Convergence tests in Calculus II are methods used to determine whether an infinite series converges or diverges. These tests include the ratio test, root test, integral test, and comparison tests, among others. They are important because they allow us to understand the behavior of series, which has implications in various fields such as engineering, physics, and economics, where series can model real-world phenomena.