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[Eval][v3][en] Third-party payment gateway timeouts cascade into checkout outage

service: checkout-svccreated: 6/2/2026, 11:58:49 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 from 99.5% to 22% due to upstream Stripe Connect API latency spike (p99 27s), causing thread pool exhaustion and 30s timeouts. Stripe status page confirms elevated latency for Connect endpoints in us-east-1 since 18:35 UTC. No circuit breaker or bulkhead on Stripe calls, leading to full thread pool saturation and cascading failures.

Severity reasoning: User-facing outage: error rate > 1% for >5 min (78% failure rate for 5+ minutes), revenue path broken (failed checkouts ~3000, lost GMV $180k). Matches SEV1 criteria.

deepseek-chat·prompt v3·output: en·12615ms·2002↑ / 1892↓ tok·$0.00262

Root cause hypotheses

  • highStripe Connect API latency spike causing thread pool exhaustion

    Evidence: APM shows Stripe /v1/payment_intents p99 jumped from 800ms to 27s; thread pool utilization 100%; success rate 22%.

  • highNo circuit breaker on Stripe client allows unbounded retries

    Evidence: Config review: no circuit breaker or bulkhead; Stripe calls share main worker thread pool.

  • mediumInbound request queue overflow causing additional timeouts

    Evidence: Queue depth 4200 (limit 5000), nearing capacity; could amplify failures.

  • highStripe API degradation due to regional issue in us-east-1

    Evidence: Stripe status page: 'Investigating elevated latency for Connect endpoints in us-east-1' posted 18:35 UTC.

  • lowApplication-level bug causing excessive Stripe calls per checkout

    Evidence: No evidence in context; normal call pattern assumed.

Investigation checklist

  1. Confirm Stripe latency via APM and logs
    kubectl logs -n prod -l app=checkout-svc --since=20m | grep -iE 'stripe|payment_intent|timeout' | tail -50

    Expected: Logs showing Stripe calls taking >20s or timing out

  2. Check thread pool and queue metrics
    curl -s http://checkout-svc:8080/metrics | grep -E 'thread_pool|queue_depth'

    Expected: thread_pool_utilization 1.0, queue_depth ~4200

  3. Verify Stripe status page
    curl -s https://status.stripe.com/api/v1/incidents | jq '.incidents[] | select(.status != "resolved")'

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

  4. Check downstream dependencies (auth-svc, fraud-svc) latency
    kubectl logs -n prod -l app=checkout-svc --since=20m | grep -iE 'auth|fraud' | tail -20

    Expected: Normal latency (<1s)

  5. Review circuit breaker configuration
    kubectl exec -n prod deploy/checkout-svc -- cat /app/config.yaml | grep -A5 'stripe'

    Expected: No circuit breaker or bulkhead configured

Mitigation plan

  • Enable circuit breaker for Stripe calls with fallback to fail-fast (e.g., return 503 immediately after 5s timeout)

    Risk: May cause partial checkout failures but prevents thread pool exhaustion; safe to rollback

    Rollback: Disable circuit breaker via feature flag or config reload

  • Increase thread pool size temporarily (e.g., from 200 to 400) to absorb latency spike

    Risk: May increase memory pressure; could mask underlying issue

    Rollback: Revert thread pool size to 200

  • Implement bulkhead for Stripe calls (dedicated thread pool of 50 threads)

    Risk: May limit throughput to Stripe; safe to rollback

    Rollback: Remove bulkhead config

  • If Stripe degradation persists >15 min, disable Stripe payment path and fall back to alternative provider or manual processing

    Risk: Lost revenue from Stripe payments; requires manual intervention

    Rollback: Re-enable Stripe path after Stripe resolves

Customer impact

Approximately 78% of checkout attempts are failing with a 504 error. Users see a timeout or error page after waiting up to 30 seconds. Estimated 3,000 failed checkouts in the last 5 minutes, resulting in approximately $180k lost revenue. No data loss; payments are not processed.

Postmortem draft

Summary

Checkout service experienced a severe degradation from 18:35 to [FILL IN] UTC due to upstream Stripe Connect API latency spike. Lack of circuit breaker and bulkhead led to thread pool exhaustion and cascading failures.

Timeline (UTC)

  • 18:35 - Stripe status page reports elevated latency for Connect endpoints in us-east-1
  • 18:38 - Pager alert for checkout-svc high error rate
  • 18:40 - Success rate drops to 22%, p99 latency 28s
  • 18:41 - Confirmed Stripe as culprit via APM and status page
  • 18:43 - Team debating mitigation options
  • [FILL IN] - Mitigation applied (circuit breaker enabled)
  • [FILL IN] - Service recovered

Impact

  • Error rate: 78% of checkout requests failed
  • Failed checkouts: ~3000 in 5 minutes
  • Lost GMV: ~$180k
  • Affected users: all users attempting checkout

Root Cause

Upstream Stripe Connect API latency spike (p99 27s) combined with lack of circuit breaker and bulkhead in checkout-svc. All worker threads blocked on Stripe calls, causing thread pool exhaustion and 30s timeouts.

Detection

Alert from pager at 18:38 based on error rate threshold. Stripe status page confirmed external issue.

Response

  • 18:38: Pager acknowledged
  • 18:41: Root cause identified
  • [FILL IN]: Mitigation deployed

What Went Well

  • Quick identification of upstream dependency
  • Stripe status page provided confirmation

What Went Poorly

  • No circuit breaker or bulkhead for critical dependency
  • No automated fallback to alternative payment provider
  • Thread pool exhaustion caused full outage

Action Items

  • [ ] Add circuit breaker to Stripe client (P0)
  • [ ] Implement bulkhead for Stripe calls (P0)
  • [ ] Set up synthetic monitoring for Stripe latency (P1)
  • [ ] Document runbook for Stripe degradation (P1)
  • [ ] Evaluate alternative payment provider for failover (P2)

Follow-ups

  • P0Add circuit breaker to Stripe client with fallbackcheckout-svc team
  • P0Implement bulkhead for Stripe calls (dedicated thread pool)checkout-svc team
  • P1Set up synthetic monitoring for Stripe latency and alertingplatform team
  • P1Document runbook for Stripe degradation with step-by-step mitigationon-call SRE
  • P2Evaluate alternative payment provider for failoverpayments-platform
  • P2Review thread pool sizing and queue limits for checkout-svccheckout-svc team