A pendulum’s period is independent of its amplitude for small swings but not for large ones. Why does amplitude-independence fail at large angles?

B. The approximation that $\sin\theta \approx \theta$

SHM is defined by a restoring force proportional to displacement. The pendulum only approximates that condition, and amplitude-independence is a property of the approximation rather than of the pendulum.