E-Commerce & D2C Growth Hacking

Chapter 12
Scaling D2C and Channel Strategy

Graduate Program in Marketing Management
E-Commerce & D2C Growth Hacking   •   Graduate

Scaling D2C and Channel Strategy

Introduction and Context

Direct-to-consumer (D2C) commerce gives a firm direct access to customers, first-party data, pricing decisions, and the customer experience. Yet a D2C model is not synonymous with selling exclusively through a branded website. As a firm grows, it normally develops a portfolio of channels that may include its own webstore and applications, online marketplaces, distributors, wholesalers, specialty retailers, mass retailers, social-commerce platforms, and international partners.

Scaling therefore creates a strategic tension. More channels can increase reach, availability, credibility, and revenue, but they can also reduce margin, fragment customer data, create inconsistent experiences, and generate conflict among channel partners. The managerial problem is not simply to add channels. It is to design a channel system in which each route to market has a clear role, economically justified service levels, appropriate governance, and sufficient organizational support.

A useful strategic principle is that channels should be evaluated as a portfolio rather than in isolation. A D2C website may be strongest for customer insight and subscription relationships; a marketplace may provide discovery and rapid demand acquisition; wholesale may provide efficient distribution; and physical retail may reduce perceived risk for customers who value trial or immediate possession. International expansion adds further complexity because customer expectations, regulations, payments, logistics, media costs, and competitive structures differ across countries.

Learning Objectives

By the end of this chapter, the reader should be able to:

  1. Design a channel portfolio that balances reach, economics, control, data, and strategic learning.
  2. Compare D2C, marketplace, wholesale, retail, partnership, and international expansion options.
  3. Diagnose and manage channel conflict using segmentation, pricing, assortment, and governance mechanisms.
  4. Apply localization principles to international D2C growth.
  5. Identify the organizational capabilities and financing requirements of scalable growth.
  6. Evaluate channel strategies using unit economics, contribution analysis, and portfolio metrics.
  7. Address ethical, regulatory, data-governance, and artificial-intelligence issues in multichannel growth.

1. The Strategic Logic of a Channel Portfolio

A channel is a route through which value is communicated, transactions are completed, products are delivered, and customer relationships are maintained. Channel strategy concerns more than distribution. It determines who owns the customer relationship, who performs which activities, who bears risk, and how value is divided among participants.

A channel portfolio has at least five dimensions:

  • Reach: the number and type of potential customers accessible through the channel.
  • Control: the firm’s ability to manage pricing, presentation, service, and customer experience.
  • Economics: revenue, variable cost, working-capital requirements, returns, and contribution.
  • Data and learning: the quality and accessibility of customer and transaction information.
  • Strategic role: acquisition, trial, convenience, retention, legitimacy, geographic access, or scale efficiency.

The best channel is consequently not always the one with the highest gross sales. A marketplace can produce substantial volume while yielding less contribution and less customer data than a firm-owned store. Conversely, a D2C site may generate high contribution per order but require substantial investment in traffic acquisition, service, fulfillment, and technology.

A channel portfolio framework

A practical portfolio analysis begins by assigning every channel a primary role. Typical roles include:

ChannelPrincipal strengthsTypical risksAppropriate strategic role
Owned D2C site/appControl, data, personalization, recurring revenueCustomer-acquisition cost, fulfillment burdenRelationship, retention, testing
MarketplaceDiscovery, trust, traffic, fast geographic accessFees, imitation, data restrictions, price comparisonIncremental reach and demand capture
Wholesale/distributorScale, local expertise, logistics efficiencyLower control and margin, inventory opacityEfficient market coverage
Physical retailTrial, visibility, immediacy, credibilityTrade terms, shelf competition, fixed complexityCategory education and acquisition
Social commerceNative discovery and creator influencePlatform dependence, rapid trend cyclesDemand generation and experimentation
International partnerLocal knowledge, compliance, relationshipsDependence, misaligned incentivesMarket entry and risk sharing

The portfolio should be designed around customer missions rather than internal organizational preferences. Customers may discover a product through a creator, compare it on a marketplace, test it in a store, and reorder from the firm’s website. A channel system that treats these interactions as mutually exclusive may misrepresent how demand is actually created.

D2C channel portfolio and capability system Customerneeds and demand Owned D2Csite / app Marketplacesand social commerce Wholesaleand distributors Retailand partners Operationsinventory and service Learningdata and retention
D2C channel portfolio showing customer demand flowing through multiple channels into fulfillment and relationship management
Figure: D2C channel portfolio showing customer demand flowing through multiple channels into fulfillment and relationship management

Figure: A channel portfolio links customer demand to operating capabilities and organizational learning.

