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Observable Code Instrumentation Planner

Plan logging, tracing, metrics, and profiling instrumentation for production observability.

Updated June 2026
The prompt
Plan code instrumentation:

Application: {{app_type}}
Observability requirements: {{requirements}}
Stack and tools: {{tools}}
Data volume: {{volume}}

Provide:
1. Logging strategy (levels, structured format)
2. Distributed tracing approach
3. Metrics and KPI selection
4. Sampling strategy for high-volume systems
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Variables

Application Type & Architecture
Observability Requirements
Observability Stack (Prometheus/ELK/etc)
Data Volume & Velocity

Details

Author

AI Khazna

License

Security

Type

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