The biggest noise change is caused by extension of the landing gear. It's especially noisy whilst the gear doors are open.
You've got to be careful not to read too much into isolated pitch changes. You really don't know exactly what the pilots are seeing, or doing, and changes can happen for all sorts of reasons. Assuming the aircraft is established on the ILS glideslope, the autothrust will almost certainly be in SPEED mode, so that when the gear is extended the power will pretty well instantly react to the increased drag. But, at around the same time the gear is going out, the later stages of flap are also being selected, and so decelerations will also be happening. Pitch changes on the glideslope are only about corrections to stay on the slope, they aren't to correct IAS. Different speeds and flap settings will all require different pitch attitudes to maintain that stable 3 degree slope, so the required attitude is a moving target.
We aren't always on the ILS miles out either. It's quite common to intercept it 1,500-2,000 feet, so pitch changes prior to that could simply be related to ATC cleared altitudes.