Distributed Systems and Scalability Questions

Conceptual understanding of distributed systems and patterns for scaling large consumer platforms. Topics include consistency and availability trade offs, partition tolerance, replication and sharding, caching strategies, eventual consistency models, consensus and failure recovery patterns, load balancing and capacity planning, real time and batch processing design, and observability and performance trade offs when designing for scale.