SEV-lite: retry-induced tail amplification during upstream 5xx burst

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Assessment

Difficulty
5/5
Estimated time
Over a week
Newbie friendliness
20/100
Issue type
Bug
Clarity
Needs clarification
Activity status
Stale
Tech stack
python

Research direction

The issue names no files, tests, or entry points in replit-py. First map how the package sends requests to Replit Database and handles upstream 5xx/429 responses; the work is complete only when the desired retry, concurrency, and rollback behavior is defined and verified under the described failure pattern.

Written by the indexing model from the issue text.

Description

Saw brief tail instability around Replit Database during the upstream turbulence on Thu, 30 Oct 2025, roughly 18:50–21:10 CET (Berlin). p95/p99 grew, short 5xx bursts, and queue length amplified via retries. Looks self-exciting under provider error spikes.

Minimal rollback guardrail I’ve used elsewhere, two steps:
1. jittered exponential backoff, tighter upstream timeouts on 5xx/429, and lower max in-flight per tenant;
2. rollback trigger when a short moving window breaches on p95 or error-rate, to contain queue expansion and keep autoscaler stable under intermittent upstream failure.

If helpful, I can share a tiny diff and a quick benchmark chart over email.
Reach me at capyhust@gmail.com.
@cbrewster @Zabot

Dominant language
Python
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