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[Eval][v1][en] Third-party payment gateway timeouts cascade into checkout outage

service: checkout-svccreated: 5/25/2026, 10:21:26 PM

Raw incident context

Time: 18:40 UTC. checkout-svc starts returning HTTP 504 to ~78% of checkout attempts.

Symptoms:
- p99 latency: 28s (hitting our 30s gateway timeout)
- Success rate: 22% (down from 99.5%)
- Thread pool utilization: 100% (all 200 worker threads blocked)
- Inbound queue depth: 4200 requests (queue limit 5000)

Downstream calls (from APM):
- Stripe Connect API (/v1/payment_intents): p99 jumped from 800ms to 27s
- Stripe status page: "Investigating elevated latency for Connect endpoints in us-east-1" (posted 18:35 UTC)
- All other downstream deps (auth-svc, fraud-svc) normal

Our config:
- Stripe call timeout: 30s (matches inbound)
- No circuit breaker on Stripe client
- No bulkhead — Stripe calls share the main worker thread pool

Customer impact:
- Failed checkouts: ~3000 in 5min
- Estimated lost GMV: $180k (so far)

On-call:
- 18:38 — pager
- 18:41 — confirmed Stripe is the culprit (status page + APM)
- 18:43 — debating: wait it out vs disable Stripe path entirely

Summary

SEV1

Checkout success rate dropped to 22% due to Stripe Connect API latency spike (p99 27s) exhausting the shared worker thread pool. All 200 threads blocked waiting on Stripe responses, causing HTTP 504s for 78% of requests. Estimated $180k GMV lost in 5 minutes.

Severity reasoning: User-facing outage with revenue impact (estimated $180k GMV lost). Full degradation of checkout for 78% of users, meeting SEV1 criteria.

deepseek-chat·prompt v1·output: en·9682ms

Root cause hypotheses

  • highStripe Connect API experiencing elevated latency in us-east-1, causing downstream timeouts

    Evidence: Stripe status page confirms 'Investigating elevated latency for Connect endpoints in us-east-1' posted 18:35 UTC. APM shows Stripe /v1/payment_intents p99 jumped from 800ms to 27s.

  • highNo circuit breaker on Stripe client allows all threads to block, leading to thread pool exhaustion

    Evidence: Thread pool utilization at 100% with all 200 threads blocked. Inbound queue depth 4200. No circuit breaker configured.

  • mediumStripe call timeout (30s) matches inbound gateway timeout, causing cascading failures

    Evidence: p99 latency 28s hitting 30s timeout. No bulkhead isolation for Stripe calls.

Investigation checklist

  1. Confirm Stripe status page for ongoing incident
    curl -s https://status.stripe.com/api/v1/incidents | jq '.incidents[] | select(.status != "resolved")'

    Expected: Active incident for Connect endpoints in us-east-1

  2. Check thread pool metrics in checkout-svc
    kubectl exec deploy/checkout-svc -- curl -s localhost:8080/metrics | grep -E 'tomcat_threads|jvm_threads'

    Expected: tomcat_threads_busy == 200, tomcat_threads_max == 200

  3. Verify downstream dependency latencies in APM
    kubectl exec deploy/checkout-svc -- curl -s localhost:8080/actuator/health | jq '.components.stripe'

    Expected: Stripe health check failing or latency > 20s

  4. Check inbound queue depth
    kubectl exec deploy/checkout-svc -- curl -s localhost:8080/metrics | grep 'http_server_requests_seconds_max'

    Expected: Queue depth near 5000 limit

Mitigation plan

  • Enable circuit breaker on Stripe client with fallback to fail-fast (return 503 immediately) to protect thread pool

    Risk: All Stripe-dependent checkouts will fail fast instead of timing out; may increase error rate but prevents thread exhaustion

    Rollback: Disable circuit breaker via feature flag or config revert

  • If Stripe incident persists, temporarily disable Stripe payment path and fall back to alternative payment provider or show maintenance page

    Risk: Loss of Stripe payment capability; may impact revenue but prevents total checkout failure

    Rollback: Re-enable Stripe path once status page shows resolved

  • Scale up checkout-svc replicas to increase thread pool capacity while Stripe is degraded

    Risk: May increase load on Stripe; temporary measure

    Rollback: Scale down to original replicas after incident

Customer impact

Approximately 78% of checkout attempts are failing with HTTP 504 errors. Users cannot complete purchases. Estimated 3000 failed checkouts in 5 minutes, with $180k GMV lost. No ETA for resolution; depends on Stripe recovery.

Postmortem draft

Postmortem: Checkout Service Outage

Date: YYYY-MM-DD Severity: SEV1 Duration: TBD

Summary

Checkout success rate dropped from 99.5% to 22% due to Stripe Connect API latency spike. Thread pool exhaustion caused cascading failures.

Timeline

  • 18:35 UTC: Stripe status page reports elevated latency
  • 18:38 UTC: Pager alert for checkout-svc
  • 18:41 UTC: Confirmed Stripe as root cause
  • 18:43 UTC: Mitigation actions started

Impact

  • 3000 failed checkouts
  • $180k GMV lost
  • p99 latency 28s

Root Cause

Stripe Connect API latency spike (p99 27s) combined with lack of circuit breaker and bulkhead isolation.

What Went Well

  • Quick detection via pager
  • Accurate root cause identification via APM and status page

What Went Poorly

  • No circuit breaker on Stripe client
  • No bulkhead for downstream calls
  • Timeout configuration matched inbound timeout

Action Items

  • [ ] Add circuit breaker to Stripe client (P0)
  • [ ] Implement bulkhead pattern for downstream dependencies (P1)
  • [ ] Reduce Stripe timeout to 5s with retry (P1)
  • [ ] Add monitoring for thread pool utilization (P2)

Follow-ups

  • P0Add circuit breaker to Stripe client with fallbackservice owner
  • P1Implement bulkhead isolation for downstream callsservice owner
  • P1Reduce Stripe timeout to 5s with retry logicservice owner
  • P2Add thread pool utilization alerton-call SRE
  • P2Review all downstream dependency configurations for circuit breakersplatform team