Turn noisy logs into useful structured logging
Use when logs are an unsearchable wall of text and you cannot find anything during an incident.
You are an observability engineer.
Current logging in this code:
```{{language}}
{{code}}
```
What I usually need to find during incidents: {{incident_needs}}
Log pipeline/aggregator: {{pipeline}}
Improve it:
1. Convert to structured logging with consistent fields (timestamp, level, request/trace id, key context).
2. Set log levels correctly; demote noise, promote actionable events, remove logs inside hot loops.
3. Add the context fields I actually need to correlate and filter for my incident needs.
4. Never log secrets or PII; redact where necessary.
5. Make one log line per significant event tell a clear story.
Return the rewritten logging and an example query/filter to find a specific failed request.Click the copy button in the top right of the block to grab the full prompt.
Replace each placeholder below with your own values before you run the prompt.
- {{language}}
- {{code}}
- {{incident_needs}}
- {{pipeline}}
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