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Frameworks & insights

D2C Library

Practical frameworks and insights to help D2C brands scale profitably.

Framework28 October 2026 · 13 min read

How to pick your first D2C product (and prove people will buy it)

Most D2C brands fail at the product decision, not the ads. A five-step framework and scorecard to pick a first product and prove demand before buying stock.

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Framework28 October 2026 · 14 min read

How to choose your D2C niche (without making your brand too small)

"It's for everyone" is the most expensive positioning in D2C. Define a niche, size it before you commit, launch one hero product and widen safely.

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Framework28 October 2026 · 12 min read

How to validate your D2C idea before you spend money

Most founders order a thousand units, then check if anyone wants them. The five-rung validation ladder, the ₹10,000 ad test and the pass marks to use instead.

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Article13 August 2026 · 5 min read

Why a 4x ROAS can still lose you money

ROAS can look healthy while the business loses money. The three numbers to quote instead: MER, new-customer contribution margin and CAC payback period.

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