A Riemannian metric is a smoothly varying positive definite inner product on the tangent space of a manifold, enabling the measurement of angles, lengths, and volumes. It is fundamental in the study of Riemannian geometry, providing the tools to define concepts such as geodesics, curvature, and distance on manifolds.