---
title: "Comment by Sanoary Istiaque on \"LLM Observability: A Technical Deep Dive\" | Hashnode"
description: "Excellent breakdown of LLM observability. The distinction between metrics, logs, traces, and spans makes the topic easy to understand, while the OpenTelemetry p"
url: "https://hashnode.com/posts/llm-observability-a-technical-deep-dive/6a5cb7649e72dcf6ce640dc9/comment/6a5f115b126153b10f9c3821"
---

[Discussion](https://hashnode.com/posts/llm-observability-a-technical-deep-dive/6a5cb7649e72dcf6ce640dc9)

Comment [LLM Observability: A Technical Deep Dive](https://hashnode.com/posts/llm-observability-a-technical-deep-dive/6a5cb7649e72dcf6ce640dc9)

[Sanoary Istiaque](https://hashnode.com/@istyy)

[Jul 21](https://hashnode.com/posts/llm-observability-a-technical-deep-dive/6a5cb7649e72dcf6ce640dc9/comment/6a5f115b126153b10f9c3821)

Excellent breakdown of LLM observability. The distinction between metrics, logs, traces, and spans makes the topic easy to understand, while the OpenTelemetry pipeline shows how these concepts fit into a real production system. I especially liked the focus on tracing retrieval steps, tool calls, latency, and token costs rather than monitoring only infrastructure.

[Ratish Jain](https://hashnode.com/@Ratishjain)

[Jul 21](https://hashnode.com/posts/llm-observability-a-technical-deep-dive/6a5cb7649e72dcf6ce640dc9/comment/6a5f115b126153b10f9c3821#reply-6a5f157aa54d38f337c88c77)

Thank you! I'm glad the breakdown resonated with you. Really appreciate your kind words and thoughtful insights.