@Enzo,
Don't get hung up on the small angle approximation.
To understand small angle approximation better, just think that when taking small angle approximation, the amplitude of the pendulum has no effect on the period, and without the small-angle approximation the differential equations used is not the simple harmonic motion (SHM) equation and the period is not independent of the amplitude.