An eigenvalue is a scalar that indicates how much the eigenvector is stretched or compressed during a linear transformation represented by a matrix. In essence, eigenvalues reveal important properties of the matrix, such as stability and resonance in physical systems, and are fundamental in simplifying complex matrix operations like diagonalization.