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This session takes a technical look at how HorizonDB’s architecture differs from upstream PostgreSQL and what trade-offs are involved when adapting PostgreSQL for large-scale, cloud native deployments. Using HorizonDB as a concrete case study, the talk will explore architectural patterns such as compute storage separation, high-availability design, failover mechanisms, and replica management, and discuss how these design choices impact performance, scalability, and operational complexity.