iGaming marketing metrics answer different questions. First-time depositors (FTDs) count an acquisition event. Customer acquisition cost (CAC) measures the cost of acquiring a defined customer cohort. Lifetime value (LTV) estimates that cohort's future contribution. Payback measures how long the cohort takes to recover its acquisition cost.
A campaign can deliver its promised FTD count and still fail to recover its cost. The explanation may be expensive acquisition, low subsequent activity, deductions from gaming revenue or a reporting window too short to judge the result. A deposit total alone cannot settle the question.
For operator finance teams, marketing managers and agency buyers, the useful comparison is a cohort with a written qualification rule, reconciled costs and the same observation period. This guide explains that reporting method. All campaign numbers below are hypothetical teaching examples, not operator disclosures or industry benchmarks. Public sources were checked on 1 October 2026.
Define the FTD before buying the traffic
An FTD is a first-time depositor: a customer who completes a first deposit within the reporting scope. A usable definition identifies the customer, the brand or group boundary, the successful payment state and the event date. A commission-qualified FTD also has to satisfy the applicable commercial agreement.
The distinction is concrete in Betsson Group Affiliates' terms, clause 1.17. Its definition of a new customer includes a first deposit meeting the applicable minimum. For CPA and hybrid structures with a CPA component, it also specifies a deposit within 60 days of registration and excludes certain connected persons. That is one programme's definition, not a rule for every operator.
Write your own reporting scope before launch. Does "new" mean new to this casino brand or new to the whole group? Does a failed payment count? When can a fraud finding invalidate a commission? Which terms govern a player who registers near month end but deposits later? Keep the original event date and any later validation decision so an adjustment can be traced.
Suppose a hypothetical campaign produces 500 registrations, 125 successful first deposits and 100 qualifying acquisitions after validation. Registration-to-qualified-acquisition conversion is 20%; qualification among successful first deposits is 80%. Both are valid calculations, but neither should be presented simply as "conversion rate" without its denominator.
Acquisition totals also differ from active-customer totals. In Annex 1 of its 2025 annual report, page 145, Betsson AB defines active customers by play in the previous three months, without a deposit requirement. Dividing a marketing expense by that active base would answer a different question from acquisition CAC.
CPA versus CAC: specify which costs you include
Cost per acquisition (CPA) can mean a contractual payment for a qualifying customer or a calculated campaign ratio. Those meanings need separate labels. A EUR 100 affiliate commission does not establish that an operator's complete acquisition cost is EUR 100.
For the examples here, paid acquisition cost per qualified FTD equals paid media and acquisition commissions divided by qualified new customers. Acquisition CAC adds the allocated agency, creative, tracking and staff costs used to acquire that same cohort. These are the working definitions for this guide, rather than prescribed accounting standards.
Use costs attributable to the cohort, even when invoices arrive later. State how shared costs are allocated and apply that policy consistently. Separate acquisition work from retention work and general overhead; the same staff expense should not appear in both CAC and the subsequent contribution calculation.
In the hypothetical campaign, EUR 7,000 of media and EUR 3,000 of acquisition commissions produce a EUR 100 paid cost per qualified FTD. Add EUR 4,000 of allocated acquisition costs and CAC becomes EUR 140. Using all 125 initial deposit events would instead produce EUR 80 for the paid ratio, but would hide the difference between initial deposits and qualifying customers.
Channel selection belongs in a separate discussion. Our SEO, PPC and affiliate traffic guide explains where acquisition comes from. This article concerns what the resulting customers cost and contribute, regardless of the channel's name.
Build a contribution measure before calculating LTV
A player deposit funds an account. It does not, by itself, measure gaming revenue or contribution. Betsson AB's annual-report definitions distinguish deposits, revenue after specified player-related deductions and gross profit after variable costs. The precise financial boundary matters more than the shorthand printed on a dashboard.
Start with the operator's documented revenue measure, then reconcile the deductions already included. Our GGR, GGY and NGR guide explains why these labels cannot be compared without checking their definitions. An affiliate agreement's net-revenue base may also differ from a finance team's cohort contribution measure.
