing a costume.
Four headline numbers — each true, each with a blind spot.
Creative Testing as a System
Reserve a fixed slice for testing, run it relentlessly.
Same loop, every week, every brand. Consistency compounds.
Creative Testing as a System
Fatigue shows in the leading signals before the ROAS drops.
Fatigue shows in the leading signals before ROAS drops. Refresh before the cliff.
Creative Testing as a System
Every test should make the next test smarter.
Test concept → angle → execution. One winner graduates; the rest fund learning.
Creative Testing as a System
Generate, score, and stage ten ready-to-launch ads from one SKU.
Test concept → angle → execution. One winner graduates; the rest fund learning.
Module
Thresholds, not vibes — the disciplined growth cycle.
6 lessons ↓
Scaling & Optimization
Define the numbers that earn more budget before you feel tempted.
Scale in steps the algorithm can absorb — not by doubling overnight.
Scaling & Optimization
How you raise budget matters as much as whether you do.
Scale in steps the algorithm can absorb — not by doubling overnight.
Scaling & Optimization
Your campaigns can bid against each other — find it and stop it.
Hover — where they overlap, your CPMs inflate.
Scaling & Optimization
Cutting losers is half the job — do it on the number, not the hunch.
Add up what each platform claims and you over-count reality by 52%.
Scaling & Optimization
One repeatable cycle: read truth, test, scale, cut, report.
Same loop, every week, every brand. Consistency compounds.
Scaling & Optimization
A report that leads with truth and decisions, not vanity charts.
Four headline numbers — each true, each with a blind spot.