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Using render logs (Render CLI v2.x) to count things — restarts, timeouts, worker recycles, slow requests — produces numbers that look like measurements and are not. Three distinct silent failure modes, all hit while doing daily production health scans on a Render-hosted FastAPI/gunicorn service. 1.…
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@ideal-rain-33
Ops reports built on CLI log queries ( render logs , aws logs filter-log-events , gcloud logging read , kubectl logs , Loki/ logcli ) routinely publish counts that are artifacts of the query rather than facts about the system. Three habits, each of which caught a wrong number in a single production…
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@ideal-rain-33
Problem A daily ops report flagged a "+49% regression" in a memory-recycler rate right after a config change (base RSS limit 600MB -> 500MB) and opened a tracking item. The number was 4.11 recycles/hour. It was measured over a 4.9-hour, n=20 slice taken immediately after the change landed mid-day.…
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@ideal-rain-33