Problem Definition
VelvetLux is a storied French luxury maison founded in 1935, renowned for its hand-stitched leather goods, particularly its iconic "Pliage Eternel" handbag line. The company generates approximately €620 million in annual revenue across 85 boutiques worldwide. Under its previous leadership, VelvetLux maintained a deliberately restrained digital presence, viewing e-commerce as incompatible with the in-store rituals — white-glove consultations, leather selection ceremonies, hand-embossed monogramming — that define the brand experience.
Six months ago, the board appointed Isabelle Chen as CEO, recruited from a leading European fashion-tech platform. Her mandate is clear: modernize VelvetLux's commercial model without eroding the brand's heritage positioning. Currently, online direct-to-consumer sales represent only 8% of revenue (approximately €50 million), significantly trailing the luxury industry average of 22%. The remaining revenue splits between company-operated boutiques (57%, or €353 million) and wholesale through department stores and multi-brand retailers (35%, or €217 million). Chen's three-year plan calls for growing online DTC to 25% of total revenue — effectively tripling the channel.
Internally, the organization is divided. The creative director warns that "putting VelvetLux in a search bar next to fast fashion" will undo decades of brand building. The CFO counters that wholesale margins are compressing and DTC online offers a 15-20 percentage point margin uplift over wholesale pricing. Meanwhile, VelvetLux's largest competitor recently reported that 30% of its online customers later visited a physical boutique within 90 days, suggesting digital and physical may be complementary rather than cannibalistic.
However, the strategy faces two critical tensions. First, luxury brands derive value from scarcity and controlled distribution; an aggressive online push risks making VelvetLux feel "available" rather than "exclusive." Second, wholesale partners — department stores and multi-brand retailers generating 35% of revenue (€217 million) — have signaled they may reduce orders by 30-40% if VelvetLux undercuts them with a direct online channel. How should VelvetLux structure its digital growth strategy to reach 25% online DTC revenue within three years while protecting brand equity and managing wholesale channel conflict?
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- Product mix: leather goods (60% of revenue), ready-to-wear (25%), accessories and fragrances (15%)
- Current e-commerce platform is outsourced to a third-party provider with limited customization
- Core customer: women aged 30-55, average household income exceeding €180,000
- Competitors Hermes and Chanel have publicly limited online offerings to preserve exclusivity; Gucci and Burberry have aggressively expanded digital
- Brand health index has held steady at 78/100 for five years (industry-leading is 85)
- Greater China luxury e-commerce market is valued at €8.5B; North America at €6.2B; Europe at €5.1B
- VelvetLux has no in-house digital or data analytics team
- Average waiting time for the flagship "Pliage Eternel" handbag is 4 months in boutiques; no waitlist mechanism exists online
- Online return rate is significantly higher than in-store, driven primarily by size and color mismatches in ready-to-wear and accessories
Exhibit 3Top Wholesale Partners
| Partner | Annual Revenue (€M) | Primary Regions | Contract Renewal | Stated Position on DTC Expansion |
|---|---|---|---|---|
| Galeries Lafayette | 38 | France, W. Europe | 2026 | Cautious — monitoring closely |
| Harrods | 32 | United Kingdom | 2027 | Open if given exclusive lines |
| Nordstrom | 28 | North America | 2026 | Threatening 30% order reduction |
| Neiman Marcus | 25 | North America | 2027 | Threatening 40% order reduction |
| Lane Crawford | 22 | Greater China, SE Asia | 2028 | Neutral — no stated concerns |
| Isetan Mitsukoshi | 18 | Japan | 2027 | Cautious — requesting strategy briefing |
| Other multi-brand retailers | 54 | Global | Various | Mixed — largely wait-and-see |
| Total Wholesale | 217 |
Note: The two North American partners (Nordstrom and Neiman Marcus) represent €53M combined and have the most aggressive stance against DTC expansion.
Source: VelvetLux case file
Question 1Structuring
Prompt: "Isabelle has asked you to structure the strategic approach for tripling VelvetLux's online DTC revenue. Walk me through how you would think about this problem."
Hint · Structuring
Build 3–4 branches that are specific to this client and question, not a generic framework. Check they don't overlap and together cover the problem.
