Traces Are Not Your Business Logic

Traces Are Not Your Business Logic

Distributed traces track how your system processed a single request — not what your customers did over time. Confusing the two leads to poorly instrumented systems.

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Mukta Aphale

Mukta Aphale

Logs vs Metrics: A Practical Guide for Engineers

Metrics tell you something is wrong. Logs tell you what is wrong. A practical guide on when to use each for effective observability.

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Mukta Aphale

Mukta Aphale

High Cardinality Metrics - Control Room

Why High-Cardinality Metrics Break Everything

What actually breaks when teams add high cardinality metrics and why those failures are hard to avoid unless the system is built for it.

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Prathamesh Sonpatki

Prathamesh Sonpatki

Mukta Aphale

Mukta Aphale