Quick update. I just had a look at another similar thread on here and they mentioned about checking some boxes under Woocommerce > Settings > PPOM settings. I tried checking this field:
Legacy Inputs Rendering
PPOM Version 22.0 is major update, if some issues occur you can revert back to old version by this.
When I checked this box, the PPOM fields now show up!