OliverDB demonstrates 9.67× faster query performance than Snowflake (8 ms vs 3.8 seconds) and uses 8× less compute in internal testing. The performance gains stem from columnar compression, elastic architecture, and optimized ingest-time processing, though results vary based on query characteristics and deployment factors.