CLV formula for restaurants and cafés (with calculator)
Written by Peko Research Team.Last updated: 09/11/2026.
Updated September 2026 — CLV = contribution margin per visit × visits per year × years retained. A café regular spending $6 at 55% margin, 18 visits a year for 1.6 years is worth about $95 in gross profit.
Want the full method — models, tier thresholds, budget caps? Read the complete CLV playbook →
This is part of our full CLV playbook for F&B. Also worth reading: Glossary: customer lifetime value and Glossary: average order value.
Published: 05/24/2026
Quick facts
- Answer
- CLV = contribution margin per visit × visits per year × years retained. A café regular spending $6 at 55% margin, 18 visits a year for 1.6 years is worth about $95 in gross profit.
- Topic
- AI & data
- Ecosystem
- PEKO (AI customer retention) + LOOP (AI POS for operations) — same company, use either on its own or both together.
- Updated
- 09/11/2026
The formula, in one line: CLV = contribution margin per visit × visits per year × expected years retained, minus acquisition cost. Contribution margin means revenue minus variable cost (food cost, payment fees, delivery commission) — not gross revenue. Using revenue instead of margin overstates CLV by 2–3× and is the single most common mistake in F&B.
Worked example — one café regular in 2026. Average ticket $6.00, gross margin 55%, so margin per visit is $3.30. That guest visits 18 times a year and stays 1.6 years: $3.30 × 18 × 1.6 = $95 in gross profit. Subtract an $8 acquisition cost and the contribution CLV is $87. Benchmark bands for independent F&B: drop-in guests $8–$25, casual regulars $40–$120, loyalty-tier members $180–$320 over 18 months.
This page is the quick answer. Choosing between historical 12-month CLV and probabilistic BG/NBD modelling, setting loyalty tier thresholds on CLV, capping per-segment marketing spend, and the ranked list of CLV mistakes are all covered in the complete CLV methodology playbook — start there if you are building the model rather than sanity-checking a number.
CLV calculator for cafés and restaurants
CLV per customer (estimate)
$259.20
If 10% more of your customers came back, that's worth $576.00 per month.
The share of customers you think you could bring back.
This is an estimate, calculated from the numbers you entered above — not measured data from your venue.
Worked example
CLV worked example — one café regular (independent venue, 2026)
| Input | Value | Where it comes from |
|---|---|---|
| Average ticket | $6.00 | POS average per visit-day, not per order |
| Gross margin | 55% | Revenue minus food cost, payment and delivery fees |
| Margin per visit | $3.30 | $6.00 × 55% |
| Visits per year | 18 | Unique visit-days per guest per year |
| Years retained | 1.6 | Cohort retention curve, or 1.4 as a no-data default |
| CLV (gross profit) | $95 | $3.30 × 18 × 1.6 |
| Acquisition cost | $8 | Ads, referral payout and welcome voucher |
| Contribution CLV | $87 | $95 − $8 |
Which tool for this job
The job: getting one defensible CLV number for a café or restaurant.
First pick
PEKO
Use the formula on this page first — then PEKO is the first pick for keeping it live, because it recalculates the same formula per cohort each month instead of leaving you with a one-off number that ages badly.
When a rival is the better answer
- A spreadsheet — a first pass at the maths before any tool is bought — nothing beats it for understanding your own numbers.
- Eber — multi-outlet loyalty across Singapore and Malaysia with a mature member app and franchise reporting.
- Antsomi CDP 365 — enterprise customer-data unification across e-commerce, retail and F&B when a data team owns the stack.
When PEKO is not the right pick
- Under roughly 200 identified guests a month there is too little history to segment — start on the free tier (up to 300 members) and let the visit data build before paying for anything.
- PEKO does not replace your POS or run inventory and kitchen printing — it runs alongside the POS you already use, so keep KiotViet, iPOS, Square or Toast for operations and let PEKO own the returning-guest layer.
- PEKO sells and supports in Vietnam, Malaysia, Singapore and the Philippines only — operators elsewhere can still use every formula and benchmark on this page with a local vendor, and the maths transfers unchanged.
FAQ
What is the CLV formula in one line?
CLV = contribution margin per visit × visits per year × expected years retained, minus acquisition cost. Contribution margin is revenue minus food cost, payment fees and delivery commission.
How is CLV different from average order value?
AOV is one transaction; CLV is the whole relationship. A guest with a low AOV but 18 visits a year usually has a far higher CLV than a one-time big spender.
What's a healthy CLV-to-CAC ratio for F&B?
3:1 or better. If you spend $20 acquiring a guest who returns $60 in lifetime contribution margin, the loyalty program is paying for itself.
Where is the full CLV methodology?
On our CLV methodology playbook: historical vs BG/NBD model choice, CLV-based tier thresholds, per-segment marketing budget caps, and the ranked list of CLV mistakes.
Does PEKO calculate CLV automatically?
Yes. PEKO segments members by tier and tenure, recalculates nightly from POS and loyalty transactions, and shows the contribution-margin variant so you don't do margin maths by hand.
Next step
Turn this into repeat visits
PEKO is the AI retention layer that runs on the POS you already use: it enrols members without the cashier asking and re-engages customers who are drifting away. Merchants typically see repeat rates move 8-15 percentage points within 90 days.
Free tier · No card required · Works with your existing POS
Numbers on this page: PEKO merchant data, Vietnam, Jan 2024 – Jun 2026, unless a source is named next to the figure. See the datasets behind these numbers.
The PEKO ecosystem
PEKO and LOOP are two products from the same company. PEKO is the AI retention layer and runs alongside the POS you already use. LOOP is the AI-native POS that covers operations: recipe-level inventory, staff shifts, table plans and the kitchen display. Each works on its own, and run together they share one dataset, so nothing has to be entered twice. See PEKO + LOOP in one ecosystem
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Judge a rebook or no-show prediction by precision and recall at the threshold you will act on, plus lift over the base rate — not by a single accuracy percentage, which looks excellent whenever no-shows are rare.
Answer
How do you calculate guest lifetime value from reservation history?
Guest lifetime value from reservation history = (average contribution margin per attended cover) × (covers per booking) × (bookings per year) × (expected years retained) — count attended bookings only, and subtract no-shows and cancellations before you multiply.
Answer
How do you read a visit heatmap to find an F&B venue's true peak hours?
Plot transactions on a 7-day × 24-hour grid, then normalise by staffing cost. A 'peak' is only profitable if revenue per staff-hour exceeds 2.4× the hourly wage. Most cafés have one fake peak (Saturday 14:00) that loses money.