# How to Choose Full-Stack Observability for NVIDIA AI Factories

DevFeed: [How to Choose Full-Stack Observability for NVIDIA AI Factories](<https://devfeed.tech/articles/how-to-choose-full-stack-observability-for-nvidia-ai-factories-6847.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/how-to-choose-full-stack-observability-for-nvidia-ai-factories/>)

Author: Jorge Cardoso

Published: 2026-08-12T16:13:47Z

Content type: tutorial

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [observability](<https://devfeed.tech/topics/observability.md>), [AI Infrastructure](<https://devfeed.tech/topics/ai-infrastructure.md>), [NVIDIA DGX](<https://devfeed.tech/topics/nvidia-dgx.md>), [InfiniBand](<https://devfeed.tech/topics/infiniband.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>), [NCCL](<https://devfeed.tech/topics/nccl.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>)

Tags: [ai-factory](<https://devfeed.tech/tags/ai-factory.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [data-center-cloud](<https://devfeed.tech/tags/data-center-cloud.md>), [distributed-training](<https://devfeed.tech/tags/distributed-training.md>), [featured](<https://devfeed.tech/tags/featured.md>), [infiniband](<https://devfeed.tech/tags/infiniband.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [nccl](<https://devfeed.tech/tags/nccl.md>), [networking](<https://devfeed.tech/tags/networking.md>), [networking-communications](<https://devfeed.tech/tags/networking-communications.md>), [nvidia-dgx](<https://devfeed.tech/tags/nvidia-dgx.md>), [observability](<https://devfeed.tech/tags/observability.md>), [operations](<https://devfeed.tech/tags/operations.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [performance](<https://devfeed.tech/tags/performance.md>), [storage](<https://devfeed.tech/tags/storage.md>), [systems](<https://devfeed.tech/tags/systems.md>), [telemetry](<https://devfeed.tech/tags/telemetry.md>)

## AI overview

A practical guide to choosing a full-stack observability strategy for NVIDIA AI infrastructure. It explains how to connect telemetry across compute, networking, storage, orchestration, and applications, using an InfiniBand gray-failure example to show how degraded hardware and NCCL collective-operation delays can reduce distributed-training throughput.

## Source excerpt

AI infrastructure spans multiple layers, from compute and networking to storage, orchestration, and applications. When performance degrades, identifying the...