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Graceful shutdown is often overlooked in large-scale systems, but when you’re running a recommendation engine like StreamSocial across many services and data streams, it’s essential. In this session we deep-dive into shutdown sequence design: how to unregister from messaging queues, pause ingestion, flush state to durable storage, complete pending requests, and finally shut down services without disrupting your system or losing model state. Keywords like “graceful shutdown microservices”, “streaming recommendation engine architecture”, and “real-time data pipeline shutdown patterns” are front and centre. Whether your focus is on reliability, uptime, or data integrity, this video equips you with patterns and anti-patterns drawn from real production-scale setups.