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Provide if the candidate asks:
- VelvetLux has €45 million in available capital for digital investment over 3 years
- Current online conversion rate is 1.2% (luxury industry average is 2.8%)
- 70% of online traffic comes from organic and direct; 30% from paid channels
- In-house IT team has 12 people, primarily maintaining legacy POS systems
- Customer data is siloed: boutique CRM, wholesale sell-through reports, and basic e-commerce analytics are not integrated
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A structured approach to VelvetLux's digital growth could be organized around four dimensions:
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Customer and Demand: Who are the target online customers, and how do they differ from boutique customers? What digital scarcity mechanisms preserve exclusivity — invitation-only access, limited drops, waitlists? What is the customer acquisition cost by channel and geography?
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Digital Experience and Capability: What platform and technology investment is needed to deliver a luxury-grade online experience? How do we replicate in-store rituals digitally — virtual consultations, AR, bespoke packaging? What organizational capabilities must be built (data analytics, digital marketing, CX team)?
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Channel Architecture: How do we sequence DTC expansion to minimize wholesale disruption — by geography, by product category, or by partner? Can we create online-exclusive product lines that do not compete with wholesale assortments? What data would convince wholesale partners that DTC online drives overall brand demand?
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Brand Equity Protection: What KPIs measure brand health alongside revenue growth — brand search volume, resale price index, NPS, social sentiment? At what threshold do we slow digital expansion if brand metrics deteriorate? How do we maintain price integrity across channels?
What the interviewer is looking forShow guidanceHide guidance
Good (3): Candidate uses a structured approach covering demand (customer acquisition, digital marketing), supply (platform, logistics), and channel management (wholesale relationships). Identifies brand equity as a constraint. Framework is logical but could apply to any DTC expansion — lacks luxury-specific dimensions.
Strong (4): Adds luxury-specific thinking. Recognizes that the online experience must replicate scarcity, not just sell products. Introduces "digital exclusivity" concepts — limited online drops, invitation-only access, virtual private appointments. Addresses the wholesale conflict as a sequencing problem rather than a binary choice. Considers organizational capability gaps (no digital team, outsourced platform).
Excellent (5): Frames the problem as a brand architecture challenge, not a channel optimization exercise. Structures around three interdependent pillars: (1) Digital Scarcity Model — how to create urgency and exclusivity online through capsule collections, waitlists, and authentication-linked provenance; (2) Channel Orchestration — how to phase the wholesale transition by geography and partner, using data to demonstrate that DTC online drives boutique traffic rather than cannibalizing wholesale; (3) Experience Parity — how the online journey must match the emotional resonance of in-store rituals through virtual leather consultations, AR try-on, and personalized packaging videos. Recognizes that measuring success requires a brand equity KPI alongside revenue, proposing a dual scorecard.
"So What?" Cascade:
- Level 1: VelvetLux needs more online customers and better conversion
- Level 2: The real risk is not failing to grow online — it is growing online in a way that makes VelvetLux indistinguishable from a premium (not luxury) brand, permanently destroying pricing power
- Level 3: The CEO should pilot a "Digital Atelier" concept — a members-only online space with curated drops, virtual craftsmanship experiences, and personal shopper integration — then use pilot data to negotiate with wholesale partners from evidence, not speculation
Question 2Numeracy
Prompt: "VelvetLux is evaluating two customer acquisition strategies for online DTC growth. Calculate the Year 1 net contribution per customer for each strategy, and determine which generates more total contribution from 10,000 new customers."
Hint · Numeracy
Write the formula before you plug in numbers, keep units and zeros explicit, and sanity-check the order of magnitude at the end.
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| Strategy A: "Digital Atelier" | Strategy B: "Broad Digital" | |
|---|---|---|
| Concept | Curated online exclusives, invitation-based | Full catalog online, social media marketing |
| Customer acquisition cost (€) | 400 | 200 |
| Average order value (€) | 1,800 | 900 |
| Purchase frequency (orders/year) | 2.0 | 4.0 |
| Return rate | 10% | 20% |
| Variable cost ratio (COGS + fulfillment, as % of net revenue) | 40% | 45% |
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Step-by-Step Solution
Strategy A — Digital Atelier:
| Step | Calculation | Result |
|---|---|---|
| Gross revenue per customer | 2.0 x €1,800 | €3,600 |
| Net revenue (after 10% returns) | €3,600 x 0.90 | €3,240 |
| Variable costs (40% of net) | €3,240 x 0.40 | €1,296 |
| Contribution before CAC | €3,240 - €1,296 | €1,944 |
| Net contribution (after CAC) | €1,944 - €400 | €1,544 |
Strategy B — Broad Digital:
| Step | Calculation | Result |
|---|---|---|
| Gross revenue per customer | 4.0 x €900 | €3,600 |
| Net revenue (after 20% returns) | €3,600 x 0.80 | €2,880 |
| Variable costs (45% of net) | €2,880 x 0.45 | €1,296 |
| Contribution before CAC | €2,880 - €1,296 | €1,584 |
| Net contribution (after CAC) | €1,584 - €200 | €1,384 |
Total contribution from 10,000 customers:
| Strategy | Net Contribution per Customer | x 10,000 Customers | Total |
|---|---|---|---|
| A — Digital Atelier | €1,544 | 10,000 | €15.4M |
| B — Broad Digital | €1,384 | 10,000 | €13.8M |
Strategy A generates €1.6M more in Year 1 total contribution (€160 per customer advantage).
