DevOps & Infrastructure

FastAPI & OpenTelemetry: Distributed Tracing, Prometheus Metrics & Grafana

Diagnose millisecond-level bottlenecks across SQL queries, Redis calls, and LLM streaming responses with OpenTelemetry tracing.

4 min

Why Distributed Tracing Is Mandatory for AI Backends

When an API request takes 3 seconds, OpenTelemetry spans immediately reveal whether the bottleneck originated in the LLM streaming call, an unindexed database query, or Redis lock contention.