Alibaba Cloud Observability

Jun 16, 2025 · Artificial Intelligence

Mastering AI Application Observability: From Metrics to Full‑Stack Tracing

This article explains why cost and performance are critical in the AI era, outlines the three main pain points of AI application development, and details a full‑stack observability solution—including architecture layers, key metrics like TTFT and TPOT, OpenTelemetry tracing, and practical tips for frameworks such as Dify—integrated into Alibaba Cloud CloudMonitor 2.0.