2. Unit Economics and Channel Choice

Channel decisions require incremental economics, not merely revenue comparisons. A basic order-level contribution equation is:

Co = P − Vp − Vf − Vm − Vs − Vr

Here, Co is contribution per order; P is net selling price; Vp is product cost; Vf is variable fulfillment and shipping cost; Vm is channel or payment cost; Vs is variable selling and service cost; and Vr is the expected cost of returns, refunds, and allowances. All terms must use the same currency per order. Fixed costs such as headquarters salaries are excluded when assessing short-run incremental contribution, but they must be included in longer-run profitability and capacity decisions.

If acquisition spending is assigned to an order or customer cohort, contribution after acquisition is:

Ca = Co − CAC

where Ca is contribution after acquisition and CAC is customer-acquisition cost. The formula is useful only when the attribution rule is explicit. Last-click attribution, for example, may overstate the value of a marketplace or understate the value of awareness media.

For repeat-purchase businesses, customer lifetime value can be estimated in several ways. Under a simplified steady-state model, with constant periodic contribution, retention probability, and discount rate:

CLV = (m × r) ÷ (1 + i − r)

where m is contribution per period before acquisition cost, r is the probability of being retained into the next period, and i is the periodic discount rate. This expression assumes constant contribution and retention, independent periods, and an effectively indefinite horizon. It should not be used uncritically when margins, retention, or purchase intervals change materially over time. A cohort model is preferable in such cases.

Worked example: comparing two channels

Suppose a product sells for $80 through an owned site and for $80 on a marketplace. The product cost is $28 in both channels. Owned-site fulfillment is $8, payment and service cost is $4, expected return cost is $3, and attributable acquisition cost is $18. Marketplace commission and payment cost is $12, fulfillment is $8, expected return cost is $3, and marketplace advertising cost is $6.

Owned-site contribution after acquisition:

80 − 28 − 8 − 4 − 3 − 18 = $19

Marketplace contribution after acquisition:

80 − 28 − 8 − 12 − 3 − 6 = $23

The marketplace appears superior on this order-level calculation. However, the conclusion changes if the marketplace customer cannot be remarketed and the owned-site customer makes repeat purchases. Channel evaluation must therefore include retention, data access, inventory risk, working capital, and strategic option value. A channel with lower immediate contribution may be rational if it creates durable customer relationships or reduces dependence on paid acquisition.

3. Marketplaces: Reach Versus Dependence

Marketplaces reduce friction by combining traffic, search, payment, reviews, and fulfillment infrastructure. They are particularly valuable when a brand lacks awareness or when customers want comparison, standardized delivery, or platform protection. They also provide rapid tests of geographic demand and product-market fit.

Their disadvantages are structural. The platform controls ranking rules, customer access, advertising auctions, data visibility, and often the terms of fulfillment. Brands may become dependent on a single platform whose commission, algorithm, or private-label policy can change. Reviews, product content, and availability become strategic assets requiring continuous management.

Marketplace strategy should answer four questions:

  1. Which products belong on the marketplace, and which should remain exclusive to owned channels?
  2. What level of advertising is economically justified after commission and fulfillment costs?
  3. How will the firm protect brand presentation, authenticity, and authorized distribution?
  4. How will marketplace buyers be converted, where legally permissible, into broader brand relationships?

Useful practices include differentiated bundles, channel-specific pack sizes, disciplined inventory allocation, review-quality management, minimum advertised price policies where lawful, and ongoing monitoring for counterfeit or unauthorized sellers. Firms should avoid using marketplaces solely to clear excess inventory if frequent discounting will train customers to delay purchases.

4. Wholesale and Retail Expansion

Wholesale creates scale by transferring some selling, inventory, and distribution functions to intermediaries. It can be attractive when retailers possess superior physical access, category credibility, merchandising capability, or local knowledge. The trade-off is reduced control over presentation, customer data, pricing, and replenishment.

Retail entry requires more than obtaining shelf space. The firm must assess:

  • wholesale price and retailer margin;
  • promotional allowances and trade spending;
  • minimum order quantities and payment terms;
  • inventory ownership and markdown responsibility;
  • sell-in versus sell-through performance;
  • returns, damage, and product-compliance requirements;
  • merchandising, training, and replenishment capability.

