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STRIPE CBFS FORECAST MODEL — EXECUTIVE SUMMARY
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Author: Anton Schneider | Role: EMEA Strategic Finance | Case: CBFS Take-Home
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Active scenario: Base | Last actual month: 2020-01
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TOP 10 TAKEAWAYS
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1Business is entering a maturity phase — 2018-2019 saw triple-digit monthly ramp; even Bull 2020-2024 assumes dramatically lower growth
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From Jan 2018 to Dec 2019, the business nearly tripled: merchants went from 13 to 32 (+146%) and monthly GPV grew from $53m to $124m (+135%). Looking forward, Base 2019-2024 GPV CAGR is 27% and Bull is 41% — both meaningful but a step down from the 52% annual GPV growth seen in 2019. Even Bull merchant CAGR (+33%/yr) trails the historical +146% over 24 months. Implication: growth will increasingly come from same-store expansion and pricing rather than new-logo explosion, and the business needs to build competencies for the second act (custom pricing, retention, Platform GTM) while continuing to scale logo acquisition.
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2Revenue trajectory is highly driver-sensitive — 2024 Base ≈ $110m, with scenarios ranging Bear ≈ $56m to Bull ≈ $201m
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The ~3.6x Bear-to-Bull spread reflects realistic uncertainty around a 32-merchant starting base. Cumulative 2020-2024 revenue: Base ~$366m, Bear ~$228m, Bull ~$584m. Every 1pp change in Platform GPV growth moves 2024 revenue by ~$1.8m.
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3Platform logo additions are the single biggest revenue lever — 1 fewer Platform merchant/year = -$11m 2024 (-$29m cumulative 2020-2024)
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Platform merchants generate ~$8m GPV/month each (vs ~$1m SaaS, ~$3m E-Commerce). The logo acquisition plan for Platform deserves the most attention in the sales motion.
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4Platform same-store expansion is the #2 lever — GPV/merchant growth +5pts (8% → 13%) = +$9m 2024 (+$21m cumulative 2020-2024)
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Platform merchants have the largest GPV base per logo, so even small same-store growth changes compound into material dollar impact. Focus on helping existing Platform merchants process more volume.
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5E-Commerce expansion is close behind — GPV/merchant growth +5pts (12% → 17%) = +$8m 2024 (+$19m cumulative 2020-2024)
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4 E-Commerce merchants were added in 2019 with minimal GPV contribution that year. If they ramp to maturity at segment averages, the 2021-22 upside is material — monitor cohort ramp curves closely.
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6E-Commerce logo additions are material — 1 fewer E-Commerce merchant/year = -$5m 2024 (-$14m cumulative 2020-2024)
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E-Commerce merchant economics are middle-of-the-road but meaningful at scale. Prioritize this segment after Platform in sales investment.
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7Churn is a material but secondary lever — +100bps churn across all segments (2% → 3%) = -$4m 2024 (-$9m cumulative 2020-2024)
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Modest absolute $ impact because the merchant base is still small. But as the base grows, retention becomes a material pricing-power signal. Recurring Billing retention particularly important given pricing room.
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8SaaS expansion is lower-impact but high-margin — GPV/merchant growth +5pts (15% → 20%) = +$3m 2024 (+$7m cumulative 2020-2024)
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SaaS has the highest GM % driven by add-on fee for Recurring aka 'Billing'. Migration towards that higher priced product increases SaaS GM % over time.
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9Faster new-merchant ramp compounds meaningfully — 12→6 month ramp = +$1m 2024 (+$7m cumulative 2020-2024)
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New cohorts take time to materialize at full run-rate. Halving ramp time through better onboarding, self-serve activation, or starter packages is the only "free money" lever — no pricing or sales headcount cost.
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10Take rate drift is a lever worth watching — ±10bps/yr drift = ±$2m 2024 (±$5m cumulative 2020-2024)
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For a 32-merchant base, 10bps on $1.3B+ GPV outpaces logo churn impact. This justifies investment in custom-pricing negotiation capability — especially for Platform where take rate is lowest.
