This session shares practical lessons from operating and deploying large-scale distributed systems using open-source technologies. Attendees will learn proven approaches for reducing deployment risk through progressive delivery, feature flags, observability, and rollback strategies. The talk focuses on real-world engineering challenges and actionable practices that teams can adopt immediately to improve reliability, resilience, and developer productivity across cloud-native environments.