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API returns HTTP 429 loop

A client continually exceeds the limit spleen of an API

TopicIT troubleshooting → About 2 min read

A client continually exceeds the limit spleen of an API.

Probable causes

  • aggressive retry
  • quota
  • several workers

Verifications.

  1. Limit the impact. — Identify whether an endpoint, service, or whole site is affected.
  2. Collect evidence. — Keep the exact error message, timestamp, and associated logs.
  3. Test the simplest hypothesis first. — Compare the affected system with a known-good path.
  4. Correct the confirmed cause and validate the result. — Apply one controlled change at a time and retest.

Solutions.

  • Correct the confirmed cause rather than the symptom.
  • Document the change and its result.
  • Establish monitoring if the fault can recur.

When to escalate?

Escalate if the impact expands, data are at risk, or remediation requires an irreversible change.

HTTP 429 rate-limit focus

A repeated 429 response means the client continues to exceed a rate or quota policy, or retries too aggressively after being throttled. The correct fix is usually pacing and request design rather than simply increasing the timeout.

What to verify

  • Read response headers and API documentation for retry guidance, remaining quota and the scope of the limit.
  • Measure request concurrency and identify retry loops that multiply traffic after the first 429.
  • Check whether several workers, users or environments share the same token, IP-based quota or tenant limit.
  • Look for calls that can be cached, batched or deduplicated instead of repeated.

Resolution path

Honor Retry-After when provided and implement bounded exponential backoff with jitter. Reduce parallelism and remove immediate recursive retries that turn throttling into a sustained loop.

Validation

Run the same workload at the intended production rate and confirm that request throughput remains stable without a new burst of 429 responses.

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