2nd International Conference on Sustainable Computing and Intelligent Systems (SCIS 2025)

Mr. Aditya Gupta

Intelligent Observability: Supercharging Cloud Diagnostics with Vertex AI

Abstract:

Finding the root cause of an issue in a microservices architecture can feel impossible. Sifting through logs and traces across dozens of services is slow and inefficient. While tools like Google Cloud Trace and AWS X-Ray give us the raw data, we need a smarter way to analyze it.

This session provides a practical guide to building an intelligent observability stack. We will explore how to leverage generative AI to supercharge your diagnostic workflow. Learn how to build models on Vertex AI that can analyze trace data to pinpoint bottlenecks, suggest root causes, and even predict cascading failures. We will discuss real-world examples to help you move from firefighting to building truly resilient, self-healing systems.