What percentage of your revenue comes from organic vs. paid acquisition?

This is a critical due diligence question for E-Commerce startups. DDR automatically surfaces answers to this and 3 other key questions by analyzing the pitch deck and running OSINT research across 13 data sources.

Walk me through your unit economics: CAC by channel, LTV by cohort, gross margin by SKU

This is a critical due diligence question for E-Commerce startups. DDR automatically surfaces answers to this and 3 other key questions by analyzing the pitch deck and running OSINT research across 13 data sources.

What happens if Meta's CPMs increase 30% next quarter?

This is a critical due diligence question for E-Commerce startups. DDR automatically surfaces answers to this and 3 other key questions by analyzing the pitch deck and running OSINT research across 13 data sources.

How many suppliers could make your core product and how quickly could you switch?

This is a critical due diligence question for E-Commerce startups. DDR automatically surfaces answers to this and 3 other key questions by analyzing the pitch deck and running OSINT research across 13 data sources.

Due Diligence Guides › E-Commerce › Pre-Seed

E-Commerce Startup Due Diligence at Pre-Seed Stage: Complete Investor Guide

Direct-to-consumer brands and e-commerce infrastructure companies selling physical goods online, often with a strong brand identity and community. This guide focuses specifically on due diligence considerations at the Pre-Seed stage ($250K–$2M raise, $2M–$10M post-money).

Market Overview — E-Commerce

TAM

$6.5T (global e-commerce by 2030)

Growth

9% CAGR through 2030

Typical Investors

Brand-focused VCs (Forerunner Ventures), commerce infrastructure investors, family offices with consumer experience

Pre-Seed Stage at a Glance

The earliest institutional investment, typically before product-market fit. Investors are betting almost entirely on the team and the size of the problem.

Typical Raise: $250K–$2M

Typical Valuation: $2M–$10M post-money

Team Expectations: At minimum 2 co-founders: one technical, one commercial. Prior startup or domain experience a strong plus.

Traction Required: Pre-revenue acceptable. Early customers, LOIs, or clear path to first $1K MRR most competitive.

Key Metrics for E-Commerce Startups at Pre-Seed

These are the 6 metrics that institutional investors evaluate for E-Commerce startups. DDR automatically extracts and benchmarks these from pitch deck data and OSINT sources.

Customer Acquisition Cost (CAC)

Meta/Google: $30–$100 consumer | <$300 for premium

Must be recoverable within 2–3 purchase cycles

Customer Lifetime Value (LTV)

LTV:CAC ratio >3x required | >5x is healthy

Subscription models dramatically increase LTV

Repeat Purchase Rate

>40% within 12 months for consumables | >25% for durables

One-time purchase brands cannot scale profitably on paid ads

Gross Margin

30–60% depending on product; supplements/beauty = higher

Gross margin determines how much can be spent on marketing

Return Rate

<15% for apparel | <5% for consumables

High return rates compress margins significantly

Blended ROAS (Return on Ad Spend)

>3x for profitable growth | >5x for efficiency

Must account for full customer journey, not last-click

Red Flags in E-Commerce Pitch Decks

DDR detects these 4 sector-specific red flags automatically when screening an E-Commerce startup pitch deck. Each flag is severity-weighted based on impact to investment thesis.

CRITICAL

Business entirely dependent on Meta/Google paid advertising with no organic

If >90% of revenue comes from paid ads with no organic, word-of-mouth, or retention, the business is a margin-compression machine as CAC rises.

CRITICAL

Gross margin below 30%

Below 30% gross margin, there is insufficient room to fund customer acquisition, marketing, and operations. Most D2C brands need 50%+ to be viable at scale.

HIGH

LTV:CAC ratio below 2x

Below 2x LTV:CAC, the business cannot sustainably acquire customers. Either CAC must decrease or LTV must increase through repeat purchases or AOV growth.

MEDIUM

All manufacturing concentrated in a single country/supplier

Single-source manufacturing creates existential supply chain risk. COVID demonstrated how a single disruption can destroy an e-commerce brand.

Due Diligence Focus Areas: E-Commerce

These are the priority investigation areas for E-Commerce startups that experienced investors always verify before committing capital.

Blended CAC vs. channel-specific CAC: ensure no single platform dependency
Review 12-month cohort repurchase rates by acquisition channel
Supplier agreements: review terms, exclusivity, pricing stability
Inventory management and working capital cycles
Brand protection: trademark status in key markets

Key Questions to Ask the Founder

These founder interview questions surface the most common gaps and risks in E-Commerce startup pitches.

What percentage of your revenue comes from organic vs. paid acquisition?
Walk me through your unit economics: CAC by channel, LTV by cohort, gross margin by SKU
What happens if Meta's CPMs increase 30% next quarter?
How many suppliers could make your core product and how quickly could you switch?

Comparable Companies & Exits: E-Commerce

Warby Parker

Seed to IPO: ~300x

IPO 2021 → $6B valuation

D2C eyewear with retail expansion

Glossier

Seed to current: ~200x

Still private, $1.8B valuation

Community-first beauty brand

Allbirds

Seed to IPO: ~150x

IPO 2021 → $4.1B peak valuation

Sustainable D2C footwear

Regulatory & Compliance Risks

FTC truth-in-advertising requirements: health and performance claims require substantiation
Consumer Product Safety Commission (CPSC) for physical goods
Import duties and tariffs: significant exposure for China-manufactured goods

OSINT Signals to Check

DDR automatically checks these 4 signals from public sources when analyzing an E-Commerce startup:

SimilarWeb: paid vs. organic traffic breakdown
Facebook Ad Library: active ad count and creative freshness (stale ads = declining performance)
Reddit and TikTok: organic brand mentions and sentiment
Google Trends: branded search volume trend

E-Commerce Due Diligence — All Guides

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