Cheeger Inequality provides a fundamental relationship between the edge expansion of a graph and the second smallest eigenvalue of its Laplacian matrix, offering insights into the graph's connectivity properties. This inequality is pivotal in spectral graph theory, as it bridges combinatorial and spectral perspectives, aiding in tasks like graph partitioning and clustering.