The Approximation Pattern is a design approach used in MongoDB to handle calculations that are resource-intensive or not mission-critical, allowing for fewer writes to the database while maintaining statistically valid numbers. This pattern is particularly useful in applications where data accuracy isn't crucial, such as city population estimates or website views, and can significantly improve performance by reducing write operations and CPU usage.