Architecting for Speed: Advanced SQL Performance Tuning in the Lakehouse

SQL performance in cloud data platforms directly impacts cost and scalability. This guide covers advanced techniques like partition pruning, skew-aware joins, search optimization, memory tuning, and result caching. By avoiding common pitfalls like non-deterministic queries and SELECT *, engineers can reduce compute costs, eliminate bottlenecks, and build high-performance data systems.