Integrations

API Rate Limits Without Uptime Regressions

Design clients, retries, and alerts that stay within limits while keeping services available.

By Priya DesaiSRE Lead|Published December 23, 2025|7 min read
Developer working on API integrations

Design clients for limits

Centralize rate-limit handling with token buckets and request coalescing. Shared middleware prevents every team from reinventing retry logic and accidentally DDoSing upstreams.

Surface limit headers to logs and dashboards so you can see exhaustion coming and shape traffic. Normalize limit headers across vendors for easier alerting.

Differentiate traffic by customer tier or feature; throttle non-critical work first when budgets get tight.

Most rate-limit outages are preventable with patient clients.

Retry responsibly

Use exponential backoff with jitter and cap retries based on user impact. Never retry non-idempotent calls without a compensation path.

Separate idempotent and non-idempotent calls so you do not amplify outages. Queue background work while keeping customer-facing requests responsive with cached results.

Test retry logic in staging with forced 429s and 5xx responses to confirm clients shed load instead of stampeding.

Monitor upstreams

Track vendor 429s, remaining quota, and latency with Watch.Dog and alert before customers feel it. Tag alerts with the vendor name and region for fast triage.

Test sandbox keys and production keys separately to avoid surprises. Many vendors throttle sandboxes differently or return weaker headers.

Alert customer success when throttling happens so they can preempt tickets and offer workarounds.

Plan for spikes

Pre-compute reports and heavy workflows before peak traffic. For known surges (launches, seasonal events), negotiate temporary quota increases with vendors.

Document a fail-open or fail-soft strategy per endpoint: when to serve cached data, when to queue work, and when to block to protect the platform.

Article stats

  • Author: Priya Desai
  • Role: SRE Lead
  • Published: December 23, 2025
  • Reading time: 7 min

Tags

#api#rate limits#uptime#watchdog

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