A frequent error is to celebrate sell-in as demand. Sell-in is product shipped to the intermediary; sell-through is product purchased by the final customer. Sustainable expansion depends on sell-through, repeat orders, and acceptable inventory productivity.

Retail and D2C can be complementary when their roles are differentiated. Retail can provide trial and discovery, while D2C can provide education, subscriptions, personalization, replacement products, and community. Conflict becomes more likely when every channel carries the same product at visibly different prices with no service rationale.

5. Managing Channel Conflict

Channel conflict occurs when channel members perceive that another channel threatens their sales, margins, customers, territory, or strategic position. It may be vertical, between a brand and intermediary, or horizontal, among intermediaries at the same level.

Conflict is not always harmful. Some competition can reveal demand, improve service, and encourage innovation. The objective is productive coexistence rather than the elimination of all overlap.

Main causes

  • inconsistent prices or promotions;
  • identical products offered with unequal service levels;
  • territorial overlap;
  • unauthorized resellers and gray markets;
  • direct selling that bypasses partners;
  • competition for scarce inventory;
  • unclear lead ownership and customer-data rights;
  • algorithmic marketplace competition;
  • conflicting performance metrics.

Governance mechanisms

Role clarity. Define the purpose and target customer of each channel. For example, retail may serve first-time trial, while D2C serves replenishment and membership.

Assortment differentiation. Use exclusive bundles, colors, sizes, configurations, or launch windows. Differentiation should create genuine customer value, not merely obscure price comparison.

Pricing architecture. Establish a coherent list-price and promotion logic. Prices may differ when service, bundle contents, timing, or geography differ, but unexplained undercutting damages trust.

Partner economics. Partners need a credible path to profit. Cooperative marketing, volume rebates, service-level commitments, and data-sharing arrangements can align incentives.

Conflict-resolution procedures. Contracts should specify territories, intellectual property, service expectations, audit rights, inventory treatment, dispute escalation, and termination conditions.

Measurement alignment. Evaluate the total portfolio, not only channel-specific revenue. A retailer that generates store trial may influence later D2C purchases; a marketplace may capture demand initially created by brand advertising.

Competition law must be considered when setting resale-price policies, territorial restrictions, exclusivity, or marketplace conduct. Rules differ by jurisdiction, so legal review is essential.

6. International Expansion and Localization

International expansion is not simply exporting a domestic website. It involves market selection, entry mode, localization, compliance, economics, and organizational learning.

Market selection

A screening model can rank countries using weighted criteria such as category demand, purchasing power, competitive intensity, digital adoption, logistics feasibility, regulatory complexity, and expected contribution. Weights should reflect strategic priorities and sensitivity analysis should test whether small changes alter the ranking.

Entry modes

  • Cross-border D2C: fast learning and high control, but potentially complex tax, returns, and delivery.
  • Marketplace entry: access to local traffic and payment systems, but platform dependence.
  • Distributor or agent: local knowledge and operational support, but reduced control.
  • Retail partnership: credibility and physical access, but trade complexity.
  • Joint venture or subsidiary: stronger commitment and control, but higher fixed cost and risk.

Localization dimensions

Localization includes language, currency, payment methods, units of measurement, taxation, delivery promises, customer service, product formulation, packaging, imagery, cultural references, and legal claims. Translation alone is insufficient. A message that is persuasive in one market may be irrelevant or inappropriate in another.

The firm should distinguish global standardization from local adaptation. Core brand assets, quality standards, and strategic positioning may remain global, while execution adapts to local customer behavior and regulation. Excessive standardization creates irrelevance; excessive adaptation destroys economies of scale and brand coherence.

International unit economics must include duties, taxes, foreign-exchange exposure, returns, localization, customer support, payment failure, and compliance. Revenue should be evaluated in the economic currency of the firm, not only in local sales currency. Scenario analysis should consider exchange-rate movements and demand uncertainty.

7. Partnerships and Ecosystem Strategy

Partnerships can accelerate growth when another organization possesses complementary assets: audience, trust, technology, logistics, content, data, regulatory expertise, or distribution. Examples include creator partnerships, subscription platforms, retailers, fulfillment providers, payment firms, and complementary brands.

A partnership should be assessed through four tests:

  1. Strategic complementarity: does each party contribute a scarce asset?
  2. Incentive compatibility: can both parties benefit without excessive monitoring?
  3. Operational integration: can systems, inventory, service, and data connect reliably?
  4. Exit and resilience: what happens if the partner fails, changes strategy, or becomes a competitor?

