How to Diagnose Retry Storms on 429/503
When clients keep retrying immediately after 429/503, incidents can last longer. The fastest path is to check Retry-After and real retry behavior together.
Typical symptoms
- Request rate does not drop even after 429/503 responses
- Retry-After is present but clients do not wait
- Only specific clients show excessive retries
Diagnostic steps
- 1) Capture real status/Date/Retry-After values with Response Headers Parser
- 2) Use Retry-After Inspect to classify delta-seconds vs HTTP-date
- 3) Confirm intended semantics of 429/503 with HTTP Status Inspect
- 4) Use Server-Timing Inspect to correlate overload windows with retry bursts
- 5) Validate client implementation (wait units, retry cap, jitter)
Common causes
- Retry-After seconds are treated as milliseconds
- On HTTP-date parse failure, clients fall back to immediate retry
- SDK enforces fixed waits and ignores Retry-After values
- Client/server clock drift breaks wait-time calculations
Operational checklist
- Inventory Retry-After endpoints and include them in monitoring
- Require exponential backoff with jitter in retry logic
- Log 429/503 reason codes and retry counts
- Monitor NTP sync continuously to detect clock drift early
Post-fix verification
- Verify retry intervals follow Retry-After values
- Confirm peak traffic drops during retry-heavy periods
- Ensure throughput recovers normally after incident resolution
Tools to use
- HTTP Header Parser
- Response Headers Parser
- Retry-After Inspect
- HTTP Status Inspect
- Server-Timing Inspect
FAQ
- Is Retry-After returned as seconds or date?
- Both are valid. Always detect whether it is delta-seconds or HTTP-date from actual values.
- What is the minimum requirement to stop retry storms?
- Implement all four together: Retry-After compliance, exponential backoff, jitter, and retry caps.
Referenced specs
Next to view (diagnostic order)
These links are generated from site_map rules in recommended diagnostic order.
- HTTP Header Parser — Parse raw headers into structured lists
- Response Headers Parser — Parse response headers into structured data
- Retry-After Inspect — Parse Retry-After and inspect retry wait behavior
- HTTP Status Inspect — Analyze HTTP status codes and suggest handling direction
- Server-Timing Inspect — Parse Server-Timing and inspect latency metrics
- Symptom-Based Diagnostic Guide (Start Here) — A central hub that routes cache/CORS/JWT/MIME incidents into shortest symptom-first diagnostic paths
- How to Diagnose Missing 304 Responses — Trace ETag/Last-Modified and If-* round trips to isolate missing 304 behavior
- How to Diagnose Stale Content After Deployment — Check cache policy by HTML/API/static assets to isolate stale deployment issues quickly
Same-theme links
Scenario Clusters
Operational incident scenarios that route you into the shortest diagnostic path
- Symptom-Based Diagnostic Guide (Start Here) — A central hub that routes cache/CORS/JWT/MIME incidents into shortest symptom-first diagnostic paths
- How to Diagnose Missing 304 Responses — Trace ETag/Last-Modified and If-* round trips to isolate missing 304 behavior
- How to Diagnose Stale Content After Deployment — Check cache policy by HTML/API/static assets to isolate stale deployment issues quickly
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