Stripe Metric
Revenue
Time To First Payment = Timestamp of First Succeeded Charge - Customer Created Timestamp
Time To First Payment measures the elapsed time between when a customer record is created in Stripe and when that customer completes their first successful charge. Using the Stripe customer created timestamp and the timestamp of the earliest succeeded charge, it captures how quickly new accounts convert into paying customers. A shorter time indicates a smoother path from sign-up to revenue.
Full guide: definition, formula, and benchmarksStripeRevenueTime To First Payment
Time To First Payment measures the elapsed time between when a customer record is created in Stripe and when that customer completes their first successful charge. Using the Stripe customer created timestamp and the timestamp of the earliest succeeded charge, it captures how quickly new accounts convert into paying customers. A shorter time indicates a smoother path from sign-up to revenue.
How to calculate time to first payment
Why time to first payment matters for Stripe users
For any business billing through Stripe, the gap between creating a customer and collecting the first payment is a direct read on activation friction. A long Time To First Payment can signal a confusing checkout, a failed first attempt, or a trial that drags on without converting, all of which delay revenue and increase the risk that the account churns before it ever pays.
Tracking this metric helps you spot where onboarding stalls and where payment setup breaks down. When you segment it by plan, acquisition source, or region, you can see which cohorts convert fastest and where a card decline or an abandoned checkout is holding revenue back.
Understand and act on time to first payment with KPI Tree
Sync your Stripe customers and charges into your warehouse, then compute Time To First Payment in KPI Tree by pairing each customer created timestamp with the timestamp of their first succeeded charge. Place it in a metric tree alongside charge success rate and card decline rate so you can see how payment reliability feeds the speed of first conversion.
Assign RACI ownership so a growth or revenue lead is accountable for the metric, with onboarding and payments owners consulted on the drivers. Set a weekly or monthly review cadence in KPI Tree to watch the trend, react when first-payment time slips, and tie any improvement back to changes in your checkout or onboarding flow.
Get started with your Stripe data
MCPPull metrics from Stripe directly through the Model Context Protocol.
Connect your existing warehouse where Stripe data already lands.
Our professional services team can build you turn-key AI foundations in a matter of weeks. Data warehouse on Snowflake/BigQuery, ELT with Fivetran, all modelled in dbt with a semantic layer.
Related Stripe metrics
Charge Success Rate
PaymentsMetric Definition
Charge Success Rate = (Successful Charges / Total Charge Attempts) × 100
Charge success rate is the percentage of payment attempts that are successfully authorised and captured. It encompasses card network approvals, 3D Secure completions, and gateway processing outcomes.
Card Decline Rate
PaymentsMetric Definition
Card Decline Rate = (Declined Card Transactions / Total Card Transaction Attempts) × 100
Card decline rate is the percentage of card payment attempts that are refused by the issuing bank or card network. It captures both soft declines, which may succeed on retry, and hard declines, which require customer action to resolve.
Customer Lifetime Value
PaymentsMetric Definition
LTV = Average Revenue Per Customer × Average Customer Lifespan
Customer lifetime value (LTV) estimates the total revenue a customer will generate across all transactions over their relationship. For Stripe users, it aggregates both one-time and recurring payments into a comprehensive value figure.
Customer Acquisition Cost
PaymentsMetric Definition
CAC = Total Sales & Marketing Spend / New Paying Customers Acquired
Customer acquisition cost (CAC) is the total sales and marketing expenditure required to acquire one new paying customer. When paired with Stripe payment data, it links spend to verified first-payment events rather than sign-ups alone.
Explore time to first payment across integrations
All Stripe metrics
Average Revenue Per TransactionCharge Success RateChargeback RateCustomer Lifetime ValueDispute Resolution RateFailed Payment Recovery RateFraud Detection RateGross Payment VolumeMonthly Recurring RevenueNet RevenuePayment Method DistributionPayout Timing AnalysisRecurring vs One-Time RevenueRefund RateRevenue by CurrencyRevenue by ProductRevenue Growth RateRevenue Per CustomerSubscription Churn RateSubscription Growth RateSubscription Upgrade RateTransaction Fee AnalysisTransfer Volume AnalysisTrial Conversion RateVolume by Payment MethodCard Decline RateCohort Revenue AnalysisCustomer Acquisition CostDispute RateGross Profit MarginRepeat Customer RateAverage Revenue Per UserCAC Payback PeriodChurn RateCohort AnalysisCoupon Effectiveness AnalysisCustomer Segmentation AnalysisFailed Payment AnalysisGross Revenue RetentionInvoluntary Churn RateNet Revenue RetentionPayment Method PerformancePayment Retry Success RatePayment Success RatePlan Migration AnalysisRevenue Cohort AnalysisRevenue Concentration AnalysisSeasonal Revenue PatternsSubscription Change AnalysisSubscription Renewal RateEmpower your team to understand and act on Stripe data
Map what drives your metrics, measure progress at any grain, prove what works statistically, and deliver personalised action plans to every team member.
