Many thanks for your incredible response @Dr-Sassi
Sadly, I have to admit that I'm even more confused after the response, of course not because of your explanation skills, rather because of my poor understanding of the dynamic system in C4D.
Firstly, I am quite unsure what the spline does exactly and how the movement happens. In any case, the animation doesn't match my needs as I'm looking to recreate a more gacha ball kind of animation.
I also saw the other file with the emitter, which it would be much better for me and I would like to ask what you changed there as I can't see any difference in terms of settings, while having a better result. However, I am sure that my colleagues will require the animation to be moving a bit more, rather than a fast and dry motion. So I'm afraid I will anyway have to retouch that. Hence, how could I improve the situation?
I mean, what could I do to improve the scene? I have tried to change lots of settings, yet the situation remains the same