Sneha Shambula

Scalable Anomaly Detection for Cloud Operations: From Research to Production-Scale Systems

Abstract:

Translating machine learning research into reliable production cloud systems remains a critical engineering challenge. This talk examines anomaly detection architectures, real-time observability, and intelligent automation pipelines, presenting practical approaches for deploying production-grade ML systems across large-scale distributed environments that perform reliably under real-world operational demands.

Profile:

Sneha Shambula is a Senior Software Engineer at Amazon Web Services with 10 years of experience building and operating large-scale distributed cloud systems. She specializes in anomaly detection, intelligent automation, and resilience engineering for production environments. She is also a published researcher and serves as a peer reviewer for international conferences in cloud computing and infrastructure security.