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SENSITIVITY TABLE — ranked by |cumulative 2020-2024 Δ|
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All perturbations evaluated vs Base case (~$110m 2024 / ~$366m cumulative 2020-24 revenue)
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#Perturbation2024 Δ ($m)Cum 2020-24 Δ ($m)Driver category
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11 fewer Platform merchant added per year-$11.2m-$29.2mLogo growth
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21 more Platform merchant added per year+$11.2m+$29.2mLogo growth
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3Platform GPV/merchant growth +5pts (8% → 13%)+$8.9m+$21.2mSame-store expansion
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4E-Commerce GPV/merchant growth +5pts (12% → 17%)+$8.5m+$18.8mSame-store expansion
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51 fewer E-Commerce merchant added per year-$5.3m-$13.6mLogo growth
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61 more E-Commerce merchant added per year+$5.3m+$13.6mLogo growth
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7Churn +100bps across all segments (2% → 3%)-$3.9m-$8.9mRetention
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8SaaS GPV/merchant growth +5pts (15% → 20%)+$3.3m+$7.2mSame-store expansion
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9New merchant ramp faster (12 → 6 months)+$1.4m+$6.9mGTM / activation
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101 fewer SaaS merchant added per year-$2.6m-$6.5mLogo growth
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111 more SaaS merchant added per year+$2.6m+$6.5mLogo growth
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12Take rate drift -10bps/yr (vs flat)-$2.2m-$4.9mPricing — take rate
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13Take rate drift +10bps/yr (vs flat)+$2.2m+$4.9mPricing — take rate
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14Billing fee +40bps (0.8% → 1.2%)+$1.0m+$3.0mPricing — add-on
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15Churn +10bps across all segments (+0.1%)-$0.4m-$0.9mRetention
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16Platform per-active-account fee +$1 ($4 → $5)+$0.2m+$0.9mPricing — add-on
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17Radar attach +10pts (30% → 40%)+$0.0m+$0.0mPricing — add-on
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Recurring migration rate +1.5pts (1.5% → 3.0%/month, Bull pace)+0.6+1.6SaaS — migration
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Recurring migration rate -1.0pts (1.5% → 0.5%/month, Bear pace)-0.7-1.6SaaS — migration
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Base case: ~$110m 2024 revenue, ~$366m cumulative 2020-24. All perturbations evaluated independently (no interaction effects).
New SaaS merchant Recurring sell-in mix +20pts (50% → 70%)+0.3+0.9SaaS — migration
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Note: Numbers are illustrative anchors calibrated to Base. For exact scenario values, change Assumptions!C7 and observe Forecast Years Overview.
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SUPPORTING TABLES & CHARTS
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Data refreshes when scenario (Assumptions!C7) or last-actual (Current Year Overview!B2) changes
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TABLE 1 — Revenue by segment ($m) — referenced in takeaways #3-6
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Segment
2018201920202021202220232024
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SaaS$1.0m$2.7m$4.1m$6.8m$9.8m$13.3m$17.3m
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E-Commerce Store
$4.0m$9.3m$12.4m$18.3m$25.4m$33.0m$41.3m
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Platform
$15.3m$19.6m$22.6m$29.0m$36.0m$43.3m$51.1m
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Total$20.2m$31.6m$39.2m$54.1m$71.2m$89.6m$109.8m
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TABLE 2 — GPV/merchant by segment ($m, annual) — referenced in takeaways #4, #5, #8
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Segment
2018201920202021202220232024
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SaaS$4.8m$9.7m$10.0m$11.9m$13.7m$15.3m$17.0m
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E-Commerce Store
$17.1m$29.8m$28.0m$31.5m$34.9m$38.2m$41.4m
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Platform
$75.0m$95.3m$91.2m$98.3m$105.8m$112.9m$119.9m
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Total — all segments
$32.7m$41.9m$37.6m$39.8m$42.4m$45.1m$47.9m
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