How NULL Values Silently Degrade ClickHouse Performance

NULL value handling significantly impacts ClickHouse performance through effects on compression, indexing, and memory usage, but remains frequently overlooked in database optimization efforts. Understanding these hidden costs is essential for anyone optimizing large-scale analytics queries. Organizations using ClickHouse should revisit their schema design to minimize unnecessary NULLs and improve overall system efficiency.