Contracts should define objectives, deliverables, intellectual-property ownership, customer-data rights, privacy responsibilities, brand-safety standards, service levels, measurement, audit rights, exclusivity, and exit arrangements. A partnership that produces reach without reliable measurement may generate publicity but not scalable growth.

8. Organizational Capabilities and Growth Financing

Channel scaling often fails because the organization expands demand faster than it expands capability. Important capabilities include:

  • integrated demand and inventory planning;
  • channel-specific merchandising and revenue management;
  • partner management and trade marketing;
  • cross-border tax, legal, and regulatory expertise;
  • customer-service and returns operations;
  • data engineering and identity resolution;
  • experimentation and causal measurement;
  • financial planning and cash-flow management;
  • governance for privacy, security, and artificial intelligence.

The operating model should clarify decision rights. A central team may own brand standards, data architecture, and capital allocation, while regional or channel teams own local assortment, execution, and partner relationships. Without clear rights, channel decisions become political and reactive.

Growth financing must account for working capital. Wholesale often increases accounts receivable and inventory before cash is collected. Retail expansion may require trade allowances, fixtures, and inventory commitments. International expansion may require local entities and compliance investments. Marketplace growth can require advertising prepayment and safety stock.

A useful cash-conversion identity is:

CCC = DIO + DSO − DPO

where CCC is the cash-conversion cycle in days, DIO is days inventory outstanding, DSO is days sales outstanding, and DPO is days payable outstanding. The identity assumes comparable accounting definitions and a consistent time basis. A higher CCC generally means cash is tied up longer in operations. Rapid sales growth can therefore increase financing needs even when accounting profit is positive.

Management should build channel-specific cash-flow forecasts, stress-test demand and returns, negotiate payment terms carefully, and avoid financing growth through excessive inventory optimism. External equity, debt, purchase-order finance, revenue-based finance, or strategic investment may each be suitable under different risk and control conditions.

9. Data, Technology, and AI Governance

A multichannel firm needs an architecture that connects product, inventory, order, customer-service, and financial data while respecting channel restrictions and privacy law. A customer-data platform can help unify consented first-party data, but identity resolution is probabilistic and should not be treated as perfect.

AI can support demand forecasting, assortment recommendations, customer-service triage, localization, fraud detection, and promotion optimization. However, automated decisions can amplify biased data, misclassify customers, expose confidential information, or produce unlawful discrimination. Human review is particularly important for credit, eligibility, employment, sensitive personalization, and high-impact customer decisions.

Good governance requires data minimization, lawful purpose, consent where required, access controls, retention limits, vendor oversight, model monitoring, explainability proportional to risk, and a process for correcting errors. Firms should not use opaque personalization to exploit vulnerable customers or create discriminatory price outcomes.

10. Illustrative Case: LumaSkin’s Multichannel Expansion

Background. LumaSkin is an illustrative mid-sized skincare brand with strong domestic D2C sales and a subscription replenishment program. Its founders are considering a major marketplace launch, national pharmacy distribution, and expansion into two foreign markets.

Problem. The company has grown rapidly but experiences stockouts during promotions, rising paid-media costs, and disagreement between the D2C team and prospective retail partners. Retailers request lower wholesale prices and promotional support. The marketplace offers reach but restricts customer data. The international markets differ in payment preferences, product claims regulation, and consumer expectations about delivery.

Analysis. Management maps each channel’s role. D2C is assigned retention, education, subscriptions, and high-information product launches. The marketplace is assigned discovery and selected hero products, with strict inventory and advertising thresholds. Pharmacy retail is assigned physical trial and credibility, with exclusive starter kits rather than identical D2C bundles. International entry begins with a local marketplace and distributor rather than a wholly owned subsidiary.

The finance team calculates contribution after fulfillment, returns, trade spending, and acquisition cost. It also models working capital using expected inventory days and retailer payment terms. The operations team introduces a monthly sales-and-operations planning process and reserves safety stock for subscription customers.

Approach. LumaSkin adopts a common list-price architecture, channel-specific assortments, and a documented promotion calendar. Retail partners receive sell-through dashboards rather than only shipment reports. Contracts specify authorized sellers, brand presentation, customer-data responsibilities, recall procedures, and termination rights. The international pilot localizes payment methods, claims, customer support, and packaging while retaining core brand standards.

Outcome. The company does not maximize first-year geographic coverage. Instead, it scales in stages, using contribution, repeat purchase, stock availability, return rates, and partner sell-through as gates for further investment. The staged approach reduces channel conflict and prevents revenue growth from overwhelming cash flow.