For this guide, cohort contribution before acquisition cost means gaming revenue after the agreed revenue deductions, less applicable gaming taxes, supplier fees, payment costs, ongoing affiliate commissions, fraud losses and variable servicing costs that have not already been deducted. State the actual boundary in the report. This is an analytical measure, not a claim of net profit or a substitute for statutory accounts.
A hypothetical reconciliation starts with EUR 12,000 of NGR that already includes bonuses and gaming taxes. Subtract EUR 1,500 of supplier costs, EUR 900 of payment costs, EUR 500 of ongoing commissions and EUR 100 of fraud losses. Contribution is EUR 9,000. Deducting the bonuses or taxes again would understate it; omitting those remaining costs would overstate it.
The EUR 3,000 acquisition commission in our CAC example is distinct from the EUR 500 ongoing commission here. If the same charge appears in both systems, reconcile it before calculating payback. Initial acquisition cost is counted once, at acquisition.
LTV: observed value and forecast value need separate columns
Contribution LTV is the expected cumulative contribution per acquired customer over the defined customer lifetime, before initial acquisition cost. It requires assumptions about future activity, margin and cost. Contribution already earned over 30, 60 or 90 days is an observation, not a completed lifetime forecast.
Divide cohort contribution by the original acquired population, including customers who stop playing. Using only those still active raises the value per customer by changing the population. Compare the result with CAC calculated for that same population. A customer's first deposit cannot reveal future contribution, retention or the cost of serving the account.
A transparent forecast adds expected contribution for each future period to the observed value. If discounting future periods, state the rate and period length; a monthly rate must be applied to monthly periods. Label the forecast horizon, assumptions and any value assigned beyond that horizon. Publish a range when the evidence cannot support a single estimate.
Stress-test lower activity, weaker margin and higher costs separately. A model can estimate recovery within six months while the observed cohort remains below acquisition cost at day 90. Report both states. Small cohorts also need caution: a few unusually large wins or losses can change the total without establishing a repeatable channel result.
Two cohorts with identical FTDs and different payback
The following scenarios have identical qualification rules, paid acquisition cost and allocated acquisition costs. Each contains 100 qualified customers. The contribution figures are invented to demonstrate the arithmetic; they are not estimates of any named operator's performance.
Each reporting period covers 30 days after the customer's qualifying first deposit. The table sums those matched customer-age windows, so day 90 means 90 days of observation for every customer. Contribution excludes initial acquisition cost, which is compared with the cumulative total once.
| Cohort measure | Scenario A: faster recovery | Scenario B: slower recovery |
|---|---|---|
| Qualified new customers | 100 | 100 |
| Paid acquisition cost | EUR 10,000 | EUR 10,000 |
| Allocated acquisition costs | EUR 4,000 | EUR 4,000 |
| Total acquisition cost | EUR 14,000 | EUR 14,000 |
| Paid cost per qualified FTD | EUR 100 | EUR 100 |
| Acquisition CAC | EUR 140 | EUR 140 |
| Contribution, days 1 to 30 | EUR 9,000 | EUR 6,000 |
| Contribution, days 31 to 60 | EUR 4,000 | EUR 2,000 |
| Contribution, days 61 to 90 | EUR 2,000 | EUR 1,000 |
| Cumulative contribution at day 90 | EUR 15,000 | EUR 9,000 |
| Day-90 contribution per acquired customer | EUR 150 | EUR 90 |
| Contribution less acquisition cost at day 90 | EUR 1,000 | -EUR 5,000 |
| Payback within the observation window | Reached in days 61 to 90 | Not reached by day 90 |
Scenario A has earned EUR 13,000 by day 60, still EUR 1,000 below acquisition cost. By day 90 it has earned EUR 15,000 and recovered EUR 14,000. The period totals establish recovery in the third window, not the exact day; identifying that day requires a daily cumulative ledger.
Scenario B has earned EUR 9,000 by day 90. The remaining EUR 5,000 could be recovered later, but this table cannot prove that it will be. Its observed result is "not reached by day 90", rather than an invented payback date. Neither scenario's day-90 value should be labelled lifetime LTV.
