Snowflake improves the performance of queries designed to filter out a significant amount of data through the use of pruning. Pruning eliminates unnecessary data blocks from being scanned by using metadata stored about the data blocks. This means only the relevant portions of the data are read and processed, leading to more efficient and faster query performance.