ClickHouse Cloud demonstrated competitive performance against major cloud data warehouses on the TPC-H benchmark, ranking first in cost-performance on SF100 (100GB dataset) and executing all 22 queries at SF10 scale for less than one cent. The result stems from two years of focused engineering improvements to join operations that delivered a 26x overall performance improvement.