Reconcile attribution, customer identity and cohort age
Google Analytics describes attribution as allocating credit to touchpoints. Its attribution documentation distinguishes data-driven attribution from last-click models. A changed allocation can alter the channel's credited acquisitions without changing the operator's actual customer count.
Report the attribution model and lookback window alongside the campaign result. Keep total qualified customers deduplicated, even when several channels claim influence. Attribution describes assigned credit; establishing incremental acquisitions requires a separate evaluation, such as an appropriately designed controlled experiment.
Scope is another source of mismatches. Google's channel-group documentation separates first-user, session and event channel dimensions. An acquisition source, a later session source and credit for a deposit event can therefore answer different questions. Comparing them as though they were identical creates misleading channel rankings.
Use the operator's account and payment records to establish qualification, then join attribution data through a permitted, stable identifier. Our player account management guide describes the operational records behind that process. Analytics clicks cannot replace evidence that the deposit succeeded and the customer met the reporting rule.
Keep customer-age windows consistent. A cohort acquired recently has had less time to contribute than one observed for 90 days. Mark immature cohorts as incomplete instead of treating their missing future periods as zero performance. Retain cohort totals when customers become inactive; activity and contribution can be reported separately.
A reporting checklist for agencies and operators
Ask an agency to reconcile activity with operator outcomes before extending a campaign. The iGaming marketing agency shortlist covers provider selection; a reporting requirement should form part of the proposed work, not appear only after a disappointing result.
- Define the qualifying event, customer boundary, exclusions and validation date.
- Reconcile paid acquisition costs and allocated acquisition costs with the chosen cohort.
- Document the revenue-to-contribution calculation and check every deduction for double counting.
- Compare original cohort populations at matched ages, with the attribution model stated.
- Show observed contribution, forecast LTV and achieved or unreached payback separately.
Customer protection remains a constraint on the model. For remote licensees in Great Britain, the Gambling Commission's Requirement 10 guidance addresses preventing marketing and new bonus uptake where strong indicators of harm are identified. Commercial value must not override that restriction. Our UK affiliate marketing rules guide provides related jurisdiction-specific context.
Record marketing restrictions and closures without removing those customers retrospectively to improve the cohort's economics. Forecasts should respect those restrictions rather than assume continued promotion. This guide is a reporting method, not legal or investment advice; contracts, accounting policies and local rules determine the applicable business treatment.
Before increasing the budget, take one mature cohort through this reconciliation. An iGaming marketing metrics report should let finance reproduce its qualified FTD count, CAC and earned contribution, then distinguish the remaining forecast from money already recovered.
Frequently asked questions
What is an FTD in iGaming marketing?
An FTD is a first-time depositor within a defined brand or group reporting scope. Commission eligibility may add minimum-deposit, timing or exclusion conditions. Record successful first deposits and qualified acquisitions separately when they differ, so the campaign report can be reconciled with the operator's records and the commercial agreement.
How do you calculate casino customer acquisition cost?
Divide the acquisition costs attributable to a cohort by its qualified new customers. State whether the numerator includes only media and acquisition commissions or also allocated agency, creative, tracking and staff costs. Use the same customer definition and allocation policy when comparing channels, and avoid counting a cost twice.
Can the first deposit establish a customer's LTV?
No. The deposit identifies an acquisition event and funds the account; it does not establish future contribution. Contribution LTV needs assumptions about future activity, revenue deductions and servicing costs. Keep contribution observed over a fixed window separate from projected lifetime value, and include inactive customers in the original cohort denominator.
How is payback calculated for an iGaming cohort?
Track cumulative contribution before initial acquisition cost against the cohort's acquisition spend. Payback is reached when that contribution recovers the spend. If it remains below spend at the observation date, report that recovery has not yet been reached. Period totals locate the recovery window; daily records establish a precise date.
What is a good CAC or LTV-to-CAC ratio for a casino?
There is no universal target established by this guide. A meaningful threshold depends on the market, cost boundary, expected contribution, uncertainty and available funding. Compare CAC with value calculated for the same customers and horizon. A 90-day contribution-to-CAC ratio should not be presented as a forecast lifetime ratio.