ab-test-setup
FreePlan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
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Design payment architecture independent of any single processor — gateway selection, payment intents, idempotency, webhook reliability, reconciliation, PCI scope, fraud, and refunds. Complements processor-specific skills. Triggers: choosing a PSP, designing webhook handling, reducing PCI scope, reconciling payments.
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The payment layer must never double-charge, never lose a webhook, and never widen PCI scope. This skill designs the processor-agnostic architecture; processor-specific implementation (e.g. Stripe) is a handoff.
Gather: markets/currencies, payment methods (cards, wallets, local methods), capture model (immediate vs auth/capture), subscription needs, and goal (design the architecture, harden webhooks, or audit an existing integration).
| Mode | Trigger | Output |
|---|---|---|
| Design | design | Gateway choice + payment flow + PCI strategy |
| Webhooks | webhooks | Reliable, idempotent webhook handling design |
| Audit | audit | Risk review of an existing integration |
Use the payment intent model regardless of processor: create intent → confirm → succeeded/failed, with status mirrored onto the order.
| Principle | Why |
|---|---|
| Idempotency keys on every create/charge | A retried request must not double-charge |
| Server-authoritative amounts | Never trust client-sent totals; re-price server-side |
| Auth then capture (where supported) | Capture at fulfillment, not at order placement |
| Money as integer minor units | No floats for currency, ever |
Webhooks are the source of truth for async payment outcomes — treat them as unreliable transport:
For the persist-ack-process pattern, retry/backoff, and reconciliation report design, apply the principles above and hand processor specifics to stripe-integration-expert.
payment.refunded to the order lifecycle.| Request | Output |
|---|---|
| Design | Gateway selection + intent flow + PCI scope plan |
| Webhooks | Idempotent handler design + reconciliation plan |
| Audit | Findings: SECURE / CONCERNS / FAIL per area |
A payment architecture is SECURE when charges are idempotent, amounts are server-authoritative, webhooks are signature-verified and deduplicated, money is integer minor units, and PCI scope is minimized.
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Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
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