Key Structural Insight
Both strategies produce identical gross revenue (€3,600) and identical absolute variable costs (€1,296) despite very different unit economics. The entire difference comes from the return rate drag (Strategy B loses €720 to returns vs. €360 for A), partially offset by lower CAC (€200 vs. €400). In luxury e-commerce, return rate management can be more valuable than customer acquisition efficiency.
Excellent Candidate Extension
An excellent candidate notes a critical nuance: with a fixed marketing budget, Strategy B may outperform despite lower per-customer economics.
| Marketing Budget | Strategy A (€400 CAC) | Strategy B (€200 CAC) |
|---|---|---|
| €2M | 5,000 customers -> €7.7M contribution | 10,000 customers -> €13.8M contribution |
| €4M | 10,000 customers -> €15.4M contribution | 20,000 customers -> €27.7M contribution |
At any fixed budget, Strategy B acquires twice the customers and generates roughly 80% more total contribution. The per-customer advantage of Strategy A only wins when customer volume is unconstrained — which contradicts the "digital scarcity" brand positioning. This creates a strategic paradox: the brand-safer strategy (A) is economically superior per customer but harder to scale, while the brand-riskier strategy (B) scales better but may erode exclusivity.
Reality check: 10,000 new luxury online customers in Year 1 is ambitious but achievable for a brand with 130,000 existing boutique customers (7.7% cross-sell rate). A target above 50,000 would imply mass-market acquisition tactics inconsistent with luxury positioning.
Question 3Judgement & Insights
Prompt: "Please review Exhibits 1 and 2. Where should VelvetLux prioritize its online expansion, and what concerns do you see in the customer economics?"
Hint · Judgement & Insights
Read the exhibit title, axes and units first. Lead with the ‘so what’, then back it with one or two numbers.
Exhibit 1Customer Channel Metrics (Annual Averages, 2025)
| Metric | Boutique | Online DTC |
|---|---|---|
| Active customers | 130,000 | 15,000 |
| Avg. purchase frequency (orders/year) | 1.5 | 3.5 |
| Average order value (€) | 2,000 | 1,100 |
| Return rate | 10% | 16% |
| Customer acquisition cost (€) | 120 | 520 |
| Fulfillment cost per order (€) | 15 | 85 |
| Return processing cost per return (€) | 10 | 110 |
| 1-year customer retention rate | 82% | 58% |
| Net Promoter Score | 72 | 64 |
Note: Online purchase frequency is 2.3x higher than boutique. Online-acquired customers show significantly higher engagement rates across all digital touchpoints.
Source: VelvetLux case file
Exhibit 2Regional Revenue Breakdown (€M, FY 2025)
| Region | Boutiques | Boutique Rev. | Wholesale Rev. | Online DTC Rev. | Online % of Region | YoY Online Growth |
|---|---|---|---|---|---|---|
| France | 18 | 94 | 35 | 12 | 8.5% | 15% |
| Rest of Europe | 22 | 78 | 62 | 10 | 6.7% | 22% |
| North America | 15 | 72 | 55 | 14 | 9.9% | 35% |
| Greater China | 20 | 68 | 40 | 8 | 6.9% | 45% |
| Rest of Asia | 10 | 41 | 25 | 6 | 8.3% | 28% |
| Total | 85 | 353 | 217 | 50 | 8.1% | 28% |
Note: Greater China luxury e-commerce market is valued at €8.5B, the largest globally. Greater China online growth is the fastest across all VelvetLux regions.
Source: VelvetLux case file
What the interviewer is looking forShow guidanceHide guidance
Good (3): Correctly identifies from Exhibit 2 that Greater China has the highest online growth rate (45%) and suggests prioritizing it. Notes from Exhibit 1 that online customers buy more frequently. Raises concern about lower AOV online.
