Ramayan Tiwari is an engineer in the Data and Insights Organization at Netflix, where he oversees the ingestion and processing of user behavior and app analytics events. His most recent work focuses on applying real-time stream processing for developing fact and feature stores for ML and recommendation use-cases. Before Netflix, Ramayan worked at Cruise Automation to develop storage solutions for events generated from self-driving cars, Salesforce in their distributed job scheduler, and Amazon's metadata service.