In BigQuery, the require_partition_filter option forces users to include a filter on the partition column when querying a partitioned table. This prevents accidental full-table scans, which can significantly increase query cost and slow performance on large datasets. It is considered a best practice for large tables because it ensures partition pruning is always used, helping control costs and improve query efficiency.