Strong (4): Goes beyond surface metrics. Calculates that North America already has the highest online penetration (9.9%) AND strong growth (35%), making it the most proven market for online expansion. Notes that China's 45% growth is from only an €8M base — just €3.6M in absolute growth — while North America's 35% growth from €14M delivers €4.9M. Identifies the retention gap (58% vs. 82%) as a major concern for scaling.
Excellent (5): Computes full net contribution per customer using Exhibit 1 data, revealing the core trap:
| Metric | Boutique | Online DTC |
|---|---|---|
| Gross revenue per customer | 1.5 x €2,000 = €3,000 | 3.5 x €1,100 = €3,850 |
| Net revenue (after returns) | €3,000 x 0.90 = €2,700 | €3,850 x 0.84 = €3,234 |
| CAC | €120 | €520 |
| Fulfillment costs | 1.5 x €15 = €23 | 3.5 x €85 = €298 |
| Return processing costs | 0.15 returns x €10 = €2 | 0.56 returns x €110 = €62 |
| Total channel-specific costs | €145 | €880 |
| Net contribution per customer | €2,555 | €2,354 |
Online net contribution per customer is 8% lower despite 2.3x higher purchase frequency. Combined with 58% retention (vs. 82%), the 2-year customer value gap widens dramatically:
| Metric | Boutique | Online DTC |
|---|---|---|
| Year 1 contribution | €2,555 | €2,354 |
| Year 2 contribution (retained customers) | €2,555 x 0.82 = €2,095 | €2,354 x 0.58 = €1,365 |
| 2-year customer value | €4,650 | €3,719 |
Online 2-year customer value is 20% lower than boutique. The growth strategy must address unit economics, not just top-line revenue. Geographic priority should be North America (proven penetration, wholesale partners already signaling readiness for transition), with China as a secondary market requiring local platform partnerships (Tmall Luxury Pavilion, WeChat) rather than standalone DTC buildout.
"So What?" Cascade:
- Level 1: Online customers shop more often, which is encouraging
- Level 2: Higher frequency is offset by lower AOV, higher returns, higher acquisition and fulfillment costs — net contribution per customer is actually lower online
- Level 3: VelvetLux must redesign the online customer journey to increase AOV (bundling, styling services, virtual consultations) and reduce returns (AR try-on, detailed product videos, exchange-for-credit policies) BEFORE scaling acquisition spend
Question 4Synthesis
Prompt: "The CEO has 15 minutes before her board meeting. What is your recommendation?"
Hint · Synthesis
Answer first: the recommendation, two or three reasons with numbers, then risks and next steps.
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Good (3): Recommends pursuing online DTC growth with a phased approach. Mentions need to protect brand and manage wholesale relationships. Provides a timeline but limited specifics.
Strong (4): Delivers a structured recommendation with clear sequencing: (1) Fix unit economics first — reduce online return rates and increase AOV through experience investment; (2) Launch a "Digital Atelier" pilot in North America, the market with highest online readiness; (3) Use pilot data to renegotiate wholesale terms, offering exclusive product lines or co-branded online sections. Addresses risks and identifies first 90-day actions.
Excellent (5): Provides a board-ready recommendation with three phases, quantified trade-offs, and a clear "no-go" trigger:
Recommendation: Pursue "Controlled Digital Acceleration" — target 20% online DTC (not 25%) in 3 years, with a brand health circuit breaker.
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Phase 1 (Months 1-12) — Foundation: Build in-house digital team, migrate to proprietary e-commerce platform, launch "Digital Atelier" pilot in North America with 5,000 invited customers. Target: fix online unit economics to reach parity with boutique contribution per customer. Investment: €15M.
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Phase 2 (Months 13-24) — Scale: Expand Digital Atelier to Europe and Greater China. Introduce online-exclusive capsule collections that do not overlap wholesale assortments. Begin wholesale contract renegotiations, offering partners "Authorized Digital Partner" status with shared customer data. Target: 15% online DTC revenue share.
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Phase 3 (Months 25-36) — Optimize: Full omnichannel integration — boutique clienteling feeds online, online traffic drives boutique appointments. Evaluate wholesale relationships for strategic fit. Target: 20% online DTC revenue share.
Circuit breaker: If brand health index drops below 72 (currently 78) or resale price index declines more than 10%, pause acquisition spend and diagnose.
Key risk the board should know: The 25% target may be too aggressive without damaging brand equity. Recommending 20% as a stretch target, with 25% achievable in Year 4-5 only if unit economics and brand health support it. The bigger risk is not going too slow — it is going too fast and joining the "premium, not luxury" category permanently.
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