Dimensional analysis can fail when it does not provide meaningful insights about the physical relationships between quantities, as it cannot determine specific values or relationships like the circumference of a circle. It is not effective in cases where the nature of opposing quantities is unknown, such as in damping of harmonic oscillations, where it cannot derive equations of motion without additional context. While dimensional analysis can confirm the dimensional consistency of equations, it does not guarantee their physical validity. For instance, quantities with the same dimensions, like torque and energy, are fundamentally different and cannot be directly compared. Thus, while dimensional analysis is a useful tool, its limitations must be recognized in complex physical scenarios.