UniQL introduces a new benchmark for evaluating text-to-SQL models across 16 SQL dialects, addressing the limitations of existing benchmarks that focus primarily on SQLite. The findings reveal significant performance gaps in current models, emphasizing the need for more dialect-aware approaches in the industry.