Explore · The library

Every resource founders actually use, in one library.

The essays, videos, podcasts, books and tools behind every answer across eChai's hubs, from starting up to go-to-market, D2C, founder money and AI, each with a note on why it is here.

What founders use most, ranked by how many answers lean on it.

  1. Cleanly separates 'break-even ROAS' from 'target ROAS,' a distinction most benchmark posts skip straight past. Eightx Article · D2C What is ROAS? The definition, formula, and the break-even number your margin demands Eightx
  2. Explains the mechanism behind why 'your Meta ROAS' and 'your real ROAS' are two different numbers, and how to measure the gap... Haus Article · D2C Understanding Meta incrementality testing Haus
  3. A weekly gut check on what is actually working on Meta right now, from someone who has managed real ad budgets rather than... Nik Sharma / Sharma Brands Newsletter · D2C Nik Sharma's DTC newsletter Nik Sharma
  4. A full-length treatment of the profitability lens, LTV, margin, financial systems, that a single benchmark number can never... Amazon Book · D2C Ecommerce Evolved: The Essential Playbook To Build, Grow & Scale A Successful Ecommerce Business Tanner Larsson
  5. Shopify's own India edition, written for the same Indian-market context this question sits in, from a platform that sees ROAS... Shopify India Article · D2C How to Increase Return on Ad Spend (ROAS) in 2025 Shopify India
  6. Straight from the platform that generates the number: how Meta actually calculates and optimizes the ROAS bid goal inside Ads... Meta Business Help Center Article · D2C About ROAS Goal Meta
  7. The official breakdown of quality ranking, engagement rate ranking, and conversion rate ranking, the three diagnostics that... Meta Business Help Center Article · D2C About Ad Relevance Diagnostics Meta
  8. Explains what actually drags CTR down before you blame the hook: Meta scores perceived ad quality (withheld information,... Meta Business Help Center Article · D2C About Quality Ranking Meta
  9. The primary source definition of every video metric Ads Manager reports, so when you build a hold rate calculation you are... Meta Business Help Center Article · D2C About Video Ad Metrics on Facebook and Instagram Meta
  10. The clearest global articulation of the exact chain logic in our short answer: it walks through diagnosing which metric broke... Search Engine Land Article · D2C How to Read Meta Ads Metrics Like a System, Not a Scoreboard Akvile DeFazio
  11. Real cross industry benchmark ranges (median CTR near 2.2%, CPM near 14 dollars, up sharply year over year) with the caveat... 27Five Report · D2C Meta Ads Benchmarks for eCommerce (Facebook Ads): ROAS, CPC, CPM and CPA by Industry 27Five
  12. The best explanation available of why blended MER, not campaign level ROAS, should decide whether you scale, with the actual... Common Thread Collective Article · D2C Marketing Efficiency Ratio: How to Find Your Ideal Ad Spend Common Thread Collective
  13. The most concrete, numbers first explanation of hold rate we found: the formula, benchmark bands, and a decision tree for what... Heylect Article · D2C Hold Rate Formula: Calculate % + Benchmarks Heylect
  14. Andrew Foxwell runs a community of brand owners collectively spending over 250 million dollars a month on ads, and his blunt... Foxwell Digital Article · D2C ROAS Is Vanity, Profit Is Sanity: Fix Your Metrics Andrew Foxwell
  15. Walks a single order through every hidden cost, COGS, fulfillment, payment fees, returns, to show a 4x ROAS campaign turning... Ask Luca Article · D2C Why Your E-commerce ROAS Is Lying to You and What to Track Instead Ask Luca
  16. Written for Indian D2C founders specifically, and useful precisely because it tells you what to ignore: it calls standalone... Wittelsbach AI Article · D2C D2C Founder Fundraising: The Meta Ads Metrics Investors Actually Care About Wittelsbach AI
  17. Apurv Singh has managed over 50 million dollars in ad spend across Indian brands, and this guide gets specific about the layer... HQ Digital Article · D2C Performance Marketing: The Complete Practitioner's Guide Apurv Singh
  18. The single most India specific resource on this list: it shows how COD and RTO, returns to origin running 25 to 30% of failed... Nurdd Article · D2C Why D2C Brands in India Must Switch from ROAS to POAS Nurdd
  19. Jon Loomer is one of the most cited independent Meta ads specialists and this piece walks the exact diagnostic order the... Jon Loomer Digital Article · D2C What to Check When Meta Ads Aren't Converting Jon Loomer
  20. The official list of exactly which edits reset the learning phase, straight from Meta, which explains why a campaign that... Meta Business Help Center Article · D2C Significant Edits and Learning Phase Meta
  21. The most rigorous, primary aggregation of checkout abandonment research that exists (49 studies), useful for a founder deciding... Baymard Institute Report · D2C Cart Abandonment Rate Statistics Baymard Institute
  22. Search Engine Land is a respected trade publication and this piece gives concrete, checkable thresholds (frequency, CTR trend,... Search Engine Land Article · D2C Your ads are dying: How to spot and stop creative fatigue before it tanks performance Ann Robison
  23. Once tracking and the landing page are ruled out, the remaining leak is usually the offer itself, this is the most widely used... Acquisition.com Book · D2C $100M Offers: How To Make Offers So Good People Feel Stupid Saying No Alex Hormozi
  24. Written by a Meta ads agency specifically around this exact symptom, it lays out an 11-step sequence (objective,... GrowXme Article · D2C Why Meta Ads Get Clicks But No Sales? 7 Solutions That Work GrowXme

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