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04 — Thinking

WE WRITE WHAT
AGENCIES WON'T.

Practitioner writing from real client accounts — including the things most agencies prefer you don't understand.

SystemsFeatured

What Is Revenue Architecture? (And Why Your Ads Won't Work Without It)

Revenue Architecture is the discipline of connecting acquisition, attribution, AI, and CRM into one compounding system. Most businesses have tactics. Few have a system. Here's the difference.

April 202610 min readRead article →
Featured

“Platform ROAS almost always overstates actual revenue contribution.”

April 202610 min read
Attribution

Why Your ROAS Is a Lie (And What to Measure Instead)

Platform ROAS almost always overstates actual revenue contribution. Here's what's happening inside the attribution model — and how to get a number you can actually make decisions from.

March 20256 min
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Attribution

What Is Closed-Loop Attribution? (A Plain-Language Guide)

Closed-loop attribution connects your ad spend to actual revenue in your CRM — not platform-reported conversions. Here's how it works, why it matters, and how to set it up.

March 20267 min
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Systems

The 5-Layer Revenue System That Makes Ads Compound

Campaigns optimise. Systems compound. Here's the architecture that makes every layer amplify the others — and why most brands only have layer one.

March 20259 min
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AI + CRM

CRM + Ads: The Integration Most Growth Teams Skip

You're retargeting your existing customers with acquisition campaigns. Your best leads are in your CRM. Your ad platform doesn't know they exist. Here's how to fix that.

February 20257 min
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Attribution

Attribution Blindness: The ₹40K/Month Error We Keep Finding

Last-click gives Meta credit for the sale that Google Search closed. You cut search. Meta ROAS looks great. Revenue drops. You blame seasonality.

February 20258 min
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AI

Why Smart Bidding Is Failing Your Campaigns (It's Not the Algorithm)

Smart bidding learns from your conversion signal. If your conversion signal is wrong, the algorithm optimises toward the wrong thing. Here's how to audit signal quality.

January 20256 min
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Agency Model

The Billing Model That Makes Your Agency Want You to Overspend

Percentage-of-spend is the most common billing structure in performance marketing. It's also the one with the most broken incentives.

January 20255 min
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Benchmarks

Real CPA Benchmarks for Indian D2C Brands (Not Survey Data)

Category-by-category CPA benchmarks for D2C in India — based on accounts we've run, not industry surveys with unknown methodologies.

December 20248 min
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Google Ads

Campaign Sprawl: How 12 Ad Sets Became ₹28K of Monthly Waste

When you have 12 ad sets targeting overlapping audiences, you're not scaling — you're bidding against yourself. The anatomy of campaign sprawl.

November 20247 min
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