Learning points. First, channel sequencing is a capability decision, not merely a market-opportunity decision. Second, differentiated roles reduce conflict more effectively than indiscriminate discounting. Third, sell-through and cash conversion provide better evidence of sustainable growth than sell-in or gross revenue alone. Finally, internationalization requires operational and cultural adaptation, not just translated advertising.

11. Contemporary Strategic Issues and Limitations

Several developments complicate channel strategy. Platform concentration gives a small number of firms significant influence over discovery, advertising, payments, and fulfillment. Privacy changes reduce some forms of third-party tracking and increase the value of consented first-party relationships. Retail media networks create new advertising inventory but may encourage brands to purchase visibility simply to maintain shelf position. Social commerce shortens the distance between content and transaction while increasing dependence on creator credibility and platform algorithms.

Attribution remains imperfect. A customer may encounter many touchpoints before purchase, and experiments are often needed to estimate incremental effects. Geographic holdouts, matched-market tests, and controlled promotions can improve inference, although they require sufficient scale and careful design. Correlation between channel presence and sales does not prove channel causation.

Sustainability is also a channel issue. Fast delivery, individual parcel shipping, excessive packaging, and high return rates can increase environmental impact. Firms should consider consolidated delivery, right-sized packaging, repair or refill models, transparent claims, and responsible reverse logistics. Sustainability statements must be substantiated; vague environmental claims create legal and reputational risk.

Best-Practice Checklist

A graduate-level channel strategy should be able to answer the following:

  • What customer problem does each channel solve?
  • What is the channel’s incremental contribution after all variable costs?
  • Who owns the customer relationship and what data may legally be used?
  • How are assortment, pricing, promotions, and inventory differentiated?
  • What capabilities and working capital are required?
  • What happens if a platform changes its terms or a partner exits?
  • How will success be measured through sell-through, retention, contribution, cash flow, and customer experience?
  • What safeguards address privacy, fairness, product claims, competition, and sustainability?

Chapter Summary

Scaling D2C is a portfolio-design problem. Owned commerce, marketplaces, wholesale, retail, partnerships, and international channels each provide distinct combinations of reach, control, economics, data, and learning. Sound strategy assigns each channel a clear role and evaluates it using incremental contribution, customer lifetime potential, operational requirements, and cash conversion rather than gross revenue alone.

Marketplaces and retailers can accelerate discovery and credibility but introduce dependence, lower control, and potential conflict. Conflict is best managed through role clarity, differentiated assortments, coherent pricing, aligned partner economics, governance contracts, and portfolio-level measurement. International expansion requires structured market selection, appropriate entry modes, genuine localization, regulatory competence, and sensitivity to foreign-exchange and working-capital risk.

Scalable growth depends on organizational capabilities in planning, data, partner management, compliance, service, and finance. AI and data systems can improve decisions but require privacy, security, fairness, and human-accountability controls. The central managerial discipline is staged expansion: invest where the channel creates defensible value, test assumptions, protect cash, and expand only when the organization can reliably deliver the promised customer experience.

Key Terms

Channel portfolio: The coordinated set of routes a firm uses to reach and serve customers.

D2C: Direct-to-consumer commerce conducted through a firm-controlled customer relationship or selling interface.

Marketplace: A platform connecting multiple sellers with buyers and often providing search, payment, or fulfillment services.

Wholesale: Selling products to an intermediary that resells them to final customers or other businesses.

Sell-in: Product shipped or sold by a brand to an intermediary.

Sell-through: Product purchased by the final customer from the intermediary.

Channel conflict: Perceived incompatibility among channel members concerning customers, prices, territories, or rewards.

Contribution margin: Revenue remaining after specified variable costs.

Customer-acquisition cost: Marketing and selling expenditure allocated to acquiring a customer.

Customer lifetime value: The expected discounted contribution from a customer relationship.

Assortment differentiation: Designing distinct products, bundles, or configurations for different channels.

Localization: Adapting product, communication, operations, and service to a particular market.

Standardization: Maintaining common elements across markets to gain consistency and scale.

Sell-through rate: The proportion or pace at which intermediary inventory is purchased by final customers.

Working capital: Operating funds tied up in inventory, receivables, and payables.

Cash-conversion cycle: The time between cash paid for operating inputs and cash collected from customers.

Partner governance: Structures, contracts, processes, and controls used to manage interorganizational relationships.

First-party data: Data collected directly by a firm from its interactions with customers, subject to applicable law and consent requirements.

Channel dependency: Exposure created when a firm relies heavily on one intermediary or platform.

Revenue attribution: The method used to assign sales or contribution to marketing and channel touchpoints.

Review Questions

5 Short Answer Questions

  1. What are the five principal dimensions used to evaluate a channel portfolio?
  2. Distinguish sell-in from sell-through.
  3. Identify three common causes of channel conflict.
  4. Why is localization more than translation?
  5. What does a positive cash-conversion cycle imply for financing requirements?

5 Long Answer Questions

  1. Explain how a D2C brand can use marketplaces without becoming excessively dependent on them.
  2. Compare the strategic benefits and risks of wholesale, physical retail, and owned D2C commerce.
  3. Discuss governance mechanisms for reducing conflict between a brand and its retail partners.
  4. Develop a framework for selecting an international entry mode.
  5. Explain why organizational capabilities and working capital can constrain channel expansion even when demand is strong.

3 Analytical / Application Questions

  1. A brand’s owned-site order has a selling price of $100, product cost of $35, fulfillment cost of $10, payment cost of $4, expected return cost of $5, and acquisition cost of $20. Calculate contribution after acquisition and explain two factors that could alter the decision to scale the channel.
  2. Design a three-channel portfolio for a premium home-appliance brand entering a new country. Specify each channel’s role, assortment policy, data implications, and principal risk.
  3. A retailer reports rising shipments but falling reorder rates. Diagnose possible causes and propose a measurement and governance plan that distinguishes sell-in success from sustainable sell-through.

Multiple Choice Questions with Answers

Question 1

Which consideration most directly distinguishes a channel portfolio approach from a single-channel approach?

A. Maximizing gross revenue in the largest channel

B. Assigning complementary roles to multiple channels while evaluating total system value

C. Using the same assortment and price in every channel

D. Avoiding all intermediaries

Correct Answer: B. Assigning complementary roles to multiple channels while evaluating total system value

Question 2

In the equation Co = P − Vp − Vf − Vm − Vs − Vr, what does Vr represent?

A. Fixed headquarters cost

B. Expected returns, refunds, and allowance cost

C. Retailer selling price

D. Retention probability

Correct Answer: B. Expected returns, refunds, and allowance cost

Question 3

A marketplace’s principal strategic risk is that it may:

A. Eliminate all customer discovery

B. Provide unlimited access to customer data

C. Create dependence on platform rules, fees, and algorithms

D. Prevent product comparison

Correct Answer: C. Create dependence on platform rules, fees, and algorithms

Question 4

Which measure best distinguishes sustainable retail demand from inventory loaded into a retailer?

A. Sell-in

B. Sell-through

C. List price

D. Purchase-order value

Correct Answer: B. Sell-through

Question 5

Which action is most likely to reduce channel conflict?

A. Giving every channel identical products and unexplained prices

B. Removing all partner performance measures

C. Differentiating channel roles and assortments with coherent pricing logic

D. Allowing unauthorized resellers to determine prices

Correct Answer: C. Differentiating channel roles and assortments with coherent pricing logic

Question 6

Localization in international D2C strategy includes:

A. Only translating advertising copy

B. Adapting relevant language, payments, service, compliance, and customer experience

C. Using one global payment method

D. Removing all local regulatory review

Correct Answer: B. Adapting relevant language, payments, service, compliance, and customer experience

Question 7

If contribution per order before acquisition cost is $32 and customer-acquisition cost is $14, contribution after acquisition is:

A. $18

B. $32

C. $46

D. $14

Correct Answer: A. $18

Question 8

In CCC = DIO + DSO − DPO, an increase in DIO, with other variables unchanged, generally means:

A. Cash is tied up in inventory for longer

B. Suppliers are paid faster

C. Customers pay sooner

D. Receivables disappear

Correct Answer: A. Cash is tied up in inventory for longer

Question 9

Which partnership-governance topic is especially important when customer data is shared?

A. Office decoration

B. Data rights, privacy responsibilities, access controls, and permitted uses

C. Ignoring security because the partner owns the platform

D. Eliminating all performance measures

Correct Answer: B. Data rights, privacy responsibilities, access controls, and permitted uses

Question 10

Why should channel expansion normally be staged?

A. To prevent any learning before investment

B. To test economics and capabilities while limiting operational and cash-flow risk

C. To guarantee that every market uses the same channel

D. To maximize inventory commitments immediately

Correct Answer: B. To test economics and capabilities while limiting operational and cash-flow risk

E-Commerce & D2C Growth Hacking
Chapter 12 of 14