FTD (First Time Depositor) in iGaming: Definition, Formula and Why It Anchors Acquisition Reporting
First Time Depositor (FTD) is a player who has just made their first real-money deposit. It is the universal acquisition marker of iGaming: affiliates are paid on FTDs, marketing budgets are sized against FTDs and CRM lifecycle programmes start the day a player becomes an FTD. The…
TL;DR
First Time Depositor (FTD) is a player who has just made their first real-money deposit. It is the universal acquisition marker of iGaming: affiliates are paid on FTDs, marketing budgets are sized against FTDs and CRM lifecycle programmes start the day a player becomes an FTD. The metric is everywhere, which makes its precise definition and consistent counting more important than its analytical sophistication.
Formula
In its simplest form:
The deposit must be real money (not bonus credit), successfully completed (not pending or reversed) and the first one for that player ever. Some operators add a minimum amount threshold (e.g. first deposit above 5 EUR) to filter out test transactions and very small currency-conversion artefacts.
A typical warehouse-level aggregation:
Warehouse-level aggregationWITH first_dep AS (
SELECT
player_id,
MIN(deposit_date) AS ftd_date,
FIRST_VALUE(deposit_amount) OVER (
PARTITION BY player_id ORDER BY deposit_date
) AS ftd_amount
FROM deposits
WHERE deposit_status = 'completed'
GROUP BY player_id, deposit_amount, deposit_date
)
SELECT COUNT(*) AS ftd_count, SUM(ftd_amount) AS ftd_value
FROM first_dep
WHERE ftd_date BETWEEN :start AND :end;Why it matters in iGaming
FTD is the moment a registered player becomes a real customer. Everything downstream (LTV, retention, CRM lifecycle, affiliate payouts, channel ROI) anchors on the FTD event. For affiliate teams, FTD is often the contractual KPI: the affiliate is paid when the player first deposits. For marketing, CPA is calculated as marketing spend divided by FTDs. For CRM, the FTD date starts the player lifecycle clock. For finance, FTDs feed cohort revenue forecasts.
Different teams read FTD differently:
- Marketing tracks FTDs per channel as the primary acquisition success metric.
- Affiliate teams track FTDs against contractual definitions, which can differ subtly from internal definitions.
- CRM uses FTD date as the anchor for lifecycle programme triggers and cohort-based reporting.
- Finance models cohort revenue from FTD count times projected per-player revenue curves.
Because FTD is so widely used, even small definition inconsistencies cause large operational disputes. The most common is the difference between contractual FTD (what the affiliate gets paid on) and operational FTD (what the operator measures internally). Both are valid, but they need clear naming and reconciliation.
Common mistakes and how teams get FTD wrong
Counting failed or reversed deposits. A pending deposit that gets reversed, or a chargebacked first deposit, should not count as an FTD. Operators that count it produce inflated acquisition numbers and overpay affiliates against what was actually a non-event.
Confusing contractual and operational definitions. Affiliate contracts often define FTD with specific minimum amounts, time windows from registration or settlement requirements. Internal FTD definitions can be looser. Mixing them produces both overpayment and reporting confusion.
Mishandling re-registrations. A player who closed an account and registered again is sometimes counted as a new FTD when they re-deposit. This inflates acquisition numbers and is rarely justified. Most operators dedupe at the identity level, not the account level, for FTD reporting.
Including bonus credit as a deposit. Bonus credit awarded by the operator is not a deposit. Some legacy systems treat bonus awards as deposit events, which inflates FTD counts and breaks downstream cohort analytics.
Counting FTDs at registration date instead of deposit date. An FTD belongs to the period when the deposit happened, not when the player registered. Time-of-registration attribution distorts cohort analytics, especially when there is a meaningful gap between registration and first deposit.
Healthy ranges and benchmarks
FTD is an absolute count, scale-dependent. Useful framings:
- Registration-to-FTD conversion rate (FTDs as a share of registrations) is a strong acquisition quality signal, varying widely by channel and market.
- Time-from-registration-to-FTD distribution shows acquisition friction. Most FTDs happen within the first 24 to 48 hours after registration in well-converting funnels.
- FTD value distribution (median first deposit) varies dramatically by market and channel and is more useful than mean for understanding player mix.
- FTDs per channel divided by channel spend gives CPA, the foundational marketing efficiency metric.
These are framing patterns, not strict benchmarks. The most diagnostic comparisons are within an operator over time, by channel and by market.
How Gamblitude handles FTD
In Gamblitude, FTD is a governed Metric with explicit rules for completed deposits only, identity-level deduplication and minimum-amount thresholds where required. The platform tracks FTD date as a player Attribute, which anchors all cohort analytics and lifecycle reporting. Affiliate-contractual FTD variants coexist as separate Metrics where contracts require different definitions. CRM Lists and Insight Radar alerts trigger based on FTD events, so lifecycle programmes start cleanly the moment a player becomes a real customer.
FAQ
Closely related, often used interchangeably, but with regional differences. FTD (First Time Depositor) is the more common term globally. NDC (New Depositing Customer) is more common in some affiliate contexts and is sometimes defined with additional contractual requirements (minimum deposit amount, settlement requirement, time window from referral). The right approach is to confirm the definition in any specific contract or report.
Yes. Internal test transactions, currency-conversion artefacts and very small deposits (below typical operational thresholds) should be excluded from FTD reporting. Most operators apply a minimum amount filter, typically equivalent to 5 to 10 EUR, to keep the metric clean.
Because affiliate contracts typically define FTD with specific contractual rules: minimum deposit amount, settlement of the first bet, time window from referral click. Operators internally use a looser, more inclusive definition. Both are valid for their purposes, but the gap between them needs to be reconciled and named explicitly.
Not for an honest definition. The FTD is the first-ever deposit. A player who closes their account, re-registers and deposits again is sometimes counted as a new FTD by legacy systems, but this is generally an error. Identity-level deduplication is the cleaner approach.
Most FTDs in well-converting funnels happen within the first hour or two after registration. Operators with a meaningful gap between registration and FTD typically have friction in the deposit flow, the verification process or the bonus offer. The time-to-FTD distribution is one of the most useful diagnostic metrics for acquisition optimisation.
Further reading
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