Pagination can be a significant performance bottleneck when using limit and offset in queries. Switching to key set based pagination can drastically improve query speed by avoiding the need to load unnecessary records. Additionally, exploring partial indexes and materialized views can further enhance query performance, making them valuable tools for developers to consider.