Mr. Aditya Gupta

Intelligent Telemetry: Scaling Trace Ingestion and Inference with AI Models

Abstract:

As microservices grow in complexity, engineering teams on Google Cloud need scalable, intelligent tracing systems that go beyond simple dashboards. This talk explores how to architect high-performance trace ingestion and processing workflows using GCP’s native tools like Cloud Trace, Cloud Logging, and Pub/Sub, while augmenting them with AI-driven prioritization and noise reduction. We’ll also show how Docker-based workloads running on GKE or Cloud Run can emit structured telemetry via OpenTelemetry agents, enabling consistent observability across environments. Lightweight ML models are then used to detect anomalies, rank spans by risk, and surface causal chains in real time. Drawing on production-scale patterns and observability frameworks, this session helps developers modernize their tracing architecture, reduce telemetry costs, and make debugging faster and smarter.

Profile:

Aditya Gupta is a Senior Member of IEEE and distinguished cloud observability engineer at the world's largest cloud service provider, where he leads critical infrastructure processing over 1 million transactions per second for global enterprises and government agencies. As a pioneering researcher in machine learning and distributed systems, he has authored 15+ peer-reviewed publications with multiple citations across premier IEEE, Springer, and Elsevier venues, establishing foundational methodologies in XGBoost validation that are cited globally across healthcare, environmental science, and educational technology. Over the past decade, he has conducted numerous peer reviews for top-tier journals and conferences, earning recognition as a top-percentile reviewer in computer science. Mr. Gupta serves as Session Chair at multiple international IEEE and Springer conferences and is an invited speaker at premier venues across North America, Europe, and Asia. He holds fellowships in prestigious organizations, while serving as a judge for U.S. Department of State fellowship programs and international innovation competitions. His technical expertise spans cloud observability, distributed systems, machine learning, and cybersecurity, with thought leadership articles reaching millions of readers across premier developer platforms. Mr. Gupta represents the intersection of academic rigor and industry innovation, with measurable impact on both global research communities and critical infrastructure systems